# documents

url: https://glama.ai/mcp/servers/categories/developer-tools
title: Developer Tools | Glama
scrape_date: 2025-03-17T13:01:17.083232
content_type: markdown
hash: 983bb1d24259e1d424cceedfb87ec669b18f0fb19c5e9295dce7ee255e1ac708
content:
[Glama](/)

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[Glama](/)

[MCP](/mcp)

[Servers](/mcp/servers)

[Categories](/mcp/servers/categories)

[Developer Tools](/mcp/servers/categories/developer-tools)

## MCP Servers for Developer Tools

Tools and integrations that enhance the development workflow and environment management.

[View all MCP Servers](/mcp/servers)

  * ## [e2b-mcp-server](/mcp/servers/o9swvhmy2i)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[e2b-dev](https://github.com/e2b-dev)

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license

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quality

Using MCP to run code via e2b.

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133

JavaScript

Apache 2.0

    * Apple
    *   * ## [JSON Resume MCP Server](/mcp/servers/vo4bfp2po8)official

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[jsonresume](https://github.com/jsonresume)

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security

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license

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quality

A server that enhances AI assistants with the ability to update your JSON Resume by analyzing your coding projects, automatically extracting skills and generating professional descriptions.

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32

20

TypeScript

The Unlicense

    *     * Apple
    * Linux

  * ## [Databutton MCP Server](/mcp/servers/wfr9djhfnu)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[databutton](https://github.com/databutton)

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security

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license

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quality

An MCP server for doing doing initial app planning and creating a good starting point in Databutton – it starts a new app and generates the initial MVP tasks

1

6

5

TypeScript

MIT License

    * Apple
    *   * ## [Glif](/mcp/servers/gwrql5ibq2)official

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[glifxyz](https://github.com/glifxyz)

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security

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license

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quality

Run AI workflows hosted on Glif.app via MCP, including ComfyUI-based image generators, meme generators, selfies, chained LLM calls, and more

5

14

TypeScript

MIT License

    * Apple

  * ## 

JetBrains

[mcp-jetbrains](/mcp/servers/k7xzbtlxvb)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[JetBrains](https://github.com/JetBrains)

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security

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license

A

quality

The server proxies requests from client to JetBrains IDE.

1,088

200

JavaScript

Apache 2.0

    * Apple
    *   * ## [MetaMCP MCP Server](/mcp/servers/0po36lc7i6)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[metatool-ai](https://github.com/metatool-ai)

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security

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license

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quality

A proxy server that unifies multiple MCP servers, enabling seamless tool, prompt, and resource management via the MetaMCP App.

100

13

TypeScript

Apache 2.0

  * ## [Dart MCP Server](/mcp/servers/2pdqgspm4q)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/hybrid)

[jmanhype](https://github.com/jmanhype)

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security

A

license

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quality

A Dart-based MCP server implementation that enables AI-assisted task management, document handling, and workspace organization through standardized tools and seamless Dart integration.

10

18

2

JavaScript

MIT License

    *     * Linux
    * Apple

  * ## [@kazuph/mcp-github-pera1](/mcp/servers/m2sd6ew3wf)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[kazuph](https://github.com/kazuph)

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security

A

license

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quality

A Model Context Protocol server that connects GitHub code to Claude.ai. This server utilizes the Pera1 service to extract code from GitHub repositories and provide better context to Claude.

1

9

1

JavaScript

MIT License

    * Apple

  * ## [Smartsheet MCP Server](/mcp/servers/k6qv4zylx2)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[terilios](https://github.com/terilios)

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security

A

license

A

quality

Provides seamless integration with Smartsheet, enabling automated operations on Smartsheet documents through a standardized interface that bridges AI-powered automation tools with Smartsheet's collaboration platform.

12

3

Python

MIT License

    *     * Linux
    * Apple

  * ## [Meilisearch MCP Server](/mcp/servers/mpo9y8xfor)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[devlimelabs](https://github.com/devlimelabs)

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security

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license

A

quality

Enables AI assistants to interact with Meilisearch via the Model Context Protocol, allowing comprehensive index, document, and search management through a standardized interface.

68

3

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [Tana MCP Server](/mcp/servers/r6v3135zsm)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[tim-mcdonnell](https://github.com/tim-mcdonnell)

A

security

A

license

A

quality

An MCP server that connects to Tana's Input API, allowing Large Language Models and other MCP clients to create and manipulate data in Tana workspaces.

11

11

2

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [Windows CLI MCP Server](/mcp/servers/5hiwtoqo31)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[SimonB97](https://github.com/SimonB97)

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security

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license

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quality

A Model Context Protocol server that provides secure command-line access to Windows systems, allowing MCP clients like Claude Desktop to safely execute commands in PowerShell, CMD, and Git Bash shells with configurable security controls.

9

245

69

JavaScript

MIT License

    *   * ## [MCP Server Linear](/mcp/servers/stodrxddet)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[floodfx](https://github.com/floodfx)

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security

A

license

A

quality

An MCP server that provides tools for interacting with Linear issue tracking system, currently supporting issue search with plans to expand to issue creation, updates, comments, and project management.

1

13

1

TypeScript

MIT License

  * ## [MCP Atlassian](/mcp/servers/kc33m1kh5m)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[sooperset](https://github.com/sooperset)

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security

A

license

A

quality

Model Context Protocol (MCP) server for Atlassian Cloud products (Confluence and Jira). This integration is designed specifically for Atlassian Cloud instances and does not support Atlassian Server or Data Center deployments.

18

215

Python

MIT License

    * Apple

  * ## [azure-devops-mcp](/mcp/servers/z7mxfcinp8)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[RyanCardin15](https://github.com/RyanCardin15)

Verified

A

security

A

license

A

quality

This server provides a convenient API for interacting with Azure DevOps services, enabling AI assistants and other tools to manage work items, code repositories, boards, sprints, and more. Built with the Model Context Protocol, it provides a standardized interface for communicating with Azure DevOps

96

2

TypeScript

MIT License

  * ## [MCP Ollama Server](/mcp/servers/h0t3210s62)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[emgeee](https://github.com/emgeee)

Verified

A

security

A

license

A

quality

MCP Ollama server integrates Ollama models with MCP clients, allowing users to list models, get detailed information, and interact with them through questions.

3

11

Python

MIT License

    * Apple
    *   * ## [JSON MCP Server](/mcp/servers/9g137c4b4k)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[GongRzhe](https://github.com/GongRzhe)

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security

A

license

A

quality

A Model Context Protocol server implementation that enables LLMs to query and manipulate JSON data using JSONPath syntax with extended operations for filtering, sorting, transforming, and aggregating data.

2

85

14

JavaScript

MIT License

    *     * Apple
    * Linux

  * ## [MCP Redmine](/mcp/servers/y08jjdmkyr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[runekaagaard](https://github.com/runekaagaard)

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security

A

license

A

quality

Connects Claude Desktop to Redmine for seamless project and issue management, including searching, creating, updating, and tracking tasks using Redmine's API.

5

2

Python

Mozilla Public License 2.0

  * ## [mcp-installer](/mcp/servers/y4xsqrbxg5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[anaisbetts](https://github.com/anaisbetts)

Verified

A

security

A

license

A

quality

This server is a server that installs other MCP servers for you. Install it, and you can ask Claude to install MCP servers hosted in npm or PyPi for you. Requires npx and uv to be installed for node and Python servers respectively.

2

4,271

547

JavaScript

MIT License

    * Apple
    *   * ## [MCP Git Repo Browser](/mcp/servers/zmmq29sb91)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[razorback16](https://github.com/razorback16)

A

security

A

license

A

quality

A Node.js server that allows browsing Git repositories through MCP, providing tools to view directory structures and read important files from repositories.

2

JavaScript

MIT License

    *     * Linux
    * Apple

  * ## [mcp-codex-keeper](/mcp/servers/bo39uifs3k)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/remote-capable)

[aindreyway](https://github.com/aindreyway)

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security

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license

A

quality

Serves as a guardian of development knowledge, providing AI assistants with curated access to latest documentation and best practices.

4

79

50

TypeScript

MIT License

  * ## [MCP Server Starter](/mcp/servers/rlkcxdr2y9)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[GreatAuk](https://github.com/GreatAuk)

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security

A

license

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quality

A TypeScript-based template for building Model Context Protocol servers, featuring fast testing, automated version management, and a clean structure for MCP tool implementations.

1

5

2

TypeScript

MIT License

  * ## [MCP Architect](/mcp/servers/51892k2rxw)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[squirrelogic](https://github.com/squirrelogic)

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security

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license

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quality

Facilitates comprehensive architectural design and evaluation through specialized agents, rich resources, and powerful tools covering diverse architectural domains, including cloud, AI, and blockchain.

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981

13

TypeScript

ISC License

  * ## [MCP Server Starter](/mcp/servers/n087wjbtlk)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[StevenStavrakis](https://github.com/StevenStavrakis)

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security

A

license

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quality

A production-ready template for creating Model Context Protocol servers with TypeScript, providing tools for efficient testing, development, and deployment.

1

5

11

JavaScript

MIT License

  * ## [Code Snippet Server](/mcp/servers/qt4j367mfk)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[ngeojiajun](https://github.com/ngeojiajun)

Verified

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security

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license

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quality

A MCP server for managing and storing code snippets in various programming languages, allowing users to create, list, and delete snippets via a standardized interface.

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4

JavaScript

MIT License

  * ## [mcp-pyodide](/mcp/servers/pxls43joly)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[yonaka15](https://github.com/yonaka15)

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security

A

license

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quality

A Pyodide server for executing Python code by Large Language Models (LLMs) via the Model Context Protocol (MCP).

5

2

TypeScript

MIT License

  * ## [unichat-ts-mcp-server](/mcp/servers/ub2u8wtbbv)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[amidabuddha](https://github.com/amidabuddha)

A

security

A

license

A

quality

Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP protocol via tool or predefined prompts. Vendor API key required. Both STDIO and SSE transport mechanisms are supported via arguments.

1

6

8

TypeScript

MIT License

    * Apple
    *   * ## [Feature-Discussion MCP Server](/mcp/servers/5lu4y0g8m5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[squirrelogic](https://github.com/squirrelogic)

A

security

A

license

A

quality

Facilitates interactive feature discussions with AI guidance, maintaining context and providing intelligent recommendations for implementation, architecture, and best practices in software development.

2

1

JavaScript

MIT License

    * Apple
    *   * ## [Microsoft SQL Server MCP Server](/mcp/servers/29cpe19k30)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[RichardHan](https://github.com/RichardHan)

A

security

A

license

A

quality

A Model Context Protocol server that enables secure interaction with Microsoft SQL Server databases, allowing AI assistants to list tables, read data, and execute SQL queries through a controlled interface.

1

17

Python

MIT License

    *     * Linux
    * Apple

  * ## [atlas-mcp-server](/mcp/servers/b8veo1exod)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/hybrid)

[cyanheads](https://github.com/cyanheads)

Verified

A

security

A

license

A

quality

ATLAS (Adaptive Task & Logic Automation System) is a Model Context Protocol server that provides hierarchical task management capabilities to Large Language Models. This tool provides LLMs with the structure and context needed to manage complex tasks and dependencies.

22

54

102

TypeScript

Apache 2.0

    *     * Linux
    * Apple

  * ## [https://github.com/sammcj/mcp-package-version](/mcp/servers/zkts2w92ba)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[sammcj](https://github.com/sammcj)

A

security

A

license

A

quality

Suggests the latest stable package versions when writing code.

9

374

43

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [n8n MCP Server](/mcp/servers/l1rov8ni7r)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[illuminaresolutions](https://github.com/illuminaresolutions)

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security

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license

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quality

An MCP server enabling secure interaction with n8n workflows, executions, and settings via the Model Context Protocol, designed for integration with Large Language Models (LLMs).

33

73

29

TypeScript

MIT License

    * Apple
    *   * ## [MCP Inception MCP Server](/mcp/servers/hedrd1hxv5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[tanevanwifferen](https://github.com/tanevanwifferen)

Verified

A

security

A

license

A

quality

A TypeScript-based server that allows calling other MCP clients from your own MCP client, facilitating task delegation and context window offloading for enhanced multi-agent interactions.

3

13

JavaScript

MIT License

    * Apple
    *   * ## [Software Planning Tool](/mcp/servers/a35c7qc7ie)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[NightTrek](https://github.com/NightTrek)

A

security

A

license

A

quality

Facilitates interactive software development planning by managing tasks, tracking progress, and creating detailed implementation plans through the Model Context Protocol.

6

75

JavaScript

MIT License

    * Apple

  * ## [Cursor A11y MCP](/mcp/servers/mik2l7a1tw)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[westsideori](https://github.com/westsideori)

Verified

A

security

A

license

A

quality

Provides accessibility testing capabilities through CLI, helping identify accessibility issues in web applications using axe-core and Puppeteer.

1

JavaScript

MIT License

  * ## [Letta MCP Server](/mcp/servers/fuuaesngfg)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[oculairmedia](https://github.com/oculairmedia)

A

security

A

license

A

quality

An MCP server implementation that enables interaction with the Letta API for managing agents, memory blocks, and tools in the Letta system.

9

3

JavaScript

MIT License

  * ## [MCP Create Server](/mcp/servers/lnl6xjkkeq)

    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/hybrid)

[tesla0225](https://github.com/tesla0225)

A

security

A

license

A

quality

A dynamic service that creates and manages Model Context Protocol (MCP) servers, allowing users to spawn, customize, and control multiple MCP servers as child processes.

5

13

TypeScript

MIT License

    *     * Apple
    * Linux

  * ## [https://github.com/Streen9/react-mcp](/mcp/servers/xsjsdumc7x)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Streen9](https://github.com/Streen9)

Verified

A

security

A

license

A

quality

react-mcp integrates with Claude Desktop, enabling the creation and modification of React apps based on user prompts

9

1

JavaScript

MIT License

  * ## [Harvest Natural Language Time Entry MCP Server](/mcp/servers/u2bir05hxy)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/calendar-management)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[adrian-dotco](https://github.com/adrian-dotco)

A

security

A

license

A

quality

Enables natural language time tracking and reporting for Harvest, including automatic leave requests, project/task matching, and date parsing.

5

1

JavaScript

MIT License

  * ## [MCP Proxy Server](/mcp/servers/5weyukvrvq)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/hybrid)

[adamwattis](https://github.com/adamwattis)

A

security

A

license

A

quality

A central hub that aggregates multiple MCP resource servers into a single unified interface, enabling users to access tools and capabilities from multiple backend servers through one connection point.

27

TypeScript

MIT License

    * Apple
    *   * ## [docker-mcp](/mcp/servers/8tdzip0z5a)

    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[QuantGeekDev](https://github.com/QuantGeekDev)

A

security

A

license

A

quality

A powerful Model Context Protocol (MCP) server for Docker operations, enabling seamless container and compose stack management through Claude AI.

4

110

Python

MIT License

    * Apple
    *   * ## [language-server-mcp](/mcp/servers/t4zp3tna7x)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[alexwohletz](https://github.com/alexwohletz)

A

security

A

license

A

quality

TypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.

3

11

MIT License

    * Apple
    *   * ## [Netlify MCP Server](/mcp/servers/rmzusviqom)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[DynamicEndpoints](https://github.com/DynamicEndpoints)

A

security

A

license

A

quality

This is an MCP server that can be used with Netlify

9

2

JavaScript

MIT License

    *     * Apple
    * Linux

  * ## [AiDD MCP Server](/mcp/servers/mpixtij6se)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[skydeckai](https://github.com/skydeckai)

A

security

A

license

A

quality

AiDD MCP Server provides a secure interface for AI agents to perform file system operations and code analysis, enhancing AI-assisted development workflows across multiple programming languages.

29

22

Python

MIT License

    * Apple
    *     * Linux

  * ## [Whois MCP](/mcp/servers/cwu9e3fcwg)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[bharathvaj-ganesan](https://github.com/bharathvaj-ganesan)

A

security

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license

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quality

A Model Context Protocol server that allows AI agents to perform WHOIS lookups, enabling users to directly ask the AI about domain availability, ownership, registration details, and other domain information.

4

11

1

JavaScript

MIT License

    *     * Linux
    * Apple

  * ## [Python Docs Server](/mcp/servers/8xhmttyi7e)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[AnuragRai017](https://github.com/AnuragRai017)

Verified

A

security

A

license

A

quality

An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.

1

JavaScript

Apache 2.0

    * Apple
    *   * ## [Ghost MCP Server](/mcp/servers/vor63xn7ky)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/remote-capable)

[MFYDev](https://github.com/MFYDev)

Verified

A

security

A

license

A

quality

Enables interaction with Ghost CMS via LLM interfaces, providing secure access through JWT authentication for managing posts, users, and newsletters with detailed output and error handling.

41

21

Python

MIT License

    *     * Linux

  * ## [Room MCP](/mcp/servers/p6xyqb1e9e)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/local-only)

[agree-able](https://github.com/agree-able)

A

security

A

license

A

quality

A command-line tool that enables the use of MCP with the Room protocol, allowing agents to create and interact in peer-to-peer virtual rooms for goal-oriented collaboration.

5

8

3

JavaScript

Apache 2.0

    * Apple
    *   * ## [GCP MCP](/mcp/servers/b1x5qeu0kz)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[eniayomi](https://github.com/eniayomi)

Verified

A

security

A

license

A

quality

A Model Context Protocol server that enables AI assistants like Claude to interact with Google Cloud Platform environments through natural language, allowing users to query and manage GCP resources during conversations.

9

53

13

TypeScript

MIT License

  * ## [Placid MCP Server](/mcp/servers/xeklsydon0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/remote-capable)

[felores](https://github.com/felores)

Verified

A

security

A

license

A

quality

A server for integrating with Placid.app's API, enabling listing templates and generating creatives using the Model Context Protocol with secure API token management.

3

7

4

TypeScript

MIT License

  * ## [Claude Code MCP](/mcp/servers/nqo1hvazke)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[auchenberg](https://github.com/auchenberg)

A

security

A

license

A

quality

An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.

8

29

JavaScript

MIT License

  * ## [Replicate MCP Server](/mcp/servers/q60hq1hwtr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[deepfates](https://github.com/deepfates)

A

security

A

license

A

quality

Enables users to access and manage Replicate's AI models and predictions via the Model Context Protocol, offering tools for creating, canceling, and retrieving model predictions and parameters.

12

141

29

TypeScript

MIT License

  * ## [MySQL MCP Server](/mcp/servers/kucglstegf)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/hybrid)

[xiangma9712](https://github.com/xiangma9712)

Verified

A

security

A

license

A

quality

Enables interaction with a MySQL database via JSON commands, supporting read-only queries, test execution of write queries, and table information retrieval through Docker.

4

6

2

TypeScript

MIT License

  * ## [MCP 3D Printer Server](/mcp/servers/7f6v2enbgk)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[DMontgomery40](https://github.com/DMontgomery40)

Verified

A

security

A

license

A

quality

Enables interaction with 3D printer management systems through an MCP server, supporting STL file manipulation, slicing, and control of printers like OctoPrint, Klipper, Duet, and more.

11

3

9

TypeScript

GPL 2.0

    *     * Linux
    * Apple

  * ## [Cryo MCP Server](/mcp/servers/90ftd26na5)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/local-only)

[z80dev](https://github.com/z80dev)

A

security

A

license

A

quality

An API server that implements the Model Completion Protocol (MCP) for Cryo blockchain data extraction, allowing users to query Ethereum blockchain data through any MCP-compatible client.

5

84

Python

MIT License

    *     * Linux
    * Apple

  * ## [npm-search-mcp-server](/mcp/servers/yeb3luefvf)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[btwiuse](https://github.com/btwiuse)

A

security

A

license

A

quality

MCP server for searching npm packages

1

34

7

JavaScript

MIT License

  * ## [ClickUp MCP Server](/mcp/servers/iwjvs2zy63)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[TaazKareem](https://github.com/TaazKareem)

Verified

A

security

A

license

A

quality

Enables AI integrations with ClickUp tasks, supporting resource management, task operations, workspace organization, and AI-powered task recommendations through a standardized protocol.

18

601

20

TypeScript

MIT License

  * ## [MCP2Lambda](/mcp/servers/4hokv207sz)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/hybrid)

[danilop](https://github.com/danilop)

A

security

A

license

A

quality

Enables AI models to interact with AWS Lambda functions via the MCP protocol, allowing access to private resources, real-time data, and custom computation in a secure environment.

2

44

Python

MIT License

  * ## [github-manager MCP Server](/mcp/servers/61nu8bvtn5)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[wheelhousedev](https://github.com/wheelhousedev)

A

security

A

license

A

quality

This TypeScript-based MCP server enables users to manage a simple notes system with capabilities to create and summarize notes through structured prompts and resources.

5

0

TypeScript

MIT License

    * Apple
    *   * ## [Postman MCP Server](/mcp/servers/qfx34b2s2v)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[shannonlal](https://github.com/shannonlal)

A

security

A

license

A

quality

Enables running Postman collections using Newman for conducting API tests and obtaining detailed result analysis via a standardized interface.

1

7

19

TypeScript

MIT License

  * ## [OpenAPI Client Generator MCP](/mcp/servers/taqmq8493y)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[orhanveli](https://github.com/orhanveli)

Verified

A

security

A

license

A

quality

A TypeScript-based MCP server that generates API clients from OpenAPI specifications, allowing automated code generation through natural language.

1

135

JavaScript

MIT License

    * Apple
    *   * ## [MCP Server Starter](/mcp/servers/scc5nkibod)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[coinselor](https://github.com/coinselor)

A

security

A

license

A

quality

A production-ready template for building Model Context Protocol servers in TypeScript, offering fast development with Bun, Biome linting, and automated version management.

1

5

JavaScript

MIT License

  * ## [MCP Server Template for Cursor IDE](/mcp/servers/um231rvyla)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[andreasHornqvist](https://github.com/andreasHornqvist)

A

security

A

license

A

quality

A template for creating and connecting custom tools to Cursor IDE using Model Context Protocol with support for cheerful server responses.

4

1

Python

MIT License

  * ## [MCP Neo4j Server](/mcp/servers/qjpsxn4zlh)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[da-okazaki](https://github.com/da-okazaki)

A

security

A

license

A

quality

This server enables interaction between Neo4j databases and Claude Desktop, allowing users to execute Cypher queries, create nodes, and establish relationships in the database.

3

63

20

TypeScript

MIT License

  * ## [Xcode MCP Server](/mcp/servers/mmxuwmm7sc)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[r-huijts](https://github.com/r-huijts)

A

security

A

license

A

quality

Bridges Claude AI with Xcode, enabling AI-powered code assistance, project management, and automated development tasks securely on your local machine.

9

66

TypeScript

MIT License

    * Apple

  * ## [mcp-editor](/mcp/servers/lnfcd9is5i)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[arathald](https://github.com/arathald)

Verified

A

security

A

license

A

quality

A TypeScript MCP server port of Anthropic's filesystem editing tools, allowing file manipulation via client-approved operations without automated writes to prevent system harm.

5

5

TypeScript

MIT License

  * ## [MCP Package Docs Server](/mcp/servers/mrk7ul7nz7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[sammcj](https://github.com/sammcj)

A

security

A

license

A

quality

Facilitates LLMs to efficiently access and fetch structured documentation for packages in Go, Python, and NPM, enhancing software development with multi-language support and performance optimization.

11

161

20

TypeScript

MIT License

  * ## [MCP Server Neurolorap](/mcp/servers/rg07wseeqe)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[aindreyway](https://github.com/aindreyway)

A

security

A

license

A

quality

MCP server for collecting code from files and directories into a single markdown document.

2

4

Python

MIT License

  * ## [WinTerm MCP](/mcp/servers/fzjwms9o1t)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[capecoma](https://github.com/capecoma)

A

security

A

license

A

quality

A Model Context Protocol server that provides programmatic access to the Windows terminal, enabling AI models to interact with the Windows command line through standardized tools for writing commands, reading output, and sending control signals.

3

JavaScript

MIT License

    *   * ## [n8n Workflow Builder MCP Server](/mcp/servers/fhoynrlnpp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[makafeli](https://github.com/makafeli)

Verified

A

security

A

license

A

quality

A server for programmatically creating and managing n8n workflows with a REST API interface, supporting workflow creation, validation, and export.

10

16

88

JavaScript

MIT License

  * ## [Portkey MCP Server](/mcp/servers/iftjfqrk0v)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/remote-capable)

[r-huijts](https://github.com/r-huijts)

A

security

A

license

A

quality

Connects Claude to Portkey's API for managing AI configurations, workspaces, analytics, and user access, providing comprehensive control over API usage and settings.

9

TypeScript

MIT License

  * ## [mcp-data-extractor](/mcp/servers/40c3iyazm5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[sammcj](https://github.com/sammcj)

A

security

A

license

A

quality

A Model Context Protocol server that extracts embedded data (such as i18n translations or key/value configurations) from TypeScript/JavaScript source code into structured JSON configuration files.

2

8

2

JavaScript

MIT License

  * ## [mcp-tool-builder](/mcp/servers/1ziiztkcx1)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[hanweg](https://github.com/hanweg)

A

security

A

license

A

quality

MCP server that builds itself by creating new tools as needed based on user requests (Requires restart of Claude Desktop to use newly created tools).

4

12

Python

The Unlicense

    *   * ## [@kazuph/mcp-pocket](/mcp/servers/1e2o9ooltu)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[kazuph](https://github.com/kazuph)

A

security

A

license

A

quality

🔗 Model Context Protocol (MCP) Server for retrieving saved articles from Pocket API and loading them into Claude

2

4

5

JavaScript

MIT License

    * Apple

  * ## [mcp-server-axiom-js](/mcp/servers/8hxxw8uenu)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[ThetaBird](https://github.com/ThetaBird)

Verified

A

security

A

license

A

quality

An npx-compatible port of @Axiom's mcp-server-axiom

3

5

1

JavaScript

MIT License

  * ## [mcp-timeplus](/mcp/servers/9aleefsq9s)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/remote-capable)

[jovezhong](https://github.com/jovezhong)

Verified

A

security

A

license

A

quality

Integration with Timeplus, a database for streaming data, such as Apache Kafka/Pulsar

6

4

Python

Apache 2.0

    * Apple
    *   * ## [MCP-IDB](/mcp/servers/27ni3ebkfi)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[noahlozevski](https://github.com/noahlozevski)

A

security

A

license

A

quality

Integration between Model Context Protocol (MCP) and Facebook's iOS Development Bridge (idb), enabling automated iOS device management and test execution through natural language.

1

23

1

JavaScript

MIT License

    * Apple

  * ## [PulseMCP Server](/mcp/servers/pprxunng2s)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[orliesaurus](https://github.com/orliesaurus)

A

security

A

license

A

quality

PulseMCP Server is a TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and summarize text notes through Model Context Protocol with URI-based resource management and LLM summarization prompts.

2

0

6

JavaScript

MIT License

    * Apple
    *   * ## [Veri5ight MCP Server](/mcp/servers/en31vxf492)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[5ajaki](https://github.com/5ajaki)

A

security

A

license

A

quality

Enables Claude to interact with Ethereum nodes, allowing users to check ENS token balances, view smart contract code, and decode transactions through natural language.

5

1

JavaScript

MIT License

  * ## [Git MCP Server](/mcp/servers/e0hyslgby6)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[cyanheads](https://github.com/cyanheads)

Verified

A

security

A

license

A

quality

A Model Context Protocol server that enables Large Language Models to interact with Git repositories through a robust API, supporting operations like repository initialization, cloning, file staging, committing, and branch management.

21

35

10

TypeScript

Apache 2.0

  * ## [Daytona MCP Python Interpreter](/mcp/servers/hj7jlxkxpk)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/remote-capable)

[nkkko](https://github.com/nkkko)

Verified

A

security

A

license

A

quality

A Model Context Protocol server that allows execution of Python code within Daytona workspaces, providing a secure and isolated environment for executing and managing Python scripts.

1

5

Python

Apache 2.0

    * Apple
    *   * ## [mcp-server-code-assist](/mcp/servers/pk7xbajohp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[abhishekbhakat](https://github.com/abhishekbhakat)

Verified

A

security

A

license

A

quality

A Model Context Protocol server that provides tools for code modification and generation via Large Language Models, allowing users to create, modify, rewrite, and delete files using structured XML instructions.

12

Python

MIT License

    *     * Linux
    * Apple

  * ## [figma-mcp](/mcp/servers/pqweyr4aq9)

    * [](/mcp/servers/categories/art-and-culture)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[JayZeeDesign](https://github.com/JayZeeDesign)

Verified

A

security

A

license

A

quality

Allow your AI coding agents to access Figma files & prototypes directly. You can DM me for any issues / improvements: https://x.com/jasonzhou1993 1\. Access all figma pages 2\. Access all figma components 3\. Access figma prototype flows

3

33

Python

MIT License

  * ## [Cursor MCP Server](/mcp/servers/4fg1gxbcex)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[Buga-luga](https://github.com/Buga-luga)

A

security

A

license

A

quality

Facilitates integration with the Cursor code editor by enabling real-time code indexing, analysis, and bi-directional communication with Claude, supporting concurrent sessions and automatic reconnection.

2

16

30

TypeScript

MIT License

    *   * ## 

Postman

[postman-mcp-server](/mcp/servers/zoig549xfd)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[delano](https://github.com/delano)

A

security

A

license

A

quality

Provides seamless access to Postman.

99

25

TypeScript

MIT License

    * Apple
    *   * ## [mcp-ragdocs](/mcp/servers/54hsrjhmq9)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[hannesrudolph](https://github.com/hannesrudolph)

Verified

A

security

A

license

A

quality

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context

7

34

72

TypeScript

MIT License

  * ## [MCP Orchestrator Server](/mcp/servers/6hfxiaiuwg)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[mokafari](https://github.com/mokafari)

A

security

A

license

A

quality

A server for task orchestration and coordination, facilitating task management with dependencies, multi-instance collaboration, and persistent task tracking.

7

13

JavaScript

MIT License

  * ## [MCP Perplexity Search](/mcp/servers/zlqdizpsr9)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[spences10](https://github.com/spences10)

Verified

A

security

A

license

A

quality

Enables integration of Perplexity's AI API with LLMs, delivering advanced chat completion by utilizing specialized prompt templates for tasks like technical documentation, code review, and API documentation.

1

65

6

JavaScript

MIT License

  * ## [mcp-llm](/mcp/servers/i1gantlfrs)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[sammcj](https://github.com/sammcj)

A

security

A

license

A

quality

An MCP server that provides LLMs access to other LLMs

4

9

9

JavaScript

MIT License

  * ## [MCP OpenAI Server](/mcp/servers/riynwmasx9)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[mzxrai](https://github.com/mzxrai)

A

security

A

license

A

quality

A Model Context Protocol (MCP) server that lets you seamlessly use OpenAI's models right from Claude.

1

21

27

JavaScript

MIT License

    * Apple

  * ## [Clojars-MCP-Server](/mcp/servers/i37857er6w)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Bigsy](https://github.com/Bigsy)

Verified

A

security

A

license

A

quality

Provides up to date dependency information of Clojure libraries

2

2

2

JavaScript

MIT License

  * ## [MarkItDown MCP Server](/mcp/servers/sbc6bljjg5)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[KorigamiK](https://github.com/KorigamiK)

Verified

A

security

A

license

A

quality

Converts various file formats to Markdown using the MarkItDown utility and can be integrated with MCP clients for seamless document processing and conversion.

8

Python

MIT License

  * ## [MCP Source Relation Server](/mcp/servers/jmnzj9317i)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[owayo](https://github.com/owayo)

A

security

A

license

A

quality

Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.

1

Python

MIT License

  * ## [mcpxcodebuild](/mcp/servers/5ibnbzxmql)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[ShenghaiWang](https://github.com/ShenghaiWang)

A

security

A

license

A

quality

🍎 Build iOS Xcode workspace/project and feed back errors to llm.

2

5

Python

MIT License

    * Apple

  * ## [MCP Image Placeholder Server](/mcp/servers/pye2qsv1wz)

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[husniadil](https://github.com/husniadil)

A

security

A

license

A

quality

This server generates placeholder image URLs from various providers, supporting input validation and integration with desktop applications like Claude and Cursor.

1

6

MIT License

  * ## 

Apache Maven

[maven-mcp-server](/mcp/servers/juuo2ye0qi)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Bigsy](https://github.com/Bigsy)

Verified

A

security

A

license

A

quality

An MCP (Model Context Protocol) server that provides tools for checking Maven dependency versions. This server enables LLMs to verify Maven dependencies and retrieve their latest versions from Maven Central Repository.

2

8

4

JavaScript

MIT License

  * ## [MCP Terminal Server](/mcp/servers/0bqnw26cni)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/local-only)

[RinardNick](https://github.com/RinardNick)

A

security

A

license

A

quality

A secure terminal execution server that enables controlled command execution with security features and resource limits via the Model Context Protocol (MCP).

1

18

JavaScript

MIT License

    *     * Apple

  * ## [@kazuph/mcp-taskmanager](/mcp/servers/bdjh7kx05h)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[kazuph](https://github.com/kazuph)

A

security

A

license

A

quality

Model Context Protocol server for Task Management. This allows Claude Desktop (or any MCP client) to manage and execute tasks in a queue-based system.

10

104

27

JavaScript

MIT License

    * Apple

  * ## [Super Windows CLI MCP Server](/mcp/servers/5we0twy3bi)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[delorenj](https://github.com/delorenj)

Verified

A

security

A

license

A

quality

An enhanced Windows CLI MCP server providing unrestricted system access capabilities, designed for trusted environments with full system access requirements.

4

245

3

TypeScript

MIT License

    *   * ## [@kazuph/mcp-obsidian](/mcp/servers/sed8z2tqq9)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[kazuph](https://github.com/kazuph)

A

security

A

license

A

quality

Obsidian vault connector for Claude Desktop - enables reading and writing Markdown notes using Model Context Protocol (MCP)

4

23

3

JavaScript

MIT License

    * Apple

  * ## [Figma MCP Server](/mcp/servers/4xg15vn8hw)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[moonray](https://github.com/moonray)

A

security

A

license

A

quality

Facilitates the analysis of Figma file structures by extracting node hierarchies, accessible via REST API or MCP protocol.

1

2

TypeScript

MIT License

  * ## [Drupal-Modules-MCP MCP Server](/mcp/servers/xhqtor5rub)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Cleversoft-IT](https://github.com/Cleversoft-IT)

A

security

A

license

A

quality

This TypeScript-based MCP server allows users to manage and interact with a note system through Model Context Protocol, enabling note creation and summarization with URIs and metadata.

1

JavaScript

MIT License

    * Apple
    *   * ## 

Jira

[jira-mcp](/mcp/servers/4e3sqj7af1)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[CamdenClark](https://github.com/CamdenClark)

A

security

A

license

A

quality

Provides capabilities for searching Jira issues using JQL and retrieving detailed issue information.

2

81

15

JavaScript

MIT License

    * Apple
    *   * ## [mermaid-mcp-server](/mcp/servers/lzjlbitkzr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/hybrid)

[peng-shawn](https://github.com/peng-shawn)

A

security

A

license

A

quality

A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG images.

1

70

11

JavaScript

MIT License

  * ## [mcp-clickup](/mcp/servers/xmkjx41v71)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[mikah13](https://github.com/mikah13)

A

security

A

license

A

quality

MCP Server for the ClickUp API,

4

5

1

TypeScript

MIT License

  * ## [mcp-rest-api](/mcp/servers/izr2sp4rqo)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[dkmaker](https://github.com/dkmaker)

A

security

A

license

A

quality

A TypeScript-based MCP server that enables testing of REST APIs through Cline. This tool allows you to test and interact with any REST API endpoints directly from your development environment.

1

14

22

JavaScript

MIT License

    *     * Apple

  * ## [Daipendency](/mcp/servers/ltfjmd77yo)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[daipendency](https://github.com/daipendency)

A

security

A

license

A

quality

Get the narrative and API documentation for the exact version of any of your dependencies. (Only Rust is supported at the moment.)

1

26

46

TypeScript

MIT License

  * ## [Quickchart-MCP-Server](/mcp/servers/y17zluizso)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[GongRzhe](https://github.com/GongRzhe)

A

security

A

license

A

quality

An MCP server for generating customizable data visualizations using QuickChart.io, supporting multiple chart types and Chart.js configuration.

2

JavaScript

MIT License

    * Apple
    *   * ## [Python REPL MCP Server](/mcp/servers/jsorljnhdl)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[hdresearch](https://github.com/hdresearch)

A

security

A

license

A

quality

A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.

3

1

Python

MIT License

  * ## [MCP Server Template for Cursor IDE](/mcp/servers/85awdn6qjl)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[chrisboden](https://github.com/chrisboden)

A

security

A

license

A

quality

A simple template for creating custom tools for Cursor IDE using Model Context Protocol, deployable via Heroku, Docker, or directly within Cursor IDE.

2

Python

MIT License

  * ## [Chrome Debug MCP Server](/mcp/servers/nguhnsghor)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[robertheadley](https://github.com/robertheadley)

A

security

A

license

A

quality

Controls Chrome browser with debugging capabilities, allowing page automation, extension management, and userscript injection through the Model Context Protocol.

13

9

JavaScript

MIT License

    *     * Linux
    * Apple

  * ## [Git Auto Commit MCP Server](/mcp/servers/xm2dqoc1s6)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[jatinsandilya](https://github.com/jatinsandilya)

A

security

A

license

A

quality

Analyzes git changes in repositories and generates conventional commit messages using OpenAI's GPT models, supporting both staged and unstaged changes with detailed summaries.

1

16

9

TypeScript

MIT License

  * ## [mcp-any-openapi](/mcp/servers/uxugly3ixf)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/cloud-storage)
    * [](/mcp/servers/categories/remote-capable)

[matthewhand](https://github.com/matthewhand)

A

security

A

license

A

quality

A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP workflows, enabling dynamic exposure of API endpoints as MCP tools.

2

6

Python

MIT License

    * Linux
    *     * Apple

  * ## [MCP Security Audit Server](/mcp/servers/jjnmdxzmeu)

    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/remote-capable)

[qianniuspace](https://github.com/qianniuspace)

Verified

A

security

A

license

A

quality

Audits npm package dependencies for security vulnerabilities, providing detailed reports and fix recommendations with MCP integration.

1

15

5

TypeScript

MIT License

  * ## [MCP ABAP ADT](/mcp/servers/gwkh12xlu7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[mario-andreschak](https://github.com/mario-andreschak)

Verified

A

security

A

license

A

quality

A server that bridges the Model Context Protocol (MCP) with SAP ABAP systems, allowing tools like Cline to retrieve ABAP source code, table structures, and other development artifacts.

13

4

TypeScript

MIT License

    *     * Apple
    * Linux

  * ## [mcp-miro](/mcp/servers/gr5t7vthv3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[evalstate](https://github.com/evalstate)

A

security

A

license

A

quality

A Model Context Protocol server to connect to the MIRO Whiteboard Application. Allows Board manipulation, sticky creation, bulk operations and more.

6

24

18

TypeScript

Apache 2.0

    * Apple
    *   * ## [Markdownify MCP Server](/mcp/servers/bn5q4b0ett)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[zcaceres](https://github.com/zcaceres)

A

security

A

license

A

quality

Converts various file types and web content to Markdown format. It provides a set of tools to transform PDFs, images, audio files, web pages, and more into easily readable and shareable Markdown text.

10

9

932

TypeScript

MIT License

  * ## [MCP-summarization-functions](/mcp/servers/k6vhiu27q7)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[Braffolk](https://github.com/Braffolk)

A

security

A

license

A

quality

Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.

5

11

18

TypeScript

MIT License

  * ## [mcp-neovim-server](/mcp/servers/s0fywdwp87)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[bigcodegen](https://github.com/bigcodegen)

Verified

A

security

A

license

A

quality

Leverages Vim's native text editing commands and workflows, which Claude already understands, to create a lightweight code assistance layer.

8

25

51

TypeScript

MIT License

  * ## [MCPunk](/mcp/servers/3j9kxuocc6)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/hybrid)

[jurasofish](https://github.com/jurasofish)

A

security

A

license

A

quality

Chat with your codebase through intelligent code searching without embeddings by breaking files into logical chunks, giving the LLM tools to search these chunks, and letting it find specific code needed to answer your questions.

8

15

Python

MIT License

  * ## [mcp-neurolora](/mcp/servers/j29osinm43)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[aindreyway](https://github.com/aindreyway)

A

security

A

license

A

quality

Provides tools for collecting and documenting code from directories.

4

104

12

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [MCP DateTime](/mcp/servers/mqxvg1vgrg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/hybrid)

[odgrim](https://github.com/odgrim)

A

security

A

license

A

quality

A TypeScript server implementing the Model Context Protocol (MCP) that provides datetime and timezone information to AI agents and chat interfaces, allowing them to access current time in various timezones.

4

2

TypeScript

Mozilla Public License 2.0

  * ## [MCP2Serial](/mcp/servers/de9opo6050)

    * [](/mcp/servers/categories/home-automation-and-iot)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[mcp2everything](https://github.com/mcp2everything)

A

security

A

license

A

quality

A bridge that connects physical hardware devices with AI large language models via serial communication, allowing users to control hardware using natural language commands.

3

5

Python

MIT License

    *     * Apple
    * Linux

  * ## [airflow-mcp-server](/mcp/servers/6gjq9w80xr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[abhishekbhakat](https://github.com/abhishekbhakat)

Verified

A

security

A

license

A

quality

https://github.com/abhishekbhakat/airflow-mcp-server

89

4

Python

MIT License

  * ## [railway-mcp](/mcp/servers/lwn74iwigz)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/remote-capable)

[jason-tan-swe](https://github.com/jason-tan-swe)

Verified

A

security

A

license

A

quality

Let Claude and Cursor manage your Railway infrastructure through natural language. Deploy, configure, and monitor - autonomously and safely.

36

38

9

TypeScript

MIT License

    * Apple
    *   * ## [Targetprocess MCP Server](/mcp/servers/r67qn2xf6t)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/hybrid)

[aaronsb](https://github.com/aaronsb)

Verified

A

security

A

license

A

quality

Provides tools for interacting with Targetprocess, a project management and agile planning platform, enabling AI assistants to search, create, and update project entities with proper validation.

5

TypeScript

MIT License

  * ## [Meta MCP Server](/mcp/servers/9ve9ntl1n3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[DMontgomery40](https://github.com/DMontgomery40)

Verified

A

security

A

license

A

quality

A tool that dynamically generates and configures MCP servers by automatically creating necessary directories and files according to user specifications.

1

1

5

JavaScript

MIT License

  * ## [mcp-server-commands](/mcp/servers/4vlwa2czqa)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[g0t4](https://github.com/g0t4)

A

security

A

license

A

quality

An MCP server to run commands.

2

200

78

JavaScript

MIT License

    * Apple
    *   * ## [ABAP-ADT-API MCP-Server](/mcp/servers/p1uxnf0htn)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[mario-andreschak](https://github.com/mario-andreschak)

Verified

A

security

A

license

A

quality

A Model Context Protocol server that facilitates communication between ABAP systems and MCP clients, providing tools for managing ABAP objects, handling transport requests, and performing code analysis to enhance ABAP development workflows.

128

3

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [Linear MCP Server](/mcp/servers/83wkbjoqvn)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[cosmix](https://github.com/cosmix)

A

security

A

license

A

quality

Provides a Model Context Protocol interface for accessing Linear's issue tracking system, enabling users to query and search issues with TypeScript type safety and robust error handling.

9

9

14

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [Strapi MCP Server](/mcp/servers/qfdkybxvkp)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[misterboe](https://github.com/misterboe)

A

security

A

license

A

quality

A Model Context Protocol server that enables AI assistants to interact with Strapi CMS instances through a standardized interface, supporting content types and REST API operations.

5

21

8

JavaScript

MIT License

    * Apple

  * ## [Modal MCP Toolbox](/mcp/servers/ai78w0p5mc)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/remote-capable)

[philipp-eisen](https://github.com/philipp-eisen)

A

security

A

license

A

quality

Facilitates running Python code in a sandbox and generating images using the FLUX model via an MCP server compatible with clients like Goose and the Claude Desktop App.

2

15

Python

MIT License

  * ## [MCP Source Tree Server](/mcp/servers/1igr60piqh)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[owayo](https://github.com/owayo)

A

security

A

license

A

quality

Generates a JSON file tree from a specified directory's 'src' folder, adhering to '.gitignore' rules, allowing for quick project structure review in Claude.

1

Python

MIT License

  * ## [MCP Flux Studio](/mcp/servers/aztg02jhr7)

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[jmanhype](https://github.com/jmanhype)

A

security

A

license

A

quality

A server that integrates Flux's advanced image generation and manipulation features into AI coding assistants, enabling seamless text-to-image and image control workflows in IDEs like Cursor and Windsurf.

4

10

Python

MIT License

  * ## [Gemini MCP Server](/mcp/servers/ejwvacw7s0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[georgejeffers](https://github.com/georgejeffers)

A

security

A

license

A

quality

A TypeScript server that integrates Google's Gemini Pro model with Claude Desktop through the Model Context Protocol, allowing Claude users to access Gemini's text generation capabilities.

1

1

TypeScript

MIT License

  * ## [Figma MCP Server](/mcp/servers/kcftotr525)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[GLips](https://github.com/GLips)

Verified

A

security

A

license

A

quality

Enables Cursor to access Figma files through the Model Context Protocol, enhancing its ability to accurately interpret and utilize design data for code generation.

5

3,588

1,794

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [MCP Client Configuration Server](/mcp/servers/aa10ltj5b6)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[landicefu](https://github.com/landicefu)

A

security

A

license

A

quality

A tool that helps manage and synchronize MCP server configurations across different AI assistant clients (Cline, Roo Code, WindSurf, Claude), automating the process of retrieving, listing, adding, and removing server configurations from client configuration files.

6

14

1

JavaScript

MIT License

    *     * Apple

  * ## [Productboard MCP Server](/mcp/servers/6uvjyt5ipy)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/remote-capable)

[kenjihikmatullah](https://github.com/kenjihikmatullah)

A

security

A

license

A

quality

Integrates Productboard API into agentic workflows, allowing interaction with companies, components, features, notes, and products from the Productboard platform.

11

3

2

TypeScript

MIT License

  * ## [Julia Documentation MCP Server](/mcp/servers/7xy80o4wdp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/local-only)

[jonathanfischer97](https://github.com/jonathanfischer97)

Verified

A

security

A

license

A

quality

The server facilitates access to Julia documentation and source code through Claude Desktop, allowing users to retrieve information on Julia packages, modules, types, functions, and methods.

4

2

2

JavaScript

MIT License

  * ## [MCP Server Template for Cursor IDE](/mcp/servers/jgisqn8zco)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[kirill-markin](https://github.com/kirill-markin)

Verified

A

security

A

license

A

quality

A simple template for creating custom tools using the Model Context Protocol to interact with Cursor IDE, allowing for easy deployment and integration with different transport methods like stdio and SSE.

2

21

Python

MIT License

  * ## [Redmine MCP Server](/mcp/servers/55eg9u36cg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/customer-support)
    * [](/mcp/servers/categories/remote-capable)

[yonaka15](https://github.com/yonaka15)

A

security

A

license

A

quality

A Model Context Protocol server for interacting with Redmine using its REST API, enabling the management of tickets, projects, and user data through integration with LLMs.

23

1

TypeScript

MIT License

  * ## [MCP Server Make](/mcp/servers/g8rwy0077w)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[wrale](https://github.com/wrale)

A

security

A

license

A

quality

A Model Context Protocol server that enables LLMs to safely execute make targets from a Makefile, allowing AI assistants to run tests, format code, and automate various development tasks through natural language interaction.

1

1

Python

MIT License

  * ## [Safari Screenshot MCP Server](/mcp/servers/q6bgsw64aw)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[rogerheykoop](https://github.com/rogerheykoop)

A

security

A

license

A

quality

Enables capturing high-quality native macOS screenshots using Safari through a Node.js server, supporting various sizes, zoom levels, and load wait times.

1

3

TypeScript

MIT License

  * ## [emqx-mcp-server](/mcp/servers/m7zgbcr053)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/hybrid)

[Benniu](https://github.com/Benniu)

A

security

A

license

A

quality

A Model Context Protocol (MCP) server implementation that provides EMQX MQTT broker interaction.

4

10

Python

Apache 2.0

    * Apple
    *   * ## [llm-context](/mcp/servers/n895hro51i)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[cyberchitta](https://github.com/cyberchitta)

A

security

A

license

A

quality

Share code context with LLMs via MCP or clipboard

3

136

Python

Apache 2.0

    * Apple
    *     * Linux

  * ## [MCP Code Executor](/mcp/servers/45ix8xode3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[bazinga012](https://github.com/bazinga012)

A

security

A

license

A

quality

Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.

1

23

JavaScript

MIT License

  * ## [Test Runner MCP](/mcp/servers/q001c11ec3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[privsim](https://github.com/privsim)

A

security

A

license

A

quality

Facilitates unified execution and result parsing for various testing frameworks, including Bats, Pytest, Flutter, Jest, and Go, through a Model Context Protocol interface.

1

5

TypeScript

MIT License

    * Apple
    * Linux
    *   * ## [Kintone MCP Server](/mcp/servers/dki958qnks)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[r3-yamauchi](https://github.com/r3-yamauchi)

A

security

A

license

A

quality

A Model Context Protocol server that enables Claude and other AI assistants to access and update Kintone data through natural language commands, supporting operations like record management, file handling, app administration, and space collaboration.

25

2

JavaScript

MIT License

  * ## [MCP Prompts Server](/mcp/servers/i0z4f3pr82)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[sparesparrow](https://github.com/sparesparrow)

A

security

A

license

A

quality

Enables creation, management, and templating of prompts through a simplified SOLID architecture, allowing users to organize prompts by category and fill in templates at runtime.

6

1,385

1

TypeScript

MIT License

    * Apple
    * Linux
    *   * ## [MCP Server Diff TypeScript](/mcp/servers/3sbmp65pce)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[tatn](https://github.com/tatn)

A

security

A

license

A

quality

This server provides a tool to generate unified diffs between two text strings, facilitating text comparison and analysis.

1

4

1

JavaScript

MIT License

    * Apple
    *   * ## [Postman Tool Generation MCP Server](/mcp/servers/36hxinm405)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[giovannicocco](https://github.com/giovannicocco)

Verified

A

security

A

license

A

quality

An MCP server that generates AI agent tools from Postman collections and requests. This server integrates with the Postman API to convert API endpoints into type-safe code that can be used with various AI frameworks.

1

7

JavaScript

MIT License

  * ## [MCP Server Template for Cursor IDE](/mcp/servers/rbgsskqcgb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/hybrid)

[jankowtf](https://github.com/jankowtf)

A

security

A

license

A

quality

A template for creating custom tools for Cursor IDE using Model Context Protocol (MCP), allowing developers to extend Cursor's functionality with their own server-based tools.

11

2

Python

MIT License

    * Apple
    *     * Linux

  * ## [Deepseek R1 MCP Server](/mcp/servers/qui5thpyvu)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[66julienmartin](https://github.com/66julienmartin)

A

security

A

license

A

quality

A Node.js/TypeScript implementation of a Model Context Protocol server for the Deepseek R1 language model, optimized for reasoning tasks with a large context window and fully integrated with Claude Desktop.

1

28

JavaScript

MIT License

    *     * Apple
    * Linux

  * ## [Azure DevOps MCP Server for Cline](/mcp/servers/jw1m3bd8lw)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[stefanskiasan](https://github.com/stefanskiasan)

A

security

A

license

A

quality

Integrates Cline with Azure DevOps services, enabling access to work items, repositories, and pull requests through configurable MCP tools.

15

10

TypeScript

MIT License

  * ## [MCP Server Diff Python](/mcp/servers/qbwsx2g4vd)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[tatn](https://github.com/tatn)

A

security

A

license

A

quality

This MCP server provides unified diffs of two text inputs using Python's standard library difflib.

1

3

Python

MIT License

    * Apple
    *   * ## [Dart MCP Server](/mcp/servers/vuwii9l5gu)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[egyleader](https://github.com/egyleader)

A

security

A

license

A

quality

A distributable Model Context Protocol (MCP) server that exposes Dart SDK commands for AI-powered development. This server bridges the gap between AI coding assistants and Dart/Flutter development workflows by implementing the Model Context Protocol (MCP).

10

197

1

TypeScript

MIT License

    * Apple
    * Linux
    *   * ## [Metaplex MCP Server](/mcp/servers/mk8rgl7f08)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[aldrin-labs](https://github.com/aldrin-labs)

A

security

A

license

A

quality

The Metaplex MCP Server facilitates access to Metaplex documentation and repository details, enabling users to search and interact with various Metaplex resources through the MCP protocol.

3

1

TypeScript

The Unlicense

  * ## [ClickUp MCP Server](/mcp/servers/9a7p2exf6u)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Nazruden](https://github.com/Nazruden)

A

security

A

license

A

quality

This server integrates AI assistants with ClickUp workspaces, enabling task, team, list, and board management through a secure OAuth2 authentication process.

5

5

TypeScript

MIT License

    *     * Apple

  * ## [GitHub Kanban MCP Server](/mcp/servers/jpb24ly92c)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Sunwood-ai-labs](https://github.com/Sunwood-ai-labs)

A

security

A

license

A

quality

A Model Context Protocol server that enables efficient management of GitHub issues in a Kanban board format, allowing LLMs to automate task management through GitHub integration.

4

1

4

TypeScript

MIT License

  * ## [Things MCP Server](/mcp/servers/t9cgixg2ah)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[hald](https://github.com/hald)

A

security

A

license

A

quality

Enables interaction with the Things app through Claude Desktop, allowing task creation, project analysis, and priority management using natural language commands.

21

9

Python

MIT License

    * Apple

  * ## [Sequential Thinking MCP Server](/mcp/servers/m83dfy8feg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/hybrid)

[arben-adm](https://github.com/arben-adm)

A

security

A

license

A

quality

This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.

3

27

Python

MIT License

    *     * Apple

  * ## [Appwrite MCP Server](/mcp/servers/4c8hai9wl5)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[appwrite](https://github.com/appwrite)

A

security

A

license

A

quality

Enables integration with Appwrite's API for managing databases, users, teams, storage, and other features, facilitating project administration through the Model Context Protocol.

84

22

Python

MIT License

    *     * Linux
    * Apple

  * ## [MCP Svelte Docs Server](/mcp/servers/wu4hy1xtjb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[spences10](https://github.com/spences10)

Verified

A

security

A

license

A

quality

Enables vector similarity search and serving of Svelte documentation via the MCP protocol, with support for local caching and multiple llms.txt documentation formats.

2

20

12

TypeScript

MIT License

  * ## [OpenRouter MCP Server](/mcp/servers/xdnmf8yei0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[heltonteixeira](https://github.com/heltonteixeira)

A

security

A

license

A

quality

Provides integration with OpenRouter.ai, allowing access to various AI models through a unified interface.

4

21

24

TypeScript

Apache 2.0

  * ## [Penrose MCP Server](/mcp/servers/bc2re1p5ho)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[bmorphism](https://github.com/bmorphism)

A

security

A

license

A

quality

Facilitates the creation of mathematical diagrams using natural language through Penrose's domain-specific languages, allowing for the definition of mathematical types, relationships, and visual representation rules.

4

JavaScript

MIT License

  * ## [OpenAI MCP Server](/mcp/servers/fzgyk9mw5e)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[thadius83](https://github.com/thadius83)

A

security

A

license

A

quality

Enables integration with OpenAI models through the MCP protocol, supporting concise and detailed responses for use with Claude Desktop.

1

1

Python

MIT License

    * Apple
    *     * Linux

  * ## [MCP Starter Server](/mcp/servers/z0fby9t6i1)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[MatthewDailey](https://github.com/MatthewDailey)

A

security

A

license

A

quality

This server provides a minimal template for creating AI assistant tools using the ModelContextProtocol, featuring a simple 'hello world' tool example and development setups for building custom MCP tools.

1

5

8

TypeScript

The Unlicense

    * Apple

  * ## [Markdownify MCP Server - UTF-8 Enhanced](/mcp/servers/51hyoj300s)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[JDJR2024](https://github.com/JDJR2024)

A

security

A

license

A

quality

A document conversion server that transforms various file formats (PDFs, documents, images, audio, web content) to Markdown with improved multilingual and UTF-8 support.

10

1

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [Monday.com MCP Server](/mcp/servers/vobfpuod5x)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[sakce](https://github.com/sakce)

Verified

A

security

A

license

A

quality

Enables MCP clients to interact with Monday.com boards, allowing creation and management of items, sub-items, comments, and retrieval of board information.

8

7

Python

MIT License

    * Apple
    *   * ## [mcp-text-editor](/mcp/servers/k44dnvso10)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[tumf](https://github.com/tumf)

A

security

A

license

A

quality

A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

6

43

Python

MIT License

    * Apple
    * Linux
    *   * ## [Framer Plugin MCP Server](/mcp/servers/pd3bkgs4z4)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Sheshiyer](https://github.com/Sheshiyer)

A

security

A

license

A

quality

Enables creation and management of Framer plugins with web3 capabilities like wallet connections, contract interactions, and NFT displays.

2

5

JavaScript

MIT License

  * ## [MATLAB MCP Server](/mcp/servers/t3mmsdxvmd)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/local-only)

[WilliamCloudQi](https://github.com/WilliamCloudQi)

A

security

A

license

A

quality

Integrates MATLAB with AI to execute code, generate scripts from natural language, and access MATLAB documentation seamlessly.

2

7

JavaScript

Apache 2.0

  * ## [Perplexity MCP Server](/mcp/servers/oxchzx8c75)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[PoliTwit1984](https://github.com/PoliTwit1984)

A

security

A

license

A

quality

Enables intelligent code analysis and debugging through the Perplexity AI's API, offering detailed error analysis, pattern detection, and comprehensive solutions, with integration support for the Claude desktop client.

1

10

JavaScript

MIT License

    * Apple
    *   * ## [mcp-confluence](/mcp/servers/qkapsouyfx)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[mouhamadalmounayar](https://github.com/mouhamadalmounayar)

Verified

A

security

A

license

A

quality

A model context server that provides prompts that can be used as slash commands for clients like Zed Editor, in order to add page contents as context to the AI assistant.

11

9

TypeScript

MIT License

  * ## [Crypto_MCP](/mcp/servers/e9xj0jkg5y)

    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[1595901624](https://github.com/1595901624)

Verified

A

security

A

license

A

quality

A Model Context Protocol server for AES encryption and decryption, supporting various modes, padding, and input/output formats for secure data handling.

10

237

2

TypeScript

MIT License

  * ## [mcp-shell-server](/mcp/servers/rt2d4pbn22)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[tumf](https://github.com/tumf)

A

security

A

license

A

quality

A secure shell command execution server implementing the Model Context Protocol (MCP). This server allows remote execution of whitelisted shell commands with support for stdin input.

1

34

Python

MIT License

  * ## [Mentor MCP Server](/mcp/servers/fdyf7qsmit)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/local-only)

[cyanheads](https://github.com/cyanheads)

Verified

A

security

A

license

A

quality

Provides LLM Agents with AI-powered mentorship for code review, design critique, writing feedback, and brainstorming using the Deepseek API, enabling enhanced output in various development and strategic planning tasks.

5

15

TypeScript

Apache 2.0

  * ## [solana-docs-mcp-server](/mcp/servers/v2cs13njts)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[aldrin-labs](https://github.com/aldrin-labs)

A

security

A

license

A

quality

solan docs context

3

2

JavaScript

The Unlicense

    * Apple
    *   * ## [Vercel MCP](/mcp/servers/c5fgyowpha)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[zueai](https://github.com/zueai)

A

security

A

license

A

quality

An MCP server that provides tools for interacting with Vercel API, enabling management of deployments, DNS records, domains, projects, and environment variables through natural language.

7

37

3

TypeScript

MIT License

  * ## [Zig MCP Server](/mcp/servers/oxiw2bsb15)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[openSVM](https://github.com/openSVM)

A

security

A

license

A

quality

Provides Zig language tooling and code analysis, enhancing AI capabilities with Zig-specific functions like code optimization, compute unit estimation, code generation, and recommendations for best practices.

4

4

JavaScript

MIT License

  * ## [MCP Server Template for Cursor IDE](/mcp/servers/e85re6itz5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/hybrid)

[MyBlockcities](https://github.com/MyBlockcities)

A

security

A

license

A

quality

A template for creating custom tools for Cursor IDE using Model Context Protocol that allows users to deploy their own MCP server to Heroku and connect it to Cursor IDE.

2

Python

MIT License

    *     * Linux
    * Apple

  * ## [MCP Async Server](/mcp/servers/k2os9maqr0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[ViezeVingertjes](https://github.com/ViezeVingertjes)

A

security

A

license

A

quality

This server implements the Model Context Protocol (MCP) to handle asynchronous tasks with real-time status tracking, robust error handling, and automatic resource management.

2

1

JavaScript

MIT License

  * ## [Git File Forensics MCP](/mcp/servers/udo0t2vaww)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[davidorex](https://github.com/davidorex)

A

security

A

license

A

quality

Provides deep git file-level forensics tools to analyze detailed file histories, changes, and patterns within git repositories, focusing on individual file analysis rather than repository-wide operations.

4

JavaScript

Apache 2.0

    * Apple

  * ## [DeepSeek MCP Server](/mcp/servers/vqjia4yxps)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[moyu6027](https://github.com/moyu6027)

A

security

A

license

A

quality

A server that enhances Claude's reasoning capabilities by integrating DeepSeek R1's advanced reasoning engine to tackle complex reasoning tasks.

1

Python

MIT License

    *     * Apple

  * ## [Linear MCP Server](/mcp/servers/4t9pgjso9u)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[vinayak-mehta](https://github.com/vinayak-mehta)

A

security

A

license

A

quality

A Model Context Protocol server that integrates with Linear, enabling AI assistants to create, update, search, and comment on issues for project management and issue tracking.

5

5

Python

Apache 2.0

  * ## [Claude Desktop Commander MCP](/mcp/servers/zempur9oh4)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[wonderwhy-er](https://github.com/wonderwhy-er)

A

security

A

license

A

quality

Allows Claude desktop app to execute terminal commands and edit files on your computer through MCP, with features including command execution, process management, and diff-based file editing.

19

679

71

TypeScript

MIT License

    * Apple
    *   * ## [Jenkins Server MCP](/mcp/servers/a7wprn7goz)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/remote-capable)

[hekmon8](https://github.com/hekmon8)

A

security

A

license

A

quality

A Model Context Protocol server that enables AI assistants to interact with Jenkins CI/CD servers, providing tools to check build statuses, trigger builds, and retrieve build logs.

3

JavaScript

MIT License

    * Apple
    *   * ## [Shell MCP Server](/mcp/servers/jwkd5nmnh7)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[hdresearch](https://github.com/hdresearch)

A

security

A

license

A

quality

A Node.js implementation of the Model Context Protocol that provides secure shell command execution capabilities, allowing AI models like Claude to run shell commands in a controlled environment with built-in security measures.

1

101

23

JavaScript

MIT License

    * Apple
    *   * ## [MCP Server for ArangoDB](/mcp/servers/soeqalh2v9)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[ravenwits](https://github.com/ravenwits)

A

security

A

license

A

quality

A TypeScript-based server to interact with ArangoDB using the Model Context Protocol, enabling database operations and integration with tools like Claude and VSCode extensions for streamlined data management.

7

6

TypeScript

MIT License

    * Apple
    *   * ## [Code Research MCP Server](/mcp/servers/8ibodeufsz)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[nahmanmate](https://github.com/nahmanmate)

A

security

A

license

A

quality

Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.

6

23

JavaScript

AGPL 3.0

    * Apple
    *   * ## [MCP Server](/mcp/servers/etvinsef99)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[la-rebelion](https://github.com/la-rebelion)

A

security

A

license

A

quality

MCP Server simplifies the implementation of the Model Context Protocol by providing a user-friendly API to create custom tools and manage server workflows efficiently.

8

3

TypeScript

MIT License

  * ## [ClickUp MCP Server](/mcp/servers/4tcfjbyxq4)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/hybrid)

[v4lheru](https://github.com/v4lheru)

Verified

A

security

A

license

A

quality

An enhanced Model Context Protocol server that enables AI assistants to interact with ClickUp workspaces, supporting task relationships, comments, checklists, and workspace management through natural language.

40

601

TypeScript

MIT License

  * ## [DocsFetcher MCP Server](/mcp/servers/8yfwtryuc5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/hybrid)

[cdugo](https://github.com/cdugo)

A

security

A

license

A

quality

Fetches and extracts comprehensive package documentation from multiple programming language ecosystems (JavaScript, Python, Java, etc.) for LLMs like Claude without requiring API keys.

4

3

7

JavaScript

MIT License

    *     * Apple
    * Linux

  * ## [MCP Ethers Wallet](/mcp/servers/j75jbdup5m)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[crazyrabbitLTC](https://github.com/crazyrabbitLTC)

A

security

A

license

A

quality

A Model Context Protocol server that gives LLMs the ability to interact with Ethereum networks, manage wallets, query blockchain data, and execute smart contract operations through a standardized interface.

31

16

2

TypeScript

MIT License

  * ## [Terraform Registry MCP Server](/mcp/servers/zznclqgard)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[thrashr888](https://github.com/thrashr888)

A

security

A

license

A

quality

Connects AI models to the Terraform Registry via MCP, enabling provider lookups, resource usage examples, and module recommendations for streamlined Terraform workflows.

6

152

16

TypeScript

MIT License

    * Apple

  * ## [IaC Memory MCP Server](/mcp/servers/g4vkk4v3w5)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[AgentWong](https://github.com/AgentWong)

A

security

A

license

A

quality

Enhances Claude AI with persistent memory storage for Infrastructure-as-Code components, supporting version tracking and relationship mapping for Terraform and Ansible resources.

23

4

Python

MIT License

  * ## [mcp-nativewind](/mcp/servers/0w2dg13oyt)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[tokenizin-agency](https://github.com/tokenizin-agency)

A

security

A

license

A

quality

Rransforms Tailwind components to NativeWind 4.

0

3

TypeScript

MIT License

  * ## [MCP Etherscan Server](/mcp/servers/9t1eee0ydm)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[5ajaki](https://github.com/5ajaki)

A

security

A

license

A

quality

Provides Ethereum blockchain data tools via Etherscan's API, enabling users to check ETH balances, view transactions, track token transfers, fetch contract ABIs, monitor gas prices, and resolve ENS names.

6

2

TypeScript

MIT License

  * ## [MCP Server for OpenMetadata](/mcp/servers/lvgl5cmxa6)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/remote-capable)

[yangkyeongmo](https://github.com/yangkyeongmo)

A

security

A

license

A

quality

Enables integration with OpenMetadata by wrapping its REST API for standardized interaction through the Model Context Protocol.

6

1

Python

MIT License

  * ## [Folderr](/mcp/servers/7gp8g03usf)official

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[folderr-tech](https://github.com/folderr-tech)

A

security

F

license

A

quality

A Model Context Protocol (MCP) server that provides tools to interact with Folderr's API, specifically for managing and communicating with Folderr Assistants.

7

3

1

JavaScript

  * ## [Brev](/mcp/servers/xhcynxcx29)official

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[brevdev](https://github.com/brevdev)

A

security

F

license

A

quality

Run, build, train, and deploy ML models on the cloud.

2

3

Python

    * Apple
    *   * ## [Specif-ai MCP Server](/mcp/servers/4au5codz9l)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/remote-capable)

[vj-presidio](https://github.com/vj-presidio)

A

security

F

license

A

quality

A CLI tool that runs a Model Context Protocol server over stdio, enabling interaction with specification documents like business requirements, product requirements, and user stories for the Specif-ai platform.

9

0

TypeScript

  * ## [Magic Component Platform (MCP)](/mcp/servers/ejfrxlc89z)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/local-only)

[21st-dev](https://github.com/21st-dev)

A

security

F

license

A

quality

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

3

440

TypeScript

  * ## [Jira MCP Server](/mcp/servers/lblw6pvk7i)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/hybrid)

[George5562](https://github.com/George5562)

A

security

F

license

A

quality

Enables natural language interaction with Jira for managing projects, issues, tasks, and workflows through the Model Context Protocol, allowing users to delegate PM tasks through Claude Desktop.

9

23

JavaScript

    * Apple
    *     * Linux

  * ## [Ollama MCP Server](/mcp/servers/sxt5su901q)

    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[NightTrek](https://github.com/NightTrek)

A

security

F

license

A

quality

A bridge that enables seamless integration of Ollama's local LLM capabilities into MCP-powered applications, allowing users to manage and run AI models locally with full API coverage.

10

20

JavaScript

    * Apple
    *   * ## [Paperless-NGX MCP Server](/mcp/servers/ng04du3voj)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[nloui](https://github.com/nloui)

A

security

F

license

A

quality

Enables interaction with Paperless-NGX API servers, supporting document management, tagging, and metadata operations through a natural language interface.

17

4

18

JavaScript

  * ## [Claude-GAS-Bridge](/mcp/servers/mfqd2f9akw)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/local-only)

[KaishuShito](https://github.com/KaishuShito)

A

security

F

license

A

quality

A bridge server that connects MCP clients (like Claude Desktop) to Google Apps Script, allowing execution of GAS scripts through natural language interfaces.

1

1

JavaScript

  * ## [Claude Chunks](/mcp/servers/w8yob2uc16)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[vetlefo](https://github.com/vetlefo)

A

security

F

license

A

quality

An MCP server that intelligently chunks large documents for Claude, enabling efficient context-aware processing and summary generation for enhanced document comprehension.

9

JavaScript

  * ## [mcp-cli-exec MCP Server](/mcp/servers/get8ni2blr)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[jakenuts](https://github.com/jakenuts)

A

security

F

license

A

quality

A CLI command execution server that enables running shell commands with structured output, providing detailed execution results including stdout, stderr, exit code, and execution duration.

2

8

TypeScript

    *     * Apple

  * ## [MCP Server Template](/mcp/servers/g0qi4yvl33)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[stevennevins](https://github.com/stevennevins)

A

security

F

license

A

quality

A template for creating Model Context Protocol (MCP) servers in TypeScript, offering features like container-based dependency injection, a service-based architecture, and integration with the LLM CLI for architectural design feedback through natural language.

1

5

TypeScript

  * ## [GitHub Projects MCP Server](/mcp/servers/86aw338aa5)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[taylor-lindores-reeves](https://github.com/taylor-lindores-reeves)

A

security

F

license

A

quality

Enables users to interact with GitHub's Projects v2 API through natural language for Agile project management, supporting repository details, issue tracking, and project board management operations.

31

TypeScript

  * ## [supOS MCP Server](/mcp/servers/7ayh12mg77)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[FREEZONEX](https://github.com/FREEZONEX)

A

security

F

license

A

quality

An MCP protocol server that provides access to supOS open APIs, allowing MCP-compatible clients to query topic tree structures and details.

2

9

JavaScript

    *     * Apple

  * ## [Sleep MCP Server](/mcp/servers/ebli96s3w9)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Garoth](https://github.com/Garoth)

A

security

F

license

A

quality

A Model Context Protocol (MCP) server that provides a simple sleep/wait tool, useful for adding delays between operations such as waiting between API calls or testing eventually consistent systems.

1

2

5

JavaScript

  * ## [Time MCP Server](/mcp/servers/kjg67t02vg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[ConechoAI](https://github.com/ConechoAI)

A

security

F

license

A

quality

A Model Context Protocol server that provides time and timezone conversion capabilities, enabling LLMs to get current time information and perform timezone conversions using IANA timezone names.

2

Python

  * ## [Perplexity AI MCP Server](/mcp/servers/s053f29pye)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[fr0ziii](https://github.com/fr0ziii)

Verified

A

security

F

license

A

quality

This server provides access to the Perplexity AI API, enabling interaction through chatting, searching, and documentation retrieval within MCP-based systems.

5

2

JavaScript

  * ## [Linear MCP Server](/mcp/servers/71fqw0uqmx)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[ibraheem4](https://github.com/ibraheem4)

Verified

A

security

F

license

A

quality

Enables AI agents to manage issues, projects, and teams on the Linear platform programmatically.

7

136

21

JavaScript

    * Apple
    *   * ## [Figma MCP Server](/mcp/servers/7muhz3xl36)

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[MatthewDailey](https://github.com/MatthewDailey)

A

security

F

license

A

quality

Enables AI assistants to interact with Figma files through the ModelContextProtocol, allowing viewing, commenting, and analyzing Figma designs directly in chat interfaces.

5

553

57

TypeScript

    * Apple

  * ## [drupal-modules-mcp MCP Server](/mcp/servers/yuseiq2ka3)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Cleversoft-IT](https://github.com/Cleversoft-IT)

A

security

F

license

A

quality

This TypeScript-based MCP server implements a simple notes system, allowing the creation, listing, and summarization of text notes using MCP concepts with note:// URIs and metadata.

1

JavaScript

    * Apple
    *   * ## [GitHub MCP Server](/mcp/servers/yrvpqd8vee)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[PoliTwit1984](https://github.com/PoliTwit1984)

A

security

F

license

A

quality

A Model Context Protocol server that enables AI models to interact with GitHub's API, allowing for repository creation and management with descriptions, topics, and website URLs through natural language commands.

1

JavaScript

  * ## [GitHub MCP Server Plus](/mcp/servers/qmvm4mx87p)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[PhialsBasement](https://github.com/PhialsBasement)

A

security

F

license

A

quality

MCP Server for the GitHub API, providing features for file operations, repository management, and advanced search, with automatic branch creation and comprehensive error handling.

18

3

1

TypeScript

  * ## [Babashka MCP Server](/mcp/servers/5x0u155x1h)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[bmorphism](https://github.com/bmorphism)

A

security

F

license

A

quality

Enables execution and management of Babashka scripts using the Model Context Protocol, offering features like caching, command history access, and configurable timeouts for enhanced scripting workflows.

1

2

JavaScript

    * Apple
    * Linux
    *   * ## [MCP-PIF Server](/mcp/servers/fr71fvl2at)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[hungryrobot1](https://github.com/hungryrobot1)

A

security

F

license

A

quality

This server implements the Model Context Protocol to facilitate meaningful interaction and understanding development between humans and AI through structured tools and progressive interaction patterns.

13

12

TypeScript

    *   * ## [Tox Testing MCP Server](/mcp/servers/ihmm915s2t)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[that1guy15](https://github.com/that1guy15)

A

security

F

license

A

quality

An MCP server that executes tox commands to run Python tests within a project using pytest, allowing users to run all tests or specific test groups, files, cases, or directories.

1

3

JavaScript

  * ## [Textwell MCP Server](/mcp/servers/hek0rsjhcv)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[worldnine](https://github.com/worldnine)

A

security

F

license

A

quality

Integrates Textwell with the Model Context Protocol for facilitating text operations such as writing and appending text through a GitHub Pages bridge.

1

JavaScript

    * Apple

  * ## [Cedardiff MCP Server](/mcp/servers/s2op6xpq3t)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/local-only)

[th3w1zard1](https://github.com/th3w1zard1)

A

security

F

license

A

quality

Implements CEDARScript, a SQL-like language for code manipulation.

1

8

JavaScript

    * Apple
    *   * ## [mitmproxy-mcp MCP Server](/mcp/servers/gbqpifn5jt)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[lucasoeth](https://github.com/lucasoeth)

A

security

F

license

A

quality

A server for managing and summarizing notes using a custom URI scheme, with tools to add notes and create styled summaries.

4

1

Python

    * Apple
    *   * ## [Redash MCP Server](/mcp/servers/j9bl90s3tw)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[suthio](https://github.com/suthio)

A

security

F

license

A

quality

Model Context Protocol (MCP) server that integrates Redash with AI assistants like Claude, allowing them to query data, manage visualizations, and interact with dashboards through natural language.

10

142

8

JavaScript

    * Apple
    *   * ## [app-store-connect-mcp-server](/mcp/servers/z4j2smln34)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[JoshuaRileyDev](https://github.com/JoshuaRileyDev)

A

security

F

license

A

quality

An MCP server to communicate with the App Store Connect API for iOS Developers

13

1

13

TypeScript

    * Apple
    *   * ## [Perplexity AI MCP Server](/mcp/servers/ifz3vnhq7j)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[rileyedwards77](https://github.com/rileyedwards77)

A

security

F

license

A

quality

Provides a standardized way to integrate Perplexity AI's features like chat, search, and documentation access into MCP-based systems.

5

JavaScript

  * ## [Vercel MCP Server](/mcp/servers/a2zu61kut4)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/local-only)

[Quegenx](https://github.com/Quegenx)

A

security

F

license

A

quality

A powerful Model Context Protocol (MCP) server enabling seamless Vercel project management, including deployments, domains, environment variables, and team configurations through Cursor's Composer or Codeium's Cascade.

37

15

TypeScript

    * Apple
    *     * Linux

  * ## [Memory Cache MCP Server](/mcp/servers/1q158keur5)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[ibproduct](https://github.com/ibproduct)

A

security

F

license

A

quality

A Model Context Protocol server that reduces token consumption by efficiently caching data between language model interactions, automatically storing and retrieving information to minimize redundant token usage.

4

3

JavaScript

  * ## [Nuanced MCP Server](/mcp/servers/ugp1lwtv22)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[MattMorgis](https://github.com/MattMorgis)

A

security

F

license

A

quality

An MCP server that enables LLMs to understand and analyze code structure through function call graphs, allowing AI assistants to explore relationships between functions and analyze dependencies in Python repositories.

6

5

Python

  * ## [Bloomy MCP](/mcp/servers/lygx2hy94k)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[franccesco](https://github.com/franccesco)

A

security

F

license

A

quality

A Model Context Protocol server that connects AI assistants to Bloom Growth's GraphQL API, enabling them to query data and execute operations against the Bloom Growth platform.

4

Python

  * ## [MCP Server Template](/mcp/servers/vo6c2ak3zs)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[stevennevins](https://github.com/stevennevins)

A

security

F

license

A

quality

A TypeScript-based template for developing Model Context Protocol servers with features like dependency injection and service-based architecture, facilitating the creation and integration of custom data processing tools.

1

2

TypeScript

  * ## [MCP LLMS.txt Explorer](/mcp/servers/lhyj3pva0z)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[thedaviddias](https://github.com/thedaviddias)

Verified

A

security

F

license

A

quality

A server that helps discover and analyze websites implementing the llms.txt standard, allowing users to check if websites have llms.txt files and list known compliant websites.

2

4

5

JavaScript

    * Apple
    *   * ## [Cargo Doc MCP Server](/mcp/servers/l4augy7aft)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/local-only)

[spacemeowx2](https://github.com/spacemeowx2)

A

security

F

license

A

quality

A server for managing Rust documentation that enables users to check, build, and search Rust documentation locally through cargo doc commands.

3

3

TypeScript

  * ## [Modes MCP Server](/mcp/servers/kwqxkri24g)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[mkc909](https://github.com/mkc909)

A

security

F

license

A

quality

Enables programmatic control over Roo's custom operational modes with full CRUD operations and schema validation, allowing for seamless mode configuration and management.

6

2

JavaScript

  * ## [Linear MCP Server](/mcp/servers/zf0v0ehivn)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[tiovikram](https://github.com/tiovikram)

A

security

F

license

A

quality

Enables interaction with Linear's API for managing issues, teams, and projects programmatically through the Model Context Protocol.

7

136

JavaScript

    * Apple
    *   * ## [Claude Desktop API MCP](/mcp/servers/riytk7nmma)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/local-only)

[mlobo2012](https://github.com/mlobo2012)

A

security

F

license

A

quality

A server that enables Claude Desktop users to access the Claude API directly, allowing them to bypass Professional Plan limitations and use advanced features like custom system prompts and conversation management.

1

4

Python

    * Apple
    *   * ## [mcp-figma](/mcp/servers/z3gvv0394m)

    * [](/mcp/servers/categories/art-and-culture)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[smithery-ai](https://github.com/smithery-ai)

A

security

F

license

A

quality

A Model Context Protocol server that provides access to Figma API functionality, allowing AI assistants like Claude to interact with Figma files, comments, components, and team resources.

18

25

1

  * ## [UIFlowchartCreator](/mcp/servers/iv0jenp2hq)

    * [](/mcp/servers/categories/developer-tools)

[umshere](https://github.com/umshere)

A

security

F

license

A

quality

Enables users to create UI flowcharts by generating visualizations of user interfaces and interactions through an easy-to-use API within MCP-compatible systems.

1

5

5

TypeScript

  * ## [Command Executor MCP Server](/mcp/servers/db23ll92j5)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Sunwood-ai-labs](https://github.com/Sunwood-ai-labs)

A

security

F

license

A

quality

A Model Context Protocol server that allows secure execution of pre-approved commands, enabling AI assistants to safely interact with the user's system.

1

3

17

JavaScript

  * ## [MCP Server Playground](/mcp/servers/fylny5odo3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[psaboia](https://github.com/psaboia)

A

security

F

license

A

quality

A TypeScript-based MCP server designed for experimentation and integration with Calude Desktop and Cursor IDE, offering a modular playground for extending server capabilities.

2

571

2

JavaScript

  * ## [nREPL MCP Server](/mcp/servers/st66euqse7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[JohanCodinha](https://github.com/JohanCodinha)

A

security

F

license

A

quality

Enables interaction with a running Clojure nREPL instance for evaluating Clojure code, inspecting namespaces, and retrieving connection statuses, compatible with MCP clients like Claude Desktop and CLine in VSCode.

3

5

12

JavaScript

  * ## [Jira MCP Server](/mcp/servers/v7nmyscj80)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[KS-GEN-AI](https://github.com/KS-GEN-AI)

A

security

F

license

A

quality

A TypeScript-based server that enables interaction with Jira, providing tools to execute JQL queries, manage tickets, list projects and statuses through natural language.

11

8

JavaScript

    * Apple
    *   * ## [Code Analysis MCP Server](/mcp/servers/8jplfnetf9)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[saiprashanths](https://github.com/saiprashanths)

A

security

F

license

A

quality

The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.

4

7

Python

    * Apple
    *   * ## [HH JIRA MCP Server](/mcp/servers/hrjvakcun4)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[alexeydubinin](https://github.com/alexeydubinin)

A

security

F

license

A

quality

A Model Context Protocol server that enables integration with JIRA, allowing users to interact with JIRA tasks and issues through Claude AI assistant.

3

2

Python

    * Apple
    *   * ## [DocuMind MCP Server](/mcp/servers/gz36qn7799)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[Sunwood-ai-labs](https://github.com/Sunwood-ai-labs)

A

security

F

license

A

quality

A Model Context Protocol server that analyzes and evaluates GitHub README documentation quality using advanced neural processing, providing scores and improvement suggestions.

1

TypeScript

    *   * ## [Task API Server](/mcp/servers/u9w7rmq11d)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/remote-capable)

[milkosten](https://github.com/milkosten)

A

security

F

license

A

quality

A Model Context Protocol implementation that provides a standardized interface for task management, supporting both STDIO mode for CLI/AI applications and HTTP+SSE mode for browser-based clients.

4

1

JavaScript

  * ## [PDF to PNG MCP Server](/mcp/servers/dfjccr4r4x)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[truaxki](https://github.com/truaxki)

A

security

F

license

A

quality

A Model Context Protocol server that converts PDF documents into PNG images through a simple MCP tool call.

1

1

Python

    *     * Apple
    * Linux

  * ## [Chain of Draft (CoD) MCP Server](/mcp/servers/2fynikwmy3)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[stat-guy](https://github.com/stat-guy)

A

security

F

license

A

quality

Implements the Chain of Draft reasoning approach to generate minimalistic intermediate reasoning outputs while solving tasks, significantly reducing token usage while maintaining accuracy.

7

1

Python

    * Apple

  * ## [Dify MCP Server](/mcp/servers/2yy6kotoxb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/remote-capable)

[AI-FE](https://github.com/AI-FE)

A

security

F

license

A

quality

Integrates Dify AI API to provide code generation for Ant Design components, supporting both text and image inputs with stream processing capabilities.

1

17

JavaScript

  * ## [emojikey-server MCP Server](/mcp/servers/e042rg25ct)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[identimoji](https://github.com/identimoji)

A

security

F

license

A

quality

Maintains consistent LLM interaction styles across conversations by storing emoji-based context keys (emojikeys) that can be used across different devices and applications.

4

1

1

TypeScript

    * Apple
    *   * ## [Email Sending MCP](/mcp/servers/55pe0fq14l)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[resend](https://github.com/resend)

A

security

F

license

A

quality

A simple MCP server that enables users to send emails using Resend's API, integrating with tools like Cursor and Claude Desktop for seamless email composition and delivery.

1

16

233

TypeScript

  * ## [Node Omnibus MCP Server](/mcp/servers/0j9a4m75vv)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[bsmi021](https://github.com/bsmi021)

A

security

F

license

A

quality

A comprehensive Model Context Protocol server that provides advanced Node.js development tooling for automating project creation, component generation, package management, and documentation with AI-powered assistance.

7

2

JavaScript

  * ## [MCP Server Template](/mcp/servers/vnt96edg3a)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[jatinsandilya](https://github.com/jatinsandilya)

A

security

F

license

A

quality

A starter template for building Model Context Protocol servers that can be integrated with Cursor or Claude Desktop, allowing developers to create custom tools and extensions for AI assistants.

1

16

8

TypeScript

  * ## [Metal MCP Server](/mcp/servers/1qadqxjnu6)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[aldrin-labs](https://github.com/aldrin-labs)

A

security

F

license

A

quality

Enables interaction with the Metal Framework by providing documentation search and code generation capabilities using natural language queries.

2

2

TypeScript

  * ## [Perplexity MCP Server](/mcp/servers/vj24wy6hmy)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/language-translation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[laodev1](https://github.com/laodev1)

A

security

F

license

A

quality

A Node.js implementation that enables Claude to interact with Perplexity AI's language models through Anthropic's Model Context Protocol, providing tools for advanced chat completions and quick queries.

2

6

TypeScript

    *     * Apple
    * Linux

  * ## [WebGL-MCP Server](/mcp/servers/l5zh0e3z4x)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/games-and-gamification)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/hybrid)

[grokadegames](https://github.com/grokadegames)

Verified

A

security

F

license

A

quality

A Model Context Protocol server that provides tools to analyze and optimize WebGL games, offering performance insights, memory usage analysis, and template-specific optimization suggestions.

2

1

JavaScript

  * ## [Supabase MCP Server](/mcp/servers/wjmmfri9rj)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[NightTrek](https://github.com/NightTrek)

A

security

F

license

A

quality

Enables querying Supabase databases and generating TypeScript types through the Model Context Protocol interface, supporting features like schema selection, column filtering, and pagination.

2

8

JavaScript

    *     * Apple
    * Linux

  * ## [Release Notes MCP Server](/mcp/servers/c9dg9z23rx)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[nickbaumann98](https://github.com/nickbaumann98)

A

security

F

license

A

quality

Generates comprehensive and formatted release notes from GitHub repositories, efficiently organizing commits by type and including detailed statistics using smart API usage.

3

1

TypeScript

  * ## [Shannon Thinking MCP Server](/mcp/servers/iffffhwqqw)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/remote-capable)

[olaservo](https://github.com/olaservo)

A

security

F

license

A

quality

A tool that implements Claude Shannon's problem-solving methodology to help break down complex problems into structured steps including problem definition, constraints, modeling, validation, and implementation.

1

4

TypeScript

  * ## [mcp-jira-server](/mcp/servers/2a6ts4367i)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/hybrid)

[1broseidon](https://github.com/1broseidon)

A

security

F

license

A

quality

Provides integration with Jira's REST API, allowing AI assistants to manage Jira issues programmatically.

6

6

JavaScript

    * Apple
    *   * ## [Project Handoffs MCP Server](/mcp/servers/3bjpgw8p74)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[davidorex](https://github.com/davidorex)

A

security

F

license

A

quality

Facilitates AI session handoffs and next steps tracking through project-based organization, supporting task prioritization and seamless workflow management.

8

6

JavaScript

  * ## [GitLab Kanban MCP Server](/mcp/servers/uclnzh4e3e)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Sunwood-ai-labs](https://github.com/Sunwood-ai-labs)

A

security

F

license

A

quality

A Model Context Protocol server that enables management of GitLab Kanban boards through tools for listing, creating, updating, and deleting tasks, as well as adding comments.

5

1

TypeScript

  * ## [Jenkins MCP](/mcp/servers/7j3zk84u5p)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/remote-capable)

[kjozsa](https://github.com/kjozsa)

A

security

F

license

A

quality

Enables managing Jenkins operations like listing jobs, triggering builds, and checking build statuses through a configurable MCP server.

3

4

Python

  * ## [Flutter Tools MCP Server](/mcp/servers/4v3bx1viov)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[dkpoulsen](https://github.com/dkpoulsen)

A

security

F

license

A

quality

Enables interaction with the Flutter SDK by providing tools to analyze and apply fixes to Dart and Flutter files.

2

3

JavaScript

  * ## [MCP TODO Checklist Server](/mcp/servers/z3gwefnnwr)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-storage)
    * [](/mcp/servers/categories/local-only)

[hevener10](https://github.com/hevener10)

A

security

F

license

A

quality

A server that implements a checklist management system with features like task creation, progress tracking, data persistence, and item comments.

5

3

TypeScript

  * ## [confluence-mcp](/mcp/servers/p7fnmpaukj)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[zereight](https://github.com/zereight)

A

security

F

license

A

quality

jira, wiki mcp

13

25

3

JavaScript

  * ## [JavaScript Sandbox MCP Server](/mcp/servers/agatnhlgki)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[garc33](https://github.com/garc33)

A

security

F

license

A

quality

Provides a secure, isolated JavaScript execution environment with configurable time and memory limits for safely running code from Claude.

1

0

JavaScript

    * Apple
    *   * ## [MCP Server Office](/mcp/servers/67m983dlq9)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[famano](https://github.com/famano)

A

security

F

license

A

quality

A server providing tools to read, write, and edit Microsoft Word (docx) files through the Model Context Protocol, allowing operations like complete document reading, content creation, targeted paragraph editing, and text insertion.

4

Python

  * ## [Modes MCP Server](/mcp/servers/kxbyxtgfut)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[ccc0168](https://github.com/ccc0168)

Verified

A

security

F

license

A

quality

The Modes MCP Server allows for comprehensive management and control over custom operational modes, supporting full CRUD operations, schema validation, and real-time configuration changes for enhanced mode management.

6

11

  * ## [SystemPrompt MCP Notion Server](/mcp/servers/xe6grtrr0k)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Ejb503](https://github.com/Ejb503)

Verified

A

security

F

license

A

quality

A high-performance MCP server that integrates Notion into AI workflows, enabling interaction with Notion pages, databases, and comments through a standardized protocol.

8

11

13

TypeScript

  * ## [File Finder MCP Server](/mcp/servers/yltkvxvsux)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/local-only)

[sergey-fintech](https://github.com/sergey-fintech)

A

security

F

license

A

quality

Enables searching for files by name fragments via JSON-RPC or an HTTP REST API, with options for direct use or integration with other tools like VS Code.

1

JavaScript

    *     * Apple
    * Linux

  * ## [Linear MCP Server](/mcp/servers/zh2tj9gvsa)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[Iwark](https://github.com/Iwark)

A

security

F

license

A

quality

Enables interaction with Linear resources through an MCP interface, offering functionality for issue management and resource retrieval with rate limiting and error handling support.

3

224

1

JavaScript

  * ## [Datetime MCP Server](/mcp/servers/fd8f58oegw)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[bossjones](https://github.com/bossjones)

A

security

F

license

A

quality

This server enables users to store, manage, and summarize notes using a custom URI scheme, with functionality to add new notes and generate summaries with varying levels of detail.

3

Python

    * Apple
    *   * ## [Git MCP](/mcp/servers/s9v9iezy1u)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[kjozsa](https://github.com/kjozsa)

A

security

F

license

A

quality

MCP server for managing Git operations on local repositories, allowing users to list repositories, get and create tags, list commits, push tags, and refresh repositories through a standardized interface.

6

Python

  * ## [MCP Human Loop Server](/mcp/servers/sfpxhkpw9u)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/remote-capable)

[boorich](https://github.com/boorich)

A

security

F

license

A

quality

An intelligent middleware that determines when human intervention is necessary in AI agent operations using a sequential scoring system that evaluates multiple dimensions of a request.

1

6

TypeScript

  * ## [Glide API MCP Server](/mcp/servers/a5s2vwxii4)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/remote-capable)

[knmurphy](https://github.com/knmurphy)

A

security

F

license

A

quality

Facilitates secure and type-safe interactions with both v1 and v2 of the Glide API, allowing users to manage app data and perform CRUD operations on tables via a Model Context Protocol interface.

6

5

JavaScript

  * ## [Figma MCP Server](/mcp/servers/c916bccfu2)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[TimHolden](https://github.com/TimHolden)

A

security

F

license

A

quality

Enables seamless interaction with Figma via the Model Context Protocol, allowing LLM applications to access, manipulate, and track Figma files, components, and variables.

2

63

TypeScript

    * Apple
    *   * ## [Iris MCP Server](/mcp/servers/5d0pdewk5y)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[Sunwood-ai-labs](https://github.com/Sunwood-ai-labs)

A

security

F

license

A

quality

A Model Context Protocol server that automatically generates structured release notes from Git repository tags, analyzing differences between tags and saving formatted Markdown output to the .iris directory.

1

0

JavaScript

  * ## [Redmine MCP Server for Cline](/mcp/servers/ve2y2qagen)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[ilask](https://github.com/ilask)

A

security

F

license

A

quality

Enables interaction with Redmine projects and issues via the Cline VS Code extension, supporting project management and issue creation through the Model Context Protocol.

1

JavaScript

  * ## [Supabase NextJS MCP Server](/mcp/servers/9i4b9xiqrc)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[tengfone](https://github.com/tengfone)

A

security

F

license

A

quality

A TypeScript-based MCP server for handling a simple notes system with NextJS that supports creating and summarizing text notes using MCP concepts.

4

3

JavaScript

    * Apple
    *   * ## [SourceSage MCP](/mcp/servers/z62lviqk5q)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[Sunwood-ai-labs](https://github.com/Sunwood-ai-labs)

A

security

F

license

A

quality

A TypeScript-based server that visualizes project directory structures in Markdown format, automatically documenting file contents with syntax highlighting and supporting customizable exclusion patterns.

1

0

1

TypeScript

    *     * Linux
    * Apple

  * ## [Code MCP Server](/mcp/servers/8464lc36og)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[block](https://github.com/block)

-

security

A

license

-

quality

Enables AI agents and assistants like Goose or Claude to interact with VS Code through the Model Context Protocol.

9

TypeScript

Apache 2.0

    * Apple

  * ## [stripe](/mcp/servers/1m8tlvbsuh)official

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[stripe](https://github.com/stripe)

-

security

A

license

-

quality

The Stripe Model Context Protocol server allows you to integrate with Stripe APIs through function calling. This protocol supports various tools to interact with different Stripe services.

383

523

Python

MIT License

  * ## [Base MCP Server](/mcp/servers/s37x9aoxum)official

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[base](https://github.com/base)

-

security

A

license

-

quality

Provides onchain tools for Claude AI to interact with the Base blockchain and Coinbase API, enabling wallet management, fund transfers, and smart contract deployment.

62

79

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [Workers MCP](/mcp/servers/p4eywjno1o)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/hybrid)

[cloudflare](https://github.com/cloudflare)

-

security

A

license

-

quality

A package that connects Claude Desktop and other MCP clients to Cloudflare Workers, enabling custom functionality to be accessed via natural language through the Model Context Protocol.

601

347

TypeScript

Apache 2.0

  * ## [Wanaku MCP Server](/mcp/servers/zgqmknvjfn)official

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)

[wanaku-ai](https://github.com/wanaku-ai)

-

security

A

license

-

quality

The Wanaku MCP Router stands between autonomous AI agents and your enterprise systems. Wanaku leverages proven integration technology, like Apache Camel, to set up and manage hundreds or thousands of integrations.

42

Apache 2.0

  * ## [Solana Model Context Protocol (MCP) Demo](/mcp/servers/vshrjem1r4)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[solana-foundation](https://github.com/solana-foundation)

-

security

A

license

-

quality

A simple MCP server implementation that provides AI models with basic Solana RPC methods and helpful development prompts.

18

TypeScript

MIT License

  * ## [Opik MCP Server](/mcp/servers/hcctr0h0vs)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[comet-ml](https://github.com/comet-ml)

-

security

A

license

-

quality

An implementation of the Model Context Protocol for the Opik platform that provides a unified interface for accessing Opik's capabilities, supporting multiple transport mechanisms for flexible integration with IDEs and other environments.

9

TypeScript

Apache 2.0

  * ## [PeakMojo Server](/mcp/servers/ruy01d9rky)official

    * [](/mcp/servers/categories/education-and-learning-tools)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[peakmojo](https://github.com/peakmojo)

-

security

A

license

-

quality

A Python server implementation that enables integration with the PeakMojo API, providing access to various resources like users, personas, scenarios, and tools for managing PeakMojo functionality.

Python

MIT License

    * Linux

  * ## [Adamik MCP Server](/mcp/servers/eo0t4vtvie)official

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[AdamikHQ](https://github.com/AdamikHQ)

-

security

A

license

-

quality

Enables read and write interactions with 60+ blockchain networks through Claude Desktop, providing a standardized multi-chain API for transaction management, account insights, staking, and token interactions.

TypeScript

MIT License

    * Apple

  * ## [Hide](/mcp/servers/9pawsmth6v)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[hide-org](https://github.com/hide-org)

-

security

A

license

-

quality

A MCP server for Hide – headless IDE for coding agents.

6

Python

MIT License

    * Apple
    *     * Linux

  * ## [Beamlit MCP Server](/mcp/servers/xvjndphdz8)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[beamlit](https://github.com/beamlit)

-

security

A

license

-

quality

An MCP server implementation that enables seamless integration between Beamlit CLI and AI models using the Model Context Protocol standard.

0

TypeScript

MIT License

  * ## [Make MCP Server](/mcp/servers/1fwg44qvi3)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[integromat](https://github.com/integromat)

-

security

A

license

-

quality

Transform your Make scenarios into callable tools for AI assistants. Leverage your existing automation workflows while enabling AI systems to trigger and interact with them seamlessly.

175

8

TypeScript

MIT License

  * ## [kubernetes-mcp-server](/mcp/servers/7teahc9mqv)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[manusa](https://github.com/manusa)

Verified

-

security

A

license

-

quality

A powerful and flexible Kubernetes MCP server implementation with support for OpenShift.

21

Go

Apache 2.0

  * ## [MCP Node Fetch](/mcp/servers/ji7r8nq9wk)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[mcollina](https://github.com/mcollina)

-

security

A

license

-

quality

An MCP server that enables fetching web content using the Node.js undici library, supporting various HTTP methods, content formats, and request configurations.

66

8

TypeScript

MIT License

    *     * Apple
    * Linux

  * ## [Box MCP Server](/mcp/servers/ssufe2n9eo)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/cloud-storage)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[hmk](https://github.com/hmk)

-

security

A

license

-

quality

The Box MCP Server facilitates searching and reading PDF and Word files in Box using Developer Token authentication.

6

2

JavaScript

BSD 3-Clause

  * ## [mcp-server-multiverse](/mcp/servers/xmoltxl3zo)

    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[lamemind](https://github.com/lamemind)

Verified

-

security

A

license

-

quality

A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.

11

20

TypeScript

MIT License

    *   * ## [Bazel MCP Server](/mcp/servers/2txkymljnb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[nacgarg](https://github.com/nacgarg)

-

security

A

license

-

quality

A local MCP server that exposes Bazel build system functionality to AI agents, allowing them to build, test, query, and manage Bazel projects through natural language even in environments where Bazel can't be directly accessed.

JavaScript

MIT License

    *     * Apple
    * Linux

  * ## [Mathematica Documentation MCP server](/mcp/servers/wzz9ag7u06)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/education-and-learning-tools)
    * [](/mcp/servers/categories/local-only)

[benhaotang](https://github.com/benhaotang)

-

security

A

license

-

quality

A server that provides access to Mathematica documentation through FastMCP, enabling users to retrieve function documentation and list package symbols from Wolfram Mathematica.

2

Python

MIT License

    * Linux
    * Apple

  * ## [Linear MCP Server](/mcp/servers/wcsdmumony)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[cpropster](https://github.com/cpropster)

-

security

A

license

-

quality

A Model Context Protocol server that allows Claude to interact with Linear's API for managing teams, issues, projects, and cycles.

9

1

TypeScript

MIT License

  * ## [mcp-dbutils](/mcp/servers/jrocqkgtpd)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[donghao1393](https://github.com/donghao1393)

-

security

A

license

-

quality

DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more) within a unified connection configuration in a safe way.

16

Python

MIT License

    *     * Linux
    * Apple

  * ## [Claude Dev Server](/mcp/servers/7nxtlpap5d)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[arben-adm](https://github.com/arben-adm)

-

security

A

license

-

quality

The Claude Dev Server enables direct interaction with the file system within a specified workspace, allowing users to perform file and directory operations and implement code artifacts in software development using natural language commands.

2

Python

MIT License

    * Apple
    *   * ## [Authenticated MCP SSE Server](/mcp/servers/vpk7fxri26)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[the-freetech-company](https://github.com/the-freetech-company)

-

security

A

license

-

quality

A secure MCP (Model Context Protocol) server hosted on Google Cloud Run that enables team collaboration by providing authenticated access via Google Cloud IAM, allowing teams to share custom MCP servers over the internet before official MCP authentication is implemented.

8

TypeScript

MIT License

  * ## [FastMCP](/mcp/servers/fq2v67gbx1)

    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/hybrid)

[wanderingnature](https://github.com/wanderingnature)

-

security

A

license

-

quality

FastMCP is a comprehensive MCP server allowing secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.

2

Python

MIT License

  * ## [Memory Bank MCP Server](/mcp/servers/cziza80o10)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/hybrid)

[t3ta](https://github.com/t3ta)

-

security

A

license

-

quality

A server for managing project documentation and context across Claude AI sessions through global and branch-specific memory banks, enabling consistent knowledge management with structured JSON document storage.

369

4

TypeScript

MIT License

  * ## [MCP Project Orchestrator](/mcp/servers/bz9y44r0tg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[sparesparrow](https://github.com/sparesparrow)

-

security

A

license

-

quality

An MCP server that assists with the orchestration of new software projects by applying standardized templates and best practices in design patterns and software architecture.

1

Python

MIT License

    * Apple
    *   * ## [mcp-wcgw](/mcp/servers/owi938czgc)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[rusiaaman](https://github.com/rusiaaman)

Verified

-

security

A

license

-

quality

Shell and file edit capabilities tightly coupled to provide a powerful coding experience. You can work with different modes: architect and code-writer for separate plan and implementation phase. You can get it to invoke any cli command, e.g., compiling, type checking, linting, github cli, python

263

Python

Apache 2.0

    * Apple
    * Linux

  * ## [MongoDB Lens](/mcp/servers/hniehmvmgn)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/hybrid)

[furey](https://github.com/furey)

Verified

-

security

A

license

-

quality

Full featured MCP Server for MongoDB database analysis.

1,026

8

JavaScript

MIT License

    * Apple
    *   * ## [JIRA MCP Server](/mcp/servers/q659niazed)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/local-only)

[cosmix](https://github.com/cosmix)

-

security

A

license

-

quality

Provides an interface to access and manage JIRA data through the Model Context Protocol, offering features like relationship tracking, data cleaning, and contextual insights for AI applications.

81

7

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [render-mcp](/mcp/servers/335uhu1whf)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/remote-capable)

[niyogi](https://github.com/niyogi)

-

security

A

license

-

quality

Interact with Render (https://render.com) and easily deploy your services

110

1

TypeScript

MIT License

  * ## [Cline Personas MCP Server](/mcp/servers/pwpxbeorz7)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[bradfair](https://github.com/bradfair)

-

security

A

license

-

quality

An MCP server for managing and activating persona templates and components by writing to .clinerules files, supporting version tracking and file-based storage.

19

TypeScript

MIT License

  * ## [MCP Server](/mcp/servers/bvggbi28i2)

    * [](/mcp/servers/categories/developer-tools)

[antfu](https://github.com/antfu)

-

security

A

license

-

quality

A server that helps AI models better understand Vite/Nuxt applications, providing enhanced context awareness for development support.

243

TypeScript

MIT License

  * ## [Algorand MCP](/mcp/servers/mdua2aie6d)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[GoPlausible](https://github.com/GoPlausible)

-

security

A

license

-

quality

A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) with Algorand blockchain, plus many useful prompts.

110

6

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [argocd-mcp](/mcp/servers/5262ouyla6)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/remote-capable)

[severity1](https://github.com/severity1)

Verified

-

security

A

license

-

quality

An MCP (Model Context Protocol) server that integrates with the ArgoCD API, enabling AI assistants and large language models to manage ArgoCD applications and resources through natural language interactions.

Python

MIT License

    *     * Linux
    * Apple

  * ## [Edit File Lines MCP Server](/mcp/servers/2apib1zht1)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[oakenai](https://github.com/oakenai)

-

security

A

license

-

quality

A TypeScript-based MCP server that provides tools for making precise line-based edits to text files within allowed directories.

17

TypeScript

MIT License

    * Apple
    *   * ## [Shell MCP Server](/mcp/servers/oqel9j0pea)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[blazickjp](https://github.com/blazickjp)

-

security

A

license

-

quality

A secure server that enables AI applications to execute shell commands in specified directories, supporting multiple shell types (bash, sh, cmd, powershell) with built-in security features like directory isolation and timeout control.

9

Python

Apache 2.0

    *     * Linux
    * Apple

  * ## [Nash MCP Server](/mcp/servers/6p8z2xek5c)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/local-only)

[nash-app](https://github.com/nash-app)

-

security

A

license

-

quality

A Model Context Protocol server that enables seamless execution of commands, Python code, web content fetching, and reusable task management with secure credentials handling.

2

Python

MIT License

    * Apple

  * ## [MCP-RoCQ](/mcp/servers/13cwhwe8l5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/local-only)

[angrysky56](https://github.com/angrysky56)

-

security

A

license

-

quality

MCP-RoCQ integrates with the Coq proof assistant to enable automated dependent type checking, inductive type definitions, and property proving through XML protocol communication.

2

Python

MIT License

  * ## [mcp-nodejs-server](/mcp/servers/8jy2cx1u5p)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[gentoro-GT](https://github.com/gentoro-GT)

Verified

-

security

A

license

-

quality

MCP Server for the Gentoro services, enabling Claude to interact with Gentoro, which allows users to create and integrate tools into a common Bridge, defining all available capabilities.

2

2

TypeScript

Apache 2.0

  * ## [Langfuse Prompt Management MCP Server](/mcp/servers/prtt9126vv)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/hybrid)

[langfuse](https://github.com/langfuse)

-

security

A

license

-

quality

Facilitates access and management of Langfuse prompts through the Model Context Protocol, enabling prompt discovery, retrieval, and integration within clients like Claude Desktop and Cursor.

24

TypeScript

MIT License

  * ## [Jira-Context-MCP](/mcp/servers/a8ob8depqc)

    * [](/mcp/servers/categories/customer-support)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/remote-capable)

[rahulthedevil](https://github.com/rahulthedevil)

Verified

-

security

A

license

-

quality

MCP server to provide Jira Tickets information to AI coding agents like Cursor

81

4

TypeScript

MIT License

  * ## [Encoding DevOps MCP Server](/mcp/servers/cjvj8uiizj)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[PatrickKalkman](https://github.com/PatrickKalkman)

-

security

A

license

-

quality

AI-powered assistant that connects Claude to video encoding workflows, translating cryptic errors into plain English and providing actionable solutions for troubleshooting encoding jobs.

Python

MIT License

  * ## [Argus](/mcp/servers/emyammezhh)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/local-only)

[athapong](https://github.com/athapong)

-

security

A

license

-

quality

A Model Context Protocol tool for analyzing code repositories, performing security scans, and assessing code quality across multiple programming languages.

Python

MIT License

    * Apple
    * Linux

  * ## [Unix Manual Server](/mcp/servers/ry67h90te1)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[tizee](https://github.com/tizee)

-

security

A

license

-

quality

Provides Unix command documentation directly within Claude conversations, allowing users to retrieve help pages, man pages, and usage information without leaving the chat interface.

Python

MIT License

    * Linux
    * Apple

  * ## [JSON Canvas MCP Server](/mcp/servers/ajj64p9c3i)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[Cam10001110101](https://github.com/Cam10001110101)

Verified

-

security

A

license

-

quality

A Model Context Protocol server that enables creating, modifying, and validating infinite canvas data structures according to the JSON Canvas 1.0 specification.

Python

MIT License

    *   * ## [mcp-youtube-sheets](/mcp/servers/z3fthzkmxu)

    * [](/mcp/servers/categories/entertainment-and-media)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Rickyyy1116](https://github.com/Rickyyy1116)

-

security

A

license

-

quality

Provides functionality to search YouTube videos and automatically save the results to Google Sheets.

0

9

JavaScript

MIT License

  * ## [MCP Filesystem Python](/mcp/servers/admt9a4f34)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[mtunell](https://github.com/mtunell)

-

security

A

license

-

quality

A secure MCP server enabling read-only access and file search capabilities within a specified directory, while respecting .gitignore patterns.

Python

MIT License

    * Apple
    * Linux
    *   * ## [MCP-Server-IETF](/mcp/servers/d2semq6372)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[tizee](https://github.com/tizee)

-

security

A

license

-

quality

A Model Context Protocol server that enables Large Language Models to search and access IETF RFC documents with pagination support.

Python

MIT License

  * ## [DevDocs MCP](/mcp/servers/3ccn0tqnhm)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/remote-capable)

[llmian-space](https://github.com/llmian-space)

-

security

A

license

-

quality

A Model Context Protocol implementation that enables AI-powered access to documentation resources, featuring URI-based navigation, template matching, and structured documentation management.

1

Python

MIT License

  * ## [Lokka (Microsoft 365 MCP server)](/mcp/servers/lqib0o141j)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[merill](https://github.com/merill)

Verified

-

security

A

license

-

quality

Lokka ia an MCP server for the Microsoft Graph API and can be used to query and update all resources in your Microsoft 365 tenant. This MCP server supports all Microsoft Graph APIs including update operations (limited by the permissions you grant to the app).

1

JavaScript

MIT License

    *   * ## [Chain of Draft Thinking](/mcp/servers/exar7zd4f0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/remote-capable)

[bsmi021](https://github.com/bsmi021)

-

security

A

license

-

quality

Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code r

253

TypeScript

MIT License

  * ## [Code MCP](/mcp/servers/utkbo1r9z3)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[ezyang](https://github.com/ezyang)

-

security

A

license

-

quality

A multi-purpose MCP for coding with Claude Sonnet that enables reading/writing files with git integration, requiring explicit repository opt-in for safety.

315

Python

Apache 2.0

    * Apple
    *   * ## [ida-mcp-server](/mcp/servers/fpfnwgj5pa)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[MxIris-Reverse-Engineering](https://github.com/MxIris-Reverse-Engineering)

-

security

A

license

-

quality

A Model Context Protocol server for IDA interaction and automation. This server provides tools to read IDA database via Large Language Models.

7

Python

MIT License

    * Apple

  * ## [MCP Server Weaviate](/mcp/servers/muiet9gmdv)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[weaviate](https://github.com/weaviate)

-

security

A

license

-

quality

The MCP Server for Weaviate facilitates integration with Weaviate using a customizable Python-based server, enabling interaction with Weaviate databases and OpenAI APIs via configurable URL and API keys.

20

Python

GPL 3.0

    * Apple
    *   * ## [FastAPI-MCP](/mcp/servers/otm6rcvu3e)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[tadata-org](https://github.com/tadata-org)

-

security

A

license

-

quality

A zero-configuration tool that automatically exposes FastAPI endpoints as Model Context Protocol (MCP) tools, allowing LLM systems like Claude to interact with your API without additional coding.

134

Python

MIT License

    *     * Linux
    * Apple

  * ## [Vue MCP Server](/mcp/servers/wxe5s8ifko)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/local-only)

[webfansplz](https://github.com/webfansplz)

-

security

A

license

-

quality

Provides application insights for Vue apps by exposing component trees, state, routes, and Pinia data through a Model Context Protocol server.

275

114

MIT License

  * ## [MCP JSON-RPC Server](/mcp/servers/p33upo55dp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[melvincarvalho](https://github.com/melvincarvalho)

-

security

A

license

-

quality

A beginner-friendly MCP-inspired JSON-RPC server built with Node.js, offering basic client-server interaction through an 'initialize' capabilities handshake and an 'echo' function.

3

JavaScript

MIT License

  * ## [terraform-cloud-mcp](/mcp/servers/iukijjkm1e)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[severity1](https://github.com/severity1)

Verified

-

security

A

license

-

quality

A Model Context Protocol (MCP) server that integrates Claude with the Terraform Cloud API, allowing Claude to manage your Terraform infrastructure through natural conversation.

3

Python

MIT License

    *     * Linux
    * Apple

  * ## [Repomix](/mcp/servers/lczqcx54uv)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/hybrid)

[yamadashy](https://github.com/yamadashy)

-

security

A

license

-

quality

Repomix MCP Server enables AI models to efficiently analyze codebases by packaging local or remote repositories into optimized single files, with intelligent compression via Tree-sitter to significantly reduce token usage while preserving code structure and essential signatures.

11,778

13,286

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [freecad mcp](/mcp/servers/j3a76r2exh)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[neka-nat](https://github.com/neka-nat)

-

security

A

license

-

quality

This repository is a FreeCAD MCP that allows you to control FreeCAD from Claude Desktop.

4

Python

MIT License

    *     * Apple
    * Linux

  * ## [Thought Space - MCP Advanced Branch-Thinking Tool](/mcp/servers/tt239qhb4m)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/remote-capable)

[ssdeanx](https://github.com/ssdeanx)

-

security

A

license

-

quality

An MCP tool enabling structured thinking and analysis across multiple AI platforms through branch management, semantic analysis, and cognitive enhancement.

4

TypeScript

MIT License

  * ## [Kafka MCP Server](/mcp/servers/8ohdumy56r)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[pavanjava](https://github.com/pavanjava)

-

security

A

license

-

quality

Enables AI models to publish and consume messages from Apache Kafka topics through a standardized interface, making it easy to integrate Kafka messaging with LLM and agent applications.

5

Python

Apache 2.0

    *     * Linux
    * Apple

  * ## [Cursor MCP Server](/mcp/servers/jdkl0uz4sp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[johnneerdael](https://github.com/johnneerdael)

-

security

A

license

-

quality

Acts as a bridge between Claude's desktop application and the Cursor editor, enabling seamless AI-powered automation and multi-instance management across platforms with standardized communication and secure token-based authentication.

16

44

TypeScript

MIT License

    *     * Apple
    * Linux

  * ## [Docker MCP Server](/mcp/servers/dmna3tblnr)

    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[ckreiling](https://github.com/ckreiling)

-

security

A

license

-

quality

An MCP server that allows managing Docker containers through natural language, enabling users to compose, introspect, and debug containers without running commands themselves.

111

Python

GPL 3.0

    * Apple
    *   * ## [MCP-JIRA-Python Server](/mcp/servers/fz0h97h9u8)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[Kallows](https://github.com/Kallows)

-

security

A

license

-

quality

A Python-based server allowing seamless integration with JIRA for managing and interacting with projects through custom APIs.

2

Python

Apache 2.0

    *     * Apple
    * Linux

  * ## [MCP Server](/mcp/servers/g4a43iyiay)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/hybrid)

[Kalyankensin](https://github.com/Kalyankensin)

-

security

A

license

-

quality

Facilitates multi-client processing for high-performance operations within the DigitalFate framework, enabling advanced automation through task orchestration and agent integration.

16

Python

MIT License

  * ## [MCP-SLOP Adapter](/mcp/servers/uscbt4f9bb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[kortexa-ai](https://github.com/kortexa-ai)

-

security

A

license

-

quality

A proxy server that converts Model Context Protocol (MCP) messages to Simple Language Open Protocol (SLOP) messages, allowing MCP clients like Claude Desktop to interact with SLOP-compatible servers.

68

10

JavaScript

MIT License

    *     * Apple

  * ## [Kubernetes Monitor](/mcp/servers/oam68lbi8z)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[vlttnv](https://github.com/vlttnv)

-

security

A

license

-

quality

A read-only MCP server for Kubernetes that allows querying cluster information and diagnosing issues through natural language interfaces like Claude.

1

Python

MIT License

    * Apple
    *     * Linux

  * ## [protonmail-mcp](/mcp/servers/a5wseku3kf)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[amotivv](https://github.com/amotivv)

Verified

-

security

A

license

-

quality

This MCP server provides email sending functionality using Protonmail's SMTP service. It allows both Claude Desktop and Cline VSCode extension to send emails on your behalf using your Protonmail credentials.

4

JavaScript

MIT License

    * Apple

  * ## [MCP GitHub Repository Server](/mcp/servers/pq7phnbp3f)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[loglmhq](https://github.com/loglmhq)

-

security

A

license

-

quality

A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.

3

JavaScript

MIT License

    * Apple
    *   * ## [AI Development Assistant MCP Server](/mcp/servers/6r0vedy1cu)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/local-only)

[yeakub108](https://github.com/yeakub108)

-

security

A

license

-

quality

A Cursor-compatible toolkit that provides intelligent coding assistance through custom AI tools for code architecture planning, screenshot analysis, code review, and file reading capabilities.

571

TypeScript

MIT License

  * ## [openai-tool2mcp](/mcp/servers/g37l0aejsr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[alohays](https://github.com/alohays)

-

security

A

license

-

quality

A lightweight bridge that wraps OpenAI's built-in tools (like web search and code interpreter) as Model Context Protocol servers, enabling their use with Claude and other MCP-compatible models.

7

Python

MIT License

    * Apple
    *   * ## [MCP Unified Server](/mcp/servers/yghl2ut3cx)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[getfounded](https://github.com/getfounded)

-

security

A

license

-

quality

A modular server implementation for Claude AI assistants with integrated tools, enabling Claude to perform actions and access external resources like file systems, web searches, browser automation, financial data, and document generation.

30

Python

MIT License

    *     * Linux
    * Apple

  * ## [Remote-MCP Server](/mcp/servers/260gv0nzsp)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[ssut](https://github.com/ssut)

-

security

A

license

-

quality

Enables type-safe, bidirectional communication with Model Context Protocol services, allowing centralized management of model contexts over HTTP.

66

TypeScript

MIT License

  * ## [JVM MCP Server](/mcp/servers/5soe3xcxfw)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/hybrid)

[xzq-xu](https://github.com/xzq-xu)

-

security

A

license

-

quality

A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.

27

Python

MIT License

    *     * Linux
    * Apple

  * ## [mcp-server-tree-sitter](/mcp/servers/k35mqkr8j9)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[wrale](https://github.com/wrale)

-

security

A

license

-

quality

A Model Context Protocol (MCP) server that provides code analysis capabilities using tree-sitter, designed to give Claude intelligent access to codebases with appropriate context management.

1

Python

MIT License

    * Apple
    *     * Linux

  * ## [claude-debugs-for-you](/mcp/servers/iabshscnks)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[jasonjmcghee](https://github.com/jasonjmcghee)

Verified

-

security

A

license

-

quality

Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.

192

TypeScript

MIT License

    * Apple
    *   * ## [Codebase MCP](/mcp/servers/gi96b9urnz)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/hybrid)

[DeDeveloper23](https://github.com/DeDeveloper23)

-

security

A

license

-

quality

A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.

4

TypeScript

MIT License

    *     * Linux
    * Apple

  * ## [Notion MCP Server](/mcp/servers/fmpvbhdv37)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[suekou](https://github.com/suekou)

-

security

A

license

-

quality

MCP Server for the Notion API, enabling Claude to interact with Notion workspaces.

240

JavaScript

MIT License

  * ## [Python MCP Server](/mcp/servers/4zt7hpbt5k)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[hesiod-au](https://github.com/hesiod-au)

-

security

A

license

-

quality

A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.

1

Python

MIT License

  * ## [Business Central MCP Server](/mcp/servers/d0ibbplbtq)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[vanachterjacob](https://github.com/vanachterjacob)

-

security

A

license

-

quality

A server that provides standardized development rules and context for Business Central projects, optimized for use with Cursor editor.

JavaScript

MIT License

  * ## [MCP Code Analyzer](/mcp/servers/1d7wpqnwwr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[emiryasar](https://github.com/emiryasar)

-

security

A

license

-

quality

A comprehensive code analysis and management tool that integrates with Claude Desktop to analyze code at project and file levels, helping adapt changes to projects intelligently.

29

Python

MIT License

    *   * ## [Image-Gen-Server](/mcp/servers/94zxp4mrm4)

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[fengin](https://github.com/fengin)

-

security

A

license

-

quality

A MCP server that integrates with Cursor IDE to generate images based on text descriptions using JiMeng AI, allowing users to create and save custom images directly within their development environment.

61

Python

MIT License

  * ## [WorkOS MCP Server](/mcp/servers/26batvw9yn)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[zueai](https://github.com/zueai)

-

security

A

license

-

quality

A lightweight MCP server allowing agents to interact with the WorkOS API for streamlined WorkOS operations through natural language commands.

3

TypeScript

MIT License

  * ## [Laravel Helpers MCP](/mcp/servers/zl9icupkxl)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/local-only)

[jsonallen](https://github.com/jsonallen)

-

security

A

license

-

quality

A collection of Laravel helper tools for integration with Cursor IDE, providing features like log viewing, error searching, artisan command execution, and model information display directly within the editor.

1

Python

MIT License

  * ## [MCP Command Proxy](/mcp/servers/r6mkzp5rs4)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/hybrid)

[Hormold](https://github.com/Hormold)

-

security

A

license

-

quality

A proxy server that enables AI assistants to run and interact with command-line applications like Expo through the Model Context Protocol (MCP), capturing logs and allowing keypress forwarding.

19

5

TypeScript

MIT License

  * ## [Second Brain OS MCP Server](/mcp/servers/dn77ue4b0c)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[umairkamilcodes](https://github.com/umairkamilcodes)

-

security

A

license

-

quality

Facilitates integration with Claude Desktop to run AI agents and execute purchased actions without code, leveraging the Model Context Protocol framework.

1

TypeScript

GPL 3.0

  * ## [Claude TypeScript MCP Servers](/mcp/servers/s0v7ilayxa)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[ukkz](https://github.com/ukkz)

-

security

A

license

-

quality

A collection of Model Context Protocol servers that enable Claude Desktop to provide development assistance capabilities with filesystem, Git, shell command, and web search functionality without incurring API usage costs.

8

TypeScript

MIT License

    * Apple

  * ## [Deepseek MCP Server](/mcp/servers/ryu87p2e1d)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/hybrid)

[vincentf305](https://github.com/vincentf305)

-

security

A

license

-

quality

A Model Control Protocol server implementation that allows Claude Desktop to use Deepseek models running in Docker, enabling seamless integration between Claude Desktop and Deepseek's language models.

Python

MIT License

  * ## [Payload CMS MCP Server](/mcp/servers/g6zzhp2xr8)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Matmax-Worldwide](https://github.com/Matmax-Worldwide)

-

security

A

license

-

quality

Enables management of Payload CMS projects through natural language commands, allowing developers to create, configure, and deploy content models with conversational AI.

340

8

MIT License

    * Linux
    *     * Apple

  * ## [Mistral MCP Server](/mcp/servers/cnz4nubw46)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/local-only)

[speakeasy-api](https://github.com/speakeasy-api)

-

security

A

license

-

quality

A TypeScript-based MCP server that provides two tools for chatting with Mistral AI models, supporting both text-only conversations and image+text inputs.

JavaScript

MIT License

    * Apple
    *   * ## [Microsoft SQL Server MCP Server (MSSQL)](/mcp/servers/0lv3gmnuoe)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[dperussina](https://github.com/dperussina)

Verified

-

security

A

license

-

quality

An easy-to-use bridge that lets AI assistants like Claude and Cursor IDE directly query and explore Microsoft SQL Server databases. No coding experience required!

2

JavaScript

GPL 3.0

    * Apple

  * ## [Unreal Engine Code Analyzer MCP Server](/mcp/servers/z36022whws)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[ayeletstudioindia](https://github.com/ayeletstudioindia)

-

security

A

license

-

quality

Provides deep source code analysis for Unreal Engine codebases, allowing AI assistants to understand C++ class structures, search code, and analyze subsystems.

30

TypeScript

MIT License

    *   * ## [MCP Alchemy](/mcp/servers/axb5hvasqx)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[runekaagaard](https://github.com/runekaagaard)

-

security

A

license

-

quality

Connects Claude Desktop directly to databases, allowing it to explore database structures, write SQL queries, analyze datasets, and create reports through an API layer with tools for table exploration and query execution.

67

Python

Mozilla Public License 2.0

  * ## [tfmcp](/mcp/servers/egi85wpgv5)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[nwiizo](https://github.com/nwiizo)

-

security

A

license

-

quality

🌍 Terraform Model Context Protocol (MCP) Tool - An experimental CLI tool that enables AI assistants to manage and operate Terraform environments. Supports reading Terraform configurations, analyzing plans, applying configurations, and managing state with Claude Desktop integration. ⚡️

94

Rust

MIT License

    * Apple

  * ## [flux-dev MCP Server](/mcp/servers/6i9o09upfr)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[nicekate](https://github.com/nicekate)

-

security

A

license

-

quality

Implements a Model Context Protocol (MCP) server powered by Flux API from Cephalon Cloud, enabling users to utilize advanced AI capabilities through standardized communication.

28

JavaScript

MIT License

  * ## [MCP Language Server](/mcp/servers/217llrqnne)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[isaacphi](https://github.com/isaacphi)

-

security

A

license

-

quality

Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.

64

Go

BSD 3-Clause

  * ## [Semgrep MCP Server](/mcp/servers/1kb2h7qn0c)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/local-only)

[stefanskiasan](https://github.com/stefanskiasan)

-

security

A

license

-

quality

Enables integration of Semgrep in development environments via the MCP protocol, supporting static code analysis, rule management, and scan result operations.

1

JavaScript

MIT License

  * ## [NestJS MCP Server Module](/mcp/servers/lh2oqhrntb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[rekog-labs](https://github.com/rekog-labs)

-

security

A

license

-

quality

A NestJS module that allows services to be exposed as an MCP server with Server-Sent Events transport, facilitating tool discovery and execution by clients.

100

19

TypeScript

MIT License

  * ## [MCP Email Server](/mcp/servers/s9p1636sin)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[ai-zerolab](https://github.com/ai-zerolab)

-

security

A

license

-

quality

Provides IMAP and SMTP capabilities, enabling developers to manage email services with seamless integration and automated workflows.

9

Python

BSD 3-Clause

    * Apple
    *     * Linux

  * ## [MCP Server](/mcp/servers/hjz6uuyca7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[agentico-dev](https://github.com/agentico-dev)

-

security

A

license

-

quality

MCP Server provides a simpler API to interact with the Model Context Protocol by allowing users to define custom tools and services to streamline workflows and processes.

15

2

TypeScript

MIT License

  * ## [Trivy Security Scanner MCP Server](/mcp/servers/queu46h5iw)

    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[norbinsh](https://github.com/norbinsh)

-

security

A

license

-

quality

Provides Trivy security scanning capabilities through a standardized interface, allowing users to scan projects for vulnerabilities and automatically fix them by updating dependencies.

2

Python

MIT License

    * Apple

  * ## [GemSuite-MCP](/mcp/servers/m2ljvlatlu)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[PV-Bhat](https://github.com/PV-Bhat)

Verified

-

security

A

license

-

quality

The ultimate Gemini API interface for MCP hosts, intelligently selecting models for the task at hand—delivering optimal performance, minimal token cost, and seamless integration.

1

TypeScript

MIT License

  * ## [C# Lang MCP Server](/mcp/servers/cl0idwbofr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[biegehydra](https://github.com/biegehydra)

-

security

A

license

-

quality

A VS Code extension provides a MCP server that exposes Roslyn language features. It enables tools like find usages, go to definition, quick info, etc.

24

TypeScript

AGPL 3.0

    *     * Linux
    * Apple

  * ## [MCP Server: Scalable OpenAPI Endpoint Discovery and API Request Tool](/mcp/servers/ieg0jgwn5h)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[baryhuang](https://github.com/baryhuang)

-

security

A

license

-

quality

This server facilitates scalable discovery and execution of OpenAPI endpoints using semantic search and high-performance processing, overcoming limitations of large spec handling for streamlined API interactions.

10

Python

MIT License

    * Linux

  * ## [excel-mcp-server](/mcp/servers/bnuy0j3jrt)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/local-only)

[haris-musa](https://github.com/haris-musa)

Verified

-

security

A

license

-

quality

Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.

26

Python

MIT License

  * ## [AI Development Assistant MCP Server](/mcp/servers/h1em8fv7iy)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/local-only)

[kleneway](https://github.com/kleneway)

-

security

A

license

-

quality

An AI-powered development toolkit for Cursor providing intelligent coding assistance through advanced reasoning, UI screenshot analysis, and code review tools.

571

227

TypeScript

MIT License

  * ## [FreeCAD MCP](/mcp/servers/st9mc7th67)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/local-only)

[bonninr](https://github.com/bonninr)

-

security

A

license

-

quality

A FreeCAD addon that implements the Model Context Protocol (MCP) to enable communication between FreeCAD and Claude AI through Claude Desktop.

5

Python

MIT License

    *     * Linux
    * Apple

  * ## [MCP Toolbox](/mcp/servers/19xn2uhi0e)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[ai-zerolab](https://github.com/ai-zerolab)

-

security

A

license

-

quality

A comprehensive toolkit that enhances LLM capabilities through the Model Context Protocol, allowing LLMs to interact with external services including command-line operations, file management, Figma integration, and audio processing.

3

Python

Apache 2.0

    * Linux
    * Apple
    *   * ## [MCP JavaScript Server](/mcp/servers/m5mvzetwv7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[davlgd](https://github.com/davlgd)

-

security

A

license

-

quality

An unofficial JavaScript SDK to create customized servers for the Model Context Protocol, allowing definition of prompts, resources, and tools for tailored interactions.

1

2

JavaScript

Apache 2.0

    * Linux
    * Apple
    *   * ## [MCP Titan](/mcp/servers/oleughyw2v)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[henryhawke](https://github.com/henryhawke)

Verified

-

security

A

license

-

quality

This advanced memory server facilitates neural memory-based sequence learning and prediction, enhancing code generation and understanding through state maintenance and manifold optimization as inspired by Google Research's framework.

34

34

TypeScript

MIT License

    * Apple
    *     * Linux

  * ## [mcp-server-llmling](/mcp/servers/2mdjbbuzee)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[phil65](https://github.com/phil65)

Verified

-

security

A

license

-

quality

A server for the Machine Chat Protocol (MCP) that provides a YAML-based configuration system for LLM applications, allowing users to define resources, tools, and prompts without writing code.

4

Python

MIT License

  * ## [BlenderMCP](/mcp/servers/1pugewd5pa)

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[ahujasid](https://github.com/ahujasid)

Verified

-

security

A

license

-

quality

Connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender for AI-assisted 3D modeling, scene manipulation, and rendering.

6,420

Python

MIT License

    * Apple
    *   * ## [Nexus MCP Bridge for VSCode](/mcp/servers/ub939jjx1s)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[wesnermichel](https://github.com/wesnermichel)

-

security

A

license

-

quality

A lightweight bridge extension that enables Claude Desktop to connect to VSCode workspaces via Model Context Protocol, allowing Claude to read and write files, create directories, and list contents in your workspace.

4

TypeScript

MIT License

  * ## [MCP Server Semgrep](/mcp/servers/uddu737c4c)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/local-only)

[Szowesgad](https://github.com/Szowesgad)

-

security

A

license

-

quality

A Model Context Protocol compliant server that integrates Semgrep static analysis tool with AI assistants like Anthropic Claude, enabling advanced code analysis, security vulnerability detection, and code quality improvements through a conversational interface.

2

JavaScript

MIT License

    *     * Apple
    * Linux

  * ## [FastAPI MCP SSE](/mcp/servers/3cw73h6fyg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/remote-capable)

[panz2018](https://github.com/panz2018)

-

security

A

license

-

quality

A Server-Sent Events implementation using FastAPI framework that integrates Model Context Protocol (MCP), allowing AI models to access external tools and data sources like weather information.

6

Python

MIT License

    *   * ## [CodeSavant](/mcp/servers/rd4pozqg9r)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[twolven](https://github.com/twolven)

-

security

A

license

-

quality

Provides code manipulation, execution, and version control capabilities. It allows AI assistants to read, write, and execute code while maintaining a history of changes.

8

Python

MIT License

  * ## [DigitalFate MCP Server](/mcp/servers/vrrhw9dw4y)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[Kalyankensin](https://github.com/Kalyankensin)

-

security

A

license

-

quality

Facilitates high-performance multi-client processing by integrating advanced automation tasks with V2 agents and ensuring seamless execution of LLM calls and human-like computer interactions.

16

Python

MIT License

  * ## [MCP Server for Replicate](/mcp/servers/qa14472rhe)

    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[tzafrir](https://github.com/tzafrir)

-

security

A

license

-

quality

A FastMCP server implementation that provides a standardized interface for accessing AI models hosted on Replicate's API, currently supporting image generation with customizable parameters.

2

Python

MIT License

  * ## [AWS Resources MCP Server](/mcp/servers/nx30klxurg)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[baryhuang](https://github.com/baryhuang)

-

security

A

license

-

quality

A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.

2

Python

MIT License

    * Linux

  * ## [godoc-mcp](/mcp/servers/hh2kf8og63)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[mrjoshuak](https://github.com/mrjoshuak)

-

security

A

license

-

quality

godoc-mcp is a Model Context Protocol (MCP) server that provides efficient access to Go documentation. It helps LLMs understand Go projects by providing direct access to package documentation without needing to read entire source files.

23

Go

MIT License

  * ## [MCP-Logic](/mcp/servers/ok2nojolqg)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[angrysky56](https://github.com/angrysky56)

-

security

A

license

-

quality

MCP-Logic is a server that provides AI systems with automated reasoning capabilities, enabling logical theorem proving and model verification using Prover9/Mace4 through a clean MCP interface.

14

Python

MIT License

  * ## [Prometheus MCP Server](/mcp/servers/nswv189shn)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[CaesarYangs](https://github.com/CaesarYangs)

-

security

A

license

-

quality

An MCP server that enables Large Language Models to retrieve, analyze, and query metric data from Prometheus databases through pre-defined routes.

16

Python

MIT License

    *     * Linux
    * Apple

  * ## [Swagger MCP Server](/mcp/servers/ekf8s6cdjk)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[dcolley](https://github.com/dcolley)

-

security

A

license

-

quality

A server that enables interaction with any API that has a Swagger/OpenAPI specification through Model Context Protocol (MCP), automatically generating tools from API endpoints and supporting multiple authentication methods.

8

TypeScript

Apache 2.0

  * ## [Code Explainer MCP](/mcp/servers/n61qu4bdbv)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[BillDuke13](https://github.com/BillDuke13)

-

security

A

license

-

quality

A Cloudflare Worker that analyzes source code to provide comprehensive explanations including architecture diagrams, core functionality analysis, and component breakdowns across multiple programming languages.

1

TypeScript

Apache 2.0

  * ## [Ollama MCP Server](/mcp/servers/n798ehuw4c)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/speech-processing)
    * [](/mcp/servers/categories/local-only)

[rawveg](https://github.com/rawveg)

-

security

A

license

-

quality

Enables seamless integration between Ollama's local LLM models and MCP-compatible applications, supporting model management and chat interactions.

9

13

TypeScript

MIT License

  * ## [MCP Accessibility Scanner](/mcp/servers/hxb84fpg6o)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/local-only)

[JustasMonkev](https://github.com/JustasMonkev)

-

security

A

license

-

quality

Enables automated web accessibility scans for WCAG compliance using Playwright and Axe-core, providing visual and JSON reports with remediation guidance.

3

TypeScript

MIT License

  * ## [OpenAPI](/mcp/servers/mk0h35rdwy)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/hybrid)

[snaggle-ai](https://github.com/snaggle-ai)

-

security

A

license

-

quality

This tool creates a Model Context Protocol (MCP) server that acts as a proxy for any API that has an OpenAPI v3.1 specification. This allows you to use Claude Desktop to easily interact with both local and remote server APIs.

157

265

TypeScript

MIT License

  * ## [Filesystem MCP Server](/mcp/servers/hfidyfcfcx)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-storage)
    * [](/mcp/servers/categories/local-only)

[bsmi021](https://github.com/bsmi021)

-

security

A

license

-

quality

A Model Context Protocol server that provides file system operations, analysis, and manipulation capabilities through a standardized tool interface.

1

TypeScript

MIT License

  * ## [MCP JIRA Server](/mcp/servers/xjj0zi333v)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[Warzuponus](https://github.com/Warzuponus)

-

security

A

license

-

quality

Enables AI applications to manage JIRA issues, workflows, and tasks through a standardized MCP interface, facilitating real-time updates and seamless interaction with JIRA's API.

6

Python

MIT License

    * Apple
    *   * ## [Model Control Protocol Server (MCP)](/mcp/servers/0y0kenfcg5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[zueai](https://github.com/zueai)

-

security

A

license

-

quality

Enables the creation and deployment of API-based MCP tools for Cursor Agent using Cloudflare Workers, streamlining development and integration of custom functionalities.

54

23

TypeScript

MIT License

  * ## [WebMCP](/mcp/servers/dj73osxj1v)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/local-only)

[jasonjmcghee](https://github.com/jasonjmcghee)

Verified

-

security

A

license

-

quality

A framework that enables websites to share tools, resources, and prompts with client-side LLMs without requiring API keys, allowing users to interact with web services using their preferred models.

241

31

JavaScript

MIT License

    * Linux
    *     * Apple

  * ## [OSP Marketing Tools MCP Server](/mcp/servers/6b2sa6wk5d)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[open-strategy-partners](https://github.com/open-strategy-partners)

-

security

A

license

-

quality

Enables seamless integration with any LLM client supporting MCP for creating and optimizing technical content and product positioning using Open Strategy Partners' methodologies.

60

Python

CC BY-SA 4.0

    *     * Apple

  * ## [mcp-helper-tools](/mcp/servers/3ay33mxf98)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/hybrid)

[MissionSquad](https://github.com/MissionSquad)

-

security

A

license

-

quality

Fork of @cyanheads toolkit MCP server. Added encoding functions, removed system network functions.

61

2

TypeScript

Apache 2.0

  * ## [mcp-histfile](/mcp/servers/f4rg1dkjmw)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[rajpdus](https://github.com/rajpdus)

-

security

A

license

-

quality

A powerful tool for exploring, searching, and managing your shell command history through the MCP (Model Control Protocol) interface. This project allows you to easily access, search, and retrieve your previously executed shell commands.

Python

MIT License

    * Linux
    * Apple
    *   * ## [Cloudflare MCP Server](/mcp/servers/1rxd7s0omi)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[GutMutCode](https://github.com/GutMutCode)

-

security

A

license

-

quality

An MCP server that allows using natural language to manage Cloudflare resources (Workers, KV, R2, D1) through Claude Desktop, VSCode, and other MCP clients.

7

5

TypeScript

Apache 2.0

  * ## [Aider MCP Server](/mcp/servers/8fd63v5mwh)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[sengokudaikon](https://github.com/sengokudaikon)

-

security

A

license

-

quality

A Model Context Protocol server that connects Claude and other MCP clients to Aider, enabling AI assistants to efficiently edit files, create new files, and interact with git repositories through natural language.

5

Python

The Unlicense

    *     * Linux
    * Apple

  * ## [MCP Server for Spinnaker](/mcp/servers/csk396ncwf)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[dion-hagan](https://github.com/dion-hagan)

-

security

A

license

-

quality

A Model Context Protocol server implementation that allows AI models to interact with and manage Spinnaker deployments, pipelines, and applications through a standardized interface.

14

TypeScript

MIT License

  * ## [MCP Server: SSH Rails Runner](/mcp/servers/77wuqfg9g3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/local-only)

[tadasant](https://github.com/tadasant)

-

security

A

license

-

quality

Enables secure remote execution of Rails console commands over SSH for read-only operations, mutation planning, and executing approved changes in a deployed Rails environment.

3

7

TypeScript

MIT License

  * ## [DigitalFate MCP Server](/mcp/servers/cpn9ca741u)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[Kalyankensin](https://github.com/Kalyankensin)

-

security

A

license

-

quality

Facilitates high-performance multi-client processing, enabling scalable task execution and integration of advanced agents for automation in real-world applications.

16

Python

MIT License

  * ## [mcp-server-text-editor](/mcp/servers/gl1ytjlxeg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[bhouston](https://github.com/bhouston)

-

security

A

license

-

quality

An open source implementation of the Claude built-in text editor tool versions: text\\_editor\\_20241022 (Claude 3.5 Sonnet) text\\_editor\\_20250124 (Claude 3.7 Sonnet)

180

3

TypeScript

MIT License

  * ## [ConsoleSpy](/mcp/servers/uvy0erohe0)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/local-only)

[mgsrevolver](https://github.com/mgsrevolver)

Verified

-

security

A

license

-

quality

A tool that captures browser console logs and makes them available in Cursor IDE through the Model Context Protocol (MCP).

3

JavaScript

MIT License

  * ## [Slim MCP](/mcp/servers/bwn81lj137)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[webdevtodayjason](https://github.com/webdevtodayjason)

Verified

-

security

A

license

-

quality

A lightweight, modular API service that provides useful tools like weather, date/time, calculator, search, email, and task management through a RESTful interface, designed for integration with AI agents and automated workflows.

Python

MIT License

  * ## [Windsurf Supabase MCP Server](/mcp/servers/jvt7hbms24)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[hertzfelt](https://github.com/hertzfelt)

-

security

A

license

-

quality

A Model Context Protocol server optimized for integrating Supabase with the Windsurf Editor, providing database interactions through natural language with enhanced error handling and response formatting.

2

TypeScript

MIT License

  * ## [generic-mcp-server](/mcp/servers/0vtdinwieq)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[v4lheru](https://github.com/v4lheru)

Verified

-

security

A

license

-

quality

A framework to use with AI to easily create a server for any service. Just drop the API Documentation in it and ask to create the MCP.

4

TypeScript

MIT License

  * ## [Linear MCP Server](/mcp/servers/6nsgmb0z2y)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[jerhadf](https://github.com/jerhadf)

-

security

A

license

-

quality

A Model Context Protocol server that integrates with Linear's issue tracking system, allowing LLMs to create, update, search, and comment on Linear issues through natural language interactions.

224

164

JavaScript

MIT License

    * Apple

  * ## [Google OR-Tools server](/mcp/servers/2wcoht4ueg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/remote-capable)

[Jacck](https://github.com/Jacck)

-

security

A

license

-

quality

MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

4

Python

MIT License

    * Apple
    *   * ## [mcp-github-project-manager](/mcp/servers/g5jidpjria)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[kunwarVivek](https://github.com/kunwarVivek)

-

security

A

license

-

quality

Provides comprehensive tools for managing GitHub projects, milestones, tasks, and sprints. This server integrates deeply with GitHub Projects V2, offering features like automated kanban workflows, sprint planning, and custom field management.

9

TypeScript

MIT License

  * ## [Docker MCP Server](/mcp/servers/lqu9w7f3jf)

    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[zaycruz](https://github.com/zaycruz)

-

security

A

license

-

quality

Facilitates isolated code execution within Docker containers, enabling secure multi-language script execution and integration with language models like Claude via the Model Context Protocol.

Python

MIT License

    *     * Linux
    * Apple

  * ## [Curri MCP Server](/mcp/servers/5wqla3zz3c)official

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[teamcurri](https://github.com/teamcurri)

-

security

F

license

-

quality

Enables interaction with Curri's API by managing text notes, offering tools for note creation, and generating summaries using structured prompts.

JavaScript

    * Apple
    *   * ## [Notion MCP Server](/mcp/servers/d8je77xgmj)official

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[orbit-logistics](https://github.com/orbit-logistics)

-

security

F

license

-

quality

Enables interaction with Notion through the Notion API by exposing it as tools for LLMs, allowing operations like reading, creating, updating, and deleting Notion pages seamlessly via natural language.

40

14

TypeScript

  * ## [riza-mcp](/mcp/servers/0tqdrs96in)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[riza-io](https://github.com/riza-io)

-

security

F

license

-

quality

An MCP server that wraps the Riza Code Interpreter API and presents endpoints as individual tools.

5

JavaScript

  * ## [Unstructured API MCP Server](/mcp/servers/56f7310rbq)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/remote-capable)

[Unstructured-IO](https://github.com/Unstructured-IO)

-

security

F

license

-

quality

An MCP server implementation that enables interaction with the Unstructured API, providing tools to list, create, update, and manage sources, destinations, and workflows.

2

Python

    * Apple

  * ## [Convex MCP server](/mcp/servers/bfm97spkcc)official

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[get-convex](https://github.com/get-convex)

-

security

F

license

-

quality

Convex’s MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity. Perfect for AI automation, real-time apps, and dynamic data access.

3,363

Rust

  * ## [MCP Agent TypeScript Port](/mcp/servers/lamjyav2ov)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[waldzellai](https://github.com/waldzellai)

-

security

F

license

-

quality

A TypeScript implementation of the MCP Agent framework, providing tools for building context-aware agents with advanced workflow management, logging, and execution capabilities.

3

TypeScript

  * ## [Apifox MCP Server](/mcp/servers/83bj4rbw4j)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/remote-capable)

[apifox](https://github.com/apifox)

-

security

F

license

-

quality

A server that connects AI coding assistants like Cursor and Cline to Apifox API definitions, allowing developers to implement API interfaces through natural language commands.

313

2

TypeScript

  * ## [Tecton MCP Server](/mcp/servers/tox4n9oqin)official

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[tecton-ai](https://github.com/tecton-ai)

-

security

F

license

-

quality

Provides a set of tools to interact with Tecton clusters, manage feature stores, and execute Tecton CLI commands through the Mission Control Protocol.

  * ## [Integration App MCP Server](/mcp/servers/16ah76p6hs)official

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[integration-app](https://github.com/integration-app)

-

security

F

license

-

quality

This MCP server implementation allows users to manage and expose actions as tools from their Integration App workspace through the Model Context Protocol.

10

9

JavaScript

  * ## [SettleMint](/mcp/servers/2fzchi4b2a)official

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[settlemint](https://github.com/settlemint)

-

security

F

license

-

quality

Leverage SettleMint's Model Context Protocol server to seamlessly interact with enterprise blockchain infrastructure. Build, deploy, and manage smart contracts through AI-powered assistants, streamlining your blockchain development workflow for maximum efficiency.

3,121

13

TypeScript

  * ## [Solana Agent Kit MCP Server](/mcp/servers/6yukeoy0bb)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[sendaifun](https://github.com/sendaifun)

-

security

F

license

-

quality

A Model Context Protocol server that enables Claude AI to interact with the Solana blockchain through a standardized interface, providing tools for transactions, account queries, and wallet management.

92

15

    *     * Linux
    * Apple

  * ## [Binary Reader MCP](/mcp/servers/6is6u1t00v)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[berlinbra](https://github.com/berlinbra)

Verified

-

security

F

license

-

quality

A Model Context Protocol server for reading and analyzing binary files, with initial support for Unreal Engine asset files (.uasset).

Python

    *     * Linux
    * Apple

  * ## [Python Local MCP Server](/mcp/servers/cuy4zc6k84)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Alec2435](https://github.com/Alec2435)

-

security

F

license

-

quality

Provides an interactive Python REPL environment that maintains persistent session state, allowing users to execute Python code and access session history.

41

Python

    * Apple
    *   * ## [PyTorch HUD MCP Server](/mcp/servers/dsd4i9opk6)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[izaitsevfb](https://github.com/izaitsevfb)

-

security

F

license

-

quality

Provides access to PyTorch CI/CD analytics data including workflows, jobs, test runs, and log analysis through an MCP interface.

Python

  * ## [BluestoneApps MCP Remote Server](/mcp/servers/nzmfilykyf)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[lallen30](https://github.com/lallen30)

-

security

F

license

-

quality

Implements the Model Context Protocol (MCP) over HTTP to provide remote access to BluestoneApps coding standards and React Native code examples.

TypeScript

  * ## [TrueRAG MCP Server](/mcp/servers/v6ajeefo2v)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/hybrid)

[Ad-Veritas](https://github.com/Ad-Veritas)

-

security

F

license

-

quality

Enables interaction with a TrueRAG system through a GraphQL API using the Model Context Protocol (MCP), facilitating access to policies with a Python SDK and GQL library integration.

2

Python

    * Apple
    * Linux
    *   * ## [Dev Memory MCP Server](/mcp/servers/pvm9vdq3pw)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/local-only)

[TrackerXXX23](https://github.com/TrackerXXX23)

-

security

F

license

-

quality

Persistent development memory server that automatically captures and organizes development context, code changes, and user interactions across projects.

1

TypeScript

  * ## [MCP Server for Things3](/mcp/servers/m1dfghn3ca)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[drjforrest](https://github.com/drjforrest)

Verified

-

security

F

license

-

quality

Enables integration with Things3, allowing the creation and management of tasks and projects via the MCP protocol, including synchronization with Agenda projects.

4

Python

    * Apple

  * ## [GitHub Integration MCP Server](/mcp/servers/hs0xf42a7n)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[highlight-ing](https://github.com/highlight-ing)

-

security

F

license

-

quality

Extracts diffs from GitHub Pull Requests, allowing users to retrieve and analyze changes between branches in a repository.

1

JavaScript

  * ## [MCP Base](/mcp/servers/d7zg01mqj0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/hybrid)

[jsmiff](https://github.com/jsmiff)

-

security

F

license

-

quality

A generic Model Context Protocol framework for building AI-powered applications that provides standardized ways to create MCP servers and clients for integrating LLMs with support for Ollama and Supabase.

TypeScript

  * ## [MATLAB MCP Server](/mcp/servers/tf2154y420)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Tsuchijo](https://github.com/Tsuchijo)

-

security

F

license

-

quality

Allows interaction with MATLAB by creating and executing scripts and functions through Claude or other MCP clients, supporting script management and execution result retrieval with environment configuration capabilities.

7

Python

    * Apple

  * ## [ElevenLabs Text-to-Speech MCP](/mcp/servers/athmpgbkuh)

    * [](/mcp/servers/categories/speech-processing)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[georgi-io](https://github.com/georgi-io)

-

security

F

license

-

quality

Integrates ElevenLabs Text-to-Speech capabilities with Cursor through the Model Context Protocol, allowing users to convert text to speech with selectable voices within the Cursor editor.

1

Python

    *     * Linux
    * Apple

  * ## [Cursor Sound MCP](/mcp/servers/eysctxa2n7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[ericlistin](https://github.com/ericlistin)

-

security

F

license

-

quality

Provides audio feedback by playing sound effects when Cursor AI completes code generation, creating a more interactive coding experience.

13

TypeScript

  * ## [Dify MCP Server](/mcp/servers/2plkeyc272)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[faiz-gear](https://github.com/faiz-gear)

-

security

F

license

-

quality

Enables the conversion of Dify applications into Model Context Protocol tools, supporting streaming responses and configured via YAML.

4

TypeScript

  * ## [Github MCP Server](/mcp/servers/mltxtigc9r)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[ParasSolanki](https://github.com/ParasSolanki)

-

security

F

license

-

quality

Provides integration with Github through the Model Context Protocol (MCP), allowing Large Language Models to interact with Github's repositories, issues, pull requests and search functionality.

1

TypeScript

    * Apple
    *   * ## [All-in-One Dev](/mcp/servers/suvoxip0a5)

    * [](/mcp/servers/categories/calendar-management)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[nguyenvanduocit](https://github.com/nguyenvanduocit)

-

security

F

license

-

quality

All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

37

  * ## [Android MCP Server](/mcp/servers/noi5kgoh33)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[minhalvp](https://github.com/minhalvp)

Verified

-

security

F

license

-

quality

A server enabling programmatic control over Android devices through ADB, providing capabilities like screenshot capture, UI layout analysis, and package management that can be accessed by MCP clients like Claude Desktop.

6

Python

    *     * Apple

  * ## [MCP Server Modal](/mcp/servers/9w1qwxyep9)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[Flux159](https://github.com/Flux159)

-

security

F

license

-

quality

An MCP server that allows users to deploy Python scripts to Modal directly from Claude, providing a link to the deployed application that can be shared with others.

4

Python

  * ## [MCP Server](/mcp/servers/d2sek4qalu)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[jonnyhoff](https://github.com/jonnyhoff)

-

security

F

license

-

quality

Provides browser automation capabilities through an API endpoint that interprets natural language commands to perform web tasks using OpenAI's GPT models.

Python

  * ## [Make MCP Server](/mcp/servers/mgxot9uo5w)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[3rzy](https://github.com/3rzy)

-

security

F

license

-

quality

An integration server that allows Claude Desktop to communicate with Make (formerly Integromat) automation platform through the Model Context Protocol, enabling scenario management and execution via natural language.

JavaScript

  * ## [mcp-local-dev](/mcp/servers/kjyamzm2rr)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[txbm](https://github.com/txbm)

-

security

F

license

-

quality

Create sandboxed local development environments directly from Github and execute tests, see coverage and more! Supports Python, Node, Bun and many test runners.

21

Python

  * ## [MCP Python Toolbox](/mcp/servers/wgz6nkycav)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[gianlucamazza](https://github.com/gianlucamazza)

-

security

F

license

-

quality

A Model Context Protocol server that enables AI assistants like Claude to perform Python development tasks through file operations, code analysis, project management, and safe code execution.

1

Python

    *     * Linux
    * Apple

  * ## [DependencyMCP Server](/mcp/servers/4ndnq31gxp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[mkearl](https://github.com/mkearl)

-

security

F

license

-

quality

Analyzes codebases to generate dependency graphs and architectural insights across multiple programming languages, helping developers understand code structure and validate against architectural rules.

5

JavaScript

  * ## [DevEnvInfoServer](/mcp/servers/rodas2o60h)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[carterlasalle](https://github.com/carterlasalle)

Verified

-

security

F

license

-

quality

An MCP server that provides detailed information about your development environment to the Cursor code editor, enabling more context-aware assistance.

1

Python

    *     * Linux
    * Apple

  * ## [Canvas MCP Server](/mcp/servers/2l5xnixkva)

    * [](/mcp/servers/categories/education-and-learning-tools)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[vishalsachdev](https://github.com/vishalsachdev)

-

security

F

license

-

quality

A local server that enables interaction with Canvas Learning Management System API through Claude Desktop, allowing users to manage courses, access assignments, view announcements, and retrieve course materials.

Python

    * Apple

  * ## [NumPy Calculator](/mcp/servers/ucb44x0t56)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[colesmcintosh](https://github.com/colesmcintosh)

-

security

F

license

-

quality

A Model Context Protocol (MCP) server that provides mathematical calculations and operations using NumPy, enabling users to perform numerical computations like matrix operations, statistical analysis, and polynomial fitting directly through Claude.

Python

    *     * Linux
    * Apple

  * ## [Mistral Codestral MCP Server](/mcp/servers/p0l4p3h2s2)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[bsmi021](https://github.com/bsmi021)

-

security

F

license

-

quality

Provides code completion, bug fixing, and test generation for multiple programming languages, integrating with the Mistral Codestral API to enhance code development processes.

1

TypeScript

  * ## [Filesystem MCP Server](/mcp/servers/ghvynj38vk)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Legaltime](https://github.com/Legaltime)

-

security

F

license

-

quality

Node.js server implementing Model Context Protocol for filesystem operations, allowing Claude to read, write, and manipulate files and directories in specified locations.

21,081

JavaScript

  * ## [MCP Pytest Server](/mcp/servers/vrkz0o2puq)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/local-only)

[kieranlal](https://github.com/kieranlal)

-

security

F

license

-

quality

A Node.js server that integrates with pytest to facilitate the ModelContextProtocol (MCP) service tools, enabling test execution recording and environment tracking.

JavaScript

  * ## [OpenAI MCP Server](/mcp/servers/o0r4qq1gpp)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/hybrid)

[arthurcolle](https://github.com/arthurcolle)

-

security

F

license

-

quality

A Model Context Protocol server implementation that enables connection between OpenAI APIs and MCP clients for coding assistance with features like CLI interaction, web API integration, and tool-based architecture.

6

Python

    *     * Linux
    * Apple

  * ## [HANA Cloud MCP Server](/mcp/servers/iwqibil4fv)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[HatriGt](https://github.com/HatriGt)

-

security

F

license

-

quality

Enables integration between SAP HANA Cloud Database and Cursor IDE through the Model Context Protocol, providing standardized interfaces for managing ML models and execution contexts.

Python

    *     * Linux
    * Apple

  * ## [QGIS MCP Server](/mcp/servers/xxqcm3dbf0)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[jjsantos01](https://github.com/jjsantos01)

-

security

F

license

-

quality

Connects Claude AI to QGIS through the Model Context Protocol, allowing Claude to directly interact with and control QGIS for tasks like project creation, layer manipulation, and code execution.

154

Python

    *     * Apple

  * ## [Swagger Explorer MCP](/mcp/servers/1z0w1koqpv)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/remote-capable)

[johnneerdael](https://github.com/johnneerdael)

-

security

F

license

-

quality

A Management Control Plane server that allows users to explore and analyze Swagger/OpenAPI specifications, providing features such as endpoint exploration, schema analysis, and customizable response formatting, with support for authentication and integration with tools like Claude.

4

TypeScript

  * ## [MongoDB MCP Server](/mcp/servers/7w2bcv6rg0)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[1RB](https://github.com/1RB)

-

security

F

license

-

quality

A protocol server that enables LLMs like Claude to interact with MongoDB databases, providing tools for schema exploration, aggregation queries, and data analysis through natural language in Cursor.

186

2

TypeScript

    *     * Linux
    * Apple

  * ## [Xcode MCP Server](/mcp/servers/0ewrg3bfpc)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[PolarVista](https://github.com/PolarVista)

-

security

F

license

-

quality

A Model Context Protocol server that enables AI assistants to build and test Xcode projects directly through a standardized interface, with capabilities for running tests, monitoring progress, and accessing logs in real-time.

23

TypeScript

  * ## [MCP SQLite Server](/mcp/servers/g0zgwpqegg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/local-only)

[johnnyoshika](https://github.com/johnnyoshika)

-

security

F

license

-

quality

A Node.js implementation of the Model Context Protocol server using SQLite, providing a npx-based alternative for environments lacking Python's UVX runner.

73

2

JavaScript

    * Apple
    *   * ## [Apifox MCP Server](/mcp/servers/gn6i27789x)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Tzott](https://github.com/Tzott)

-

security

F

license

-

quality

This server acts as a Message Communication Protocol (MCP) service for integrating Apifox and Cursor, enabling OpenAPI interface implementation through AI-driven interaction.

7

TypeScript

  * ## [QuantMCP](/mcp/servers/b5xuilzdcf)

    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/remote-capable)

[dougdotcon](https://github.com/dougdotcon)

-

security

F

license

-

quality

A Model Context Protocol server that integrates with Amazon Braket, allowing AI assistants to access, control, and interpret results from quantum computing resources.

TypeScript

  * ## [Model Control Plane (MCP) Server](/mcp/servers/omow6idbzl)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[dvladimirov](https://github.com/dvladimirov)

-

security

F

license

-

quality

A server implementation that provides a unified interface for OpenAI services, Git repository analysis, and local filesystem operations through REST API endpoints.

Python

    *     * Linux
    * Apple

  * ## [FastMCP Todo Server](/mcp/servers/sddp91oszb)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[DanEdens](https://github.com/DanEdens)

-

security

F

license

-

quality

A todo management server that receives requests via FastMCP and stores them in MongoDB for processing by the Swarmonomicon todo worker.

3

Python

    *     * Linux
    * Apple

  * ## [my-server MCP Server](/mcp/servers/7gd9rmrfxg)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[vivalalova](https://github.com/vivalalova)

-

security

F

license

-

quality

A TypeScript-based MCP server that enables users to manage text notes and generate summaries, showcasing key MCP concepts like resource representation and LLM integration.

1,354

JavaScript

    * Apple
    *   * ## [MCP BatchIt](/mcp/servers/2gefbup6lf)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[ryanjoachim](https://github.com/ryanjoachim)

-

security

F

license

-

quality

A simple aggregator server that allows batching multiple MCP tool calls into a single request, reducing token usage and network overhead for AI agents.

14

JavaScript

    *   * ## [OpenAPI MCP Server](/mcp/servers/org9aj8cva)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/hybrid)

[ivo-toby](https://github.com/ivo-toby)

-

security

F

license

-

quality

A server that enables Large Language Models to discover and interact with REST APIs defined by OpenAPI specifications through the Model Context Protocol.

78

28

JavaScript

    * Apple

  * ## [Code Knowledge MCP Server](/mcp/servers/prkz57y7a2)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/local-only)

[davidvc](https://github.com/davidvc)

-

security

F

license

-

quality

Provides a project memory bank and RAG context provider for enhanced code understanding and management through vector embeddings, integrated with RooCode and Cline.

9

Python

    * Apple

  * ## [MCP Code Indexer](/mcp/servers/edzx5txsh5)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/local-only)

[zxfgds](https://github.com/zxfgds)

-

security

F

license

-

quality

A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.

Python

    *   * ## [Ghost MCP Server](/mcp/servers/nxrobq9f46)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/marketing)
    * [](/mcp/servers/categories/remote-capable)

[mtane0412](https://github.com/mtane0412)

-

security

F

license

-

quality

Integrates with the Ghost Admin API to allow programmatic management of Ghost CMS features, including posts, pages, tags, authors, members, and image uploads, providing efficient content management capabilities.

5

1

TypeScript

    * Apple
    * Linux
    *   * ## [MCP Unity](/mcp/servers/wajaojujfa)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/games-and-gamification)
    * [](/mcp/servers/categories/local-only)

[CoderGamester](https://github.com/CoderGamester)

-

security

F

license

-

quality

MCP Unity Server to integrate Unity Editor game engine with different AI Model clients (e.g. Claude Desktop, Windsurf, Cursor)

4

    *     * Apple

  * ## [claude-code-mcp](/mcp/servers/9dj2mvzg31)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[KunihiroS](https://github.com/KunihiroS)

Verified

-

security

F

license

-

quality

This project aims to build a Claude Code MCP server and implement its associated tools (explain\\_code, review\\_code, fix\\_code, edit\\_code, test\\_code, simulate\\_command, your\\_own\\_query). The server is implemented using Node.js and the MCP SDK. It receives tool requests from clients via Stdio, dynamically

5

JavaScript

    * Linux

  * ## [Shortcut MCP Server](/mcp/servers/rvxlv6ulz9)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[zekus](https://github.com/zekus)

-

security

F

license

-

quality

A Model Context Protocol server that enables interaction with Shortcut (formerly Clubhouse) project management tool, allowing users to view and search projects, stories, epics, and objectives, as well as create new items through natural language.

3

Python

    * Apple
    *   * ## [DevHub MCP Server](/mcp/servers/wwhg10zzc3)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[peterparker57](https://github.com/peterparker57)

-

security

F

license

-

quality

Enables management of development projects with GitHub integration, facilitating project tracking, repository linking, and metadata maintenance within the Model Context Protocol.

3

JavaScript

  * ## [Awesome MCP FastAPI](/mcp/servers/2ysi73d5t3)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[MR-GREEN1337](https://github.com/MR-GREEN1337)

-

security

F

license

-

quality

A production-ready MCP server built with FastAPI, providing an enhanced tool registry for creating, managing, and documenting AI tools for Large Language Models (LLMs).

12

Python

  * ## [Tiny Cryptography MCP Server](/mcp/servers/94h0qwnece)

    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[anton10xr](https://github.com/anton10xr)

-

security

F

license

-

quality

A Model Context Protocol server built with Express.js that provides cryptographic tools including key pair generation, shared secret derivation, and message encryption/decryption.

153

JavaScript

  * ## [Workers MCP Demo](/mcp/servers/kx0za4fynn)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[akazwz](https://github.com/akazwz)

-

security

F

license

-

quality

A demonstration project that uses Cloudflare Workers MCP to create custom AI tools that can be integrated with Claude, Cursor, and other AI assistants supporting the Model Context Protocol.

25

TypeScript

  * ## [Dify Workflows MCP Server](/mcp/servers/ohq032cusw)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[localSummer](https://github.com/localSummer)

-

security

F

license

-

quality

A TypeScript implementation of a Model Context Protocol (MCP) server that exposes Dify workflows as tools for AI systems to interact with.

3

TypeScript

  * ## [Coding Todo Server](/mcp/servers/93ktutjxe2)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[dennismartis](https://github.com/dennismartis)

-

security

F

license

-

quality

An MCP server that provides tools and resources for managing a coding project's todo list, allowing users to view, add, update, and delete todo items with details like priority, status, and tags.

Python

  * ## [GitHub MCP Server](/mcp/servers/j37nzp7f8j)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[timbuchinger](https://github.com/timbuchinger)

-

security

F

license

-

quality

Enables interaction with GitHub issues via the Model Context Protocol, allowing users to list and create issues with secure authentication.

Python

  * ## [DeepSeek MCP Server](/mcp/servers/1b8v5vz9gl)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Sheshiyer](https://github.com/Sheshiyer)

-

security

F

license

-

quality

Provides code generation and completion capabilities using the DeepSeek API, with support for tool chaining and cost optimization.

3

JavaScript

  * ## [Monday.com MCP Server](/mcp/servers/0wbo0nwb6q)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/remote-capable)

[launchthatbrand](https://github.com/launchthatbrand)

-

security

F

license

-

quality

An MCP server that enables interaction with the Monday.com API for managing boards, workspaces, and items, supporting both individual and bulk operations with comprehensive error handling.

1

JavaScript

  * ## [Linear MCP Server](/mcp/servers/81kv116sq1)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[samcfinan](https://github.com/samcfinan)

-

security

F

license

-

quality

Facilitates project management with the Linear API via the Model Context Protocol, allowing users to manage initiatives, projects, issues, and their relationships through features like creation, viewing, updating, and prioritization.

224

4

TypeScript

  * ## [DeepClaude MCP Server](/mcp/servers/bdzcyii9m8)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Way-To-AGI](https://github.com/Way-To-AGI)

-

security

F

license

-

quality

This server integrates DeepSeek and Claude AI models to provide enhanced AI responses, featuring a RESTful API, configurable parameters, and robust error handling.

13

TypeScript

  * ## [ENS MCP Server](/mcp/servers/nbi8k88cpi)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[JustaName-id](https://github.com/JustaName-id)

-

security

F

license

-

quality

Enables Claude to interact with the Ethereum Name Service (ENS) system to resolve names, check availability, retrieve records, and perform other ENS-related operations through natural language.

118

4

TypeScript

  * ## [Hex API MCP Server](/mcp/servers/0p1ppp85i7)

    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[franccesco](https://github.com/franccesco)

-

security

F

license

-

quality

A server that allows AI assistants to access, view, run, and manage Hex projects through a standardized interface.

Python

    * Linux
    * Apple
    *   * ## [Jupyter MCP Server](/mcp/servers/et849kq742)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[datalayer](https://github.com/datalayer)

-

security

F

license

-

quality

Enables interaction with Jupyter notebooks through the Model Context Protocol, supporting code execution and markdown insertion within JupyterLab environments.

17

Python

    * Apple
    *     * Linux

  * ## [Calculator MCP Server](/mcp/servers/nfm4b9ijgq)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[QuantGeekDev](https://github.com/QuantGeekDev)

-

security

F

license

-

quality

A Model Context Protocol server built with mcp-framework that allows users to create and manage custom tools for processing data, integrating with the Claude Desktop via CLI.

52

4

TypeScript

    * Apple
    *   * ## [Gel Database MCP Server](/mcp/servers/xxwoav0t36)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/local-only)

[christian561](https://github.com/christian561)

-

security

F

license

-

quality

A TypeScript-based MCP server that enables LLM agents to interact with Gel databases through natural language, providing tools to learn database schemas, validate and execute EdgeQL queries.

5

TypeScript

  * ## [MCP Postgres Server](/mcp/servers/2xjj29nqrm)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[MadeByNando](https://github.com/MadeByNando)

-

security

F

license

-

quality

A server implementing the Model Context Protocol (MCP) for Cursor that allows using a PostgreSQL database as storage for model contexts, enabling secure database exploration and querying.

JavaScript

    *     * Linux
    * Apple

  * ## [CodeChecker MCP](/mcp/servers/sexuh3aajt)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[jacklandis29](https://github.com/jacklandis29)

-

security

F

license

-

quality

A code review tool for Cursor IDE that uses OpenAI's GPT models to provide intelligent code analysis and suggestions.

2

Python

    *     * Linux
    * Apple

  * ## [Second Opinion MCP Server](/mcp/servers/klbxlpz1vu)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[PoliTwit1984](https://github.com/PoliTwit1984)

-

security

F

license

-

quality

Provides AI-powered assistance for coding problems using Google's Gemini AI, combined with Perplexity insights and Stack Overflow references, facilitating contextual analysis and automatic response archiving for improved troubleshooting.

9

TypeScript

  * ## [MCP Server](/mcp/servers/oge3u2rzk7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/hybrid)

[GobinFan](https://github.com/GobinFan)

-

security

F

license

-

quality

Implements the Model Context Protocol (MCP) to provide AI models with a standardized interface for connecting to external data sources and tools like file systems, databases, or APIs.

7

Python

    * Apple
    *     * Linux

  * ## [MCP Development Server](/mcp/servers/fgntdsid11)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/virtualization)
    * [](/mcp/servers/categories/local-only)

[dillip285](https://github.com/dillip285)

-

security

F

license

-

quality

A Model Context Protocol server that enables Claude to manage software development projects with complete context awareness and code execution through Docker environments.

1

Python

    * Apple
    *   * ## [Crew AI MCP Server](/mcp/servers/y5nsuuf5t8)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/remote-capable)

[MatthewLaw1](https://github.com/MatthewLaw1)

-

security

F

license

-

quality

Enables AI agent and task management using the CrewAI framework, allowing users to create and run agents and tasks in an automated workflow environment.

0

3

JavaScript

  * ## [MySQL-MCP](/mcp/servers/7y0n0wkuak)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[zajTools](https://github.com/zajTools)

-

security

F

license

-

quality

A Model Context Protocol server that enables SQL query execution, database management, and business intelligence capabilities through MySQL connections.

JavaScript

  * ## [MCP HTTP with SSE transport Tools](/mcp/servers/r8lvcns8iw)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[junjiem](https://github.com/junjiem)

-

security

F

license

-

quality

A plugin that allows Dify to connect to multiple MCP (Model Control Protocol) servers using HTTP with Server-Sent Events transport, supporting custom configurations for URLs, headers, and timeouts.

13

Python

  * ## [MCP - Titan Memory Server](/mcp/servers/iasz64qj43)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[synthience](https://github.com/synthience)

-

security

F

license

-

quality

Enables neural memory sequence learning with a memory-augmented model for improved code understanding and generation, featuring state management, novelty detection, and model persistence.

0

44

TypeScript

  * ## [Jira MCP Server](/mcp/servers/6n4k16puwl)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/remote-capable)

[uddeshya-23](https://github.com/uddeshya-23)

-

security

F

license

-

quality

Enables AI models to interact with Jira using a standardized protocol, offering full Jira REST API integration with features like optimal performance through connection pooling, error handling, and request monitoring.

2

TypeScript

  * ## [Resource Hub Server](/mcp/servers/at4s2w7dgj)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[adamwattis](https://github.com/adamwattis)

-

security

F

license

-

quality

An MCP server that connects to the Resource Hub, allowing centralized configuration and management of tools and resources across different MCP environments.

JavaScript

    * Apple
    *   * ## [Rust Docs MCP Server](/mcp/servers/4kl3b33u2z)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/remote-capable)

[laptou](https://github.com/laptou)

-

security

F

license

-

quality

An MCP server that provides AI tools with access to Rust documentation from docs.rs, enabling search for crates, documentation, type information, feature flags, version information, and source code.

2

TypeScript

  * ## [MCP Server Example](/mcp/servers/hzr1zyeph6)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[alejandro-ao](https://github.com/alejandro-ao)

-

security

F

license

-

quality

An educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server for integrating with various LLM clients like Claude Desktop.

15

Python

    * Apple
    *     * Linux

  * ## [Dify Server](/mcp/servers/0bnt6865ar)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[YanxingLiu](https://github.com/YanxingLiu)

-

security

F

license

-

quality

Server for using Dify. It achieves the invocation of the Dify workflow by calling the tools of MCP.

88

Python

  * ## [playwright-mcp](/mcp/servers/nhpi6f4asd)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[Ashish-Bansal](https://github.com/Ashish-Bansal)

-

security

F

license

-

quality

Playwright MCP server enables AI-driven Playwright test generation by allowing interaction with web pages and element inspection. Integrated with IDEs like Cursor, it provides real-time context to enhance test accuracy and efficiency.

279

1

TypeScript

    * Apple
    *   * ## [MCP Sentry](/mcp/servers/lqepczdj3x)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[MCP-100](https://github.com/MCP-100)

-

security

F

license

-

quality

A Model Context Protocol server that retrieves and analyzes Sentry.io issues, allowing users to inspect error reports, stacktraces, and debugging information from their Sentry account.

4

Python

    * Apple
    *   * ## [MCP Documentation Server](/mcp/servers/4mmrua01ll)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/remote-capable)

[mahawi1992](https://github.com/mahawi1992)

-

security

F

license

-

quality

A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

6

TypeScript

  * ## [GitLab MCP Server](/mcp/servers/l7qxg8h0fh)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[chris-miaskowski](https://github.com/chris-miaskowski)

-

security

F

license

-

quality

A custom server implementation that allows AI assistants to interact with GitLab repositories, providing capabilities for searching, fetching files, creating/updating content, and managing issues and merge requests.

JavaScript

  * ## [MCP Command Server](/mcp/servers/q5rkxotu8n)

    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/local-only)

[Andrew-Beniash](https://github.com/Andrew-Beniash)

-

security

F

license

-

quality

A secure server that allows LLM applications like Claude to execute whitelisted system commands with user confirmation and comprehensive security features.

Python

    *     * Linux
    * Apple

  * ## [Integrated MCP Server](/mcp/servers/2r8d1xr71e)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[patelnav](https://github.com/patelnav)

-

security

F

license

-

quality

Facilitates real-time tool discovery and documentation retrieval for command-line tools within a VSCode extension, using Express and SSE for secure and dynamic content streaming.

4

TypeScript

  * ## [Model Context Provider (MCP) Server](/mcp/servers/cvm6c6e84w)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[Mark850409](https://github.com/Mark850409)

-

security

F

license

-

quality

Facilitates enhanced interaction with large language models (LLMs) by providing intelligent context management, tool integration, and multi-provider AI model coordination for efficient AI-driven workflows.

Python

  * ## [mcp-openapi-schema](/mcp/servers/9yqbiz3hwx)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/hybrid)

[hannesj](https://github.com/hannesj)

-

security

F

license

-

quality

A MCP server that exposes OpenAPI schema information to LLMs like Claude. This server allows an LLM to explore and understand large OpenAPI schemas through a set of specialized tools, without needing to load the whole schema into the context

10

4

JavaScript

    * Apple
    *     * Linux

  * ## [Sanity MCP Server](/mcp/servers/r586ovnwc0)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[jlmelis](https://github.com/jlmelis)

-

security

F

license

-

quality

An MCP server that enables Claude Desktop to interact with Sanity.io content, providing tools to create, edit, list documents and get schema templates.

TypeScript

  * ## [blah-mcp](/mcp/servers/mzhi2jsx0x)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/hybrid)

[thomasdavis](https://github.com/thomasdavis)

-

security

F

license

-

quality

BLAH - Barely Local Agent Host A new public registry that assists in ochestration of MCP servers and their tools

0

1

TypeScript

  * ## [MCP Server for ML Model Integration](/mcp/servers/buf72euzzj)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/research-and-data)
    * [](/mcp/servers/categories/local-only)

[nicknochnack](https://github.com/nicknochnack)

-

security

F

license

-

quality

A server that integrates trained Random Forest models with Bee Framework, enabling ReAct interactivity for AI tools and agents.

10

Python

  * ## [Coding Standards MCP Server](/mcp/servers/jiob6e27n1)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/education-and-learning-tools)
    * [](/mcp/servers/categories/remote-capable)

[ggerve](https://github.com/ggerve)

-

security

F

license

-

quality

Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.

Python

  * ## [Blender MCP Server](/mcp/servers/4c0jocmt26)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/local-only)

[cwahlfeldt](https://github.com/cwahlfeldt)

-

security

F

license

-

quality

A Model Context Protocol server that allows management and execution of Blender Python scripts, enabling users to create, edit and run scripts in a headless Blender environment through natural language interfaces.

3

Python

  * ## [MCP-RAG Server](/mcp/servers/cni0rqrp11)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[felixscherz](https://github.com/felixscherz)

-

security

F

license

-

quality

Connects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).

1

Python

  * ## [Snyk MCP Server](/mcp/servers/6swx5p9wnb)

    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[sammcj](https://github.com/sammcj)

-

security

F

license

-

quality

A standalone server enabling Snyk security scanning through the Model Context Protocol, with support for repository and project analysis, token verification, and CLI integration.

1

JavaScript

  * ## [mcp-graphql-schema](/mcp/servers/544atbdic7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/hybrid)

[hannesj](https://github.com/hannesj)

-

security

F

license

-

quality

A MCP server that exposes GraphQL schema information to LLMs like Claude. This server allows an LLM to explore and understand large GraphQL schemas through a set of specialized tools, without needing to load the whole schema into the context

5

JavaScript

    * Apple
    *     * Linux

  * ## [Phabricator MCP Server](/mcp/servers/dcokgk2ei2)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[baba786](https://github.com/baba786)

-

security

F

license

-

quality

A Model Context Protocol (MCP) server implementation for interacting with Phabricator API. This server allows LLMs to interact with Phabricator through a standardized interface.

5

Python

  * ## [DeepClaude MCP Server](/mcp/servers/b9zf4a5xid)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[smithery-ai](https://github.com/smithery-ai)

-

security

F

license

-

quality

Enables integration and control of DeepSeek and Claude AI models through RESTful APIs, supporting seamless AI model operations with configurable parameters and robust error handling.

13

3

  * ## [Azure DevOps MCP Server](/mcp/servers/vbqbnnzcdd)

    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/remote-capable)

[Tiberriver256](https://github.com/Tiberriver256)

-

security

F

license

-

quality

A Model Context Protocol server that enables AI assistants to interact with Azure DevOps resources including projects, work items, repositories, pull requests, branches, and pipelines through a standardized protocol.

4

TypeScript

    *     * Linux
    * Apple

  * ## [Coder Toolbox MCP Server](/mcp/servers/moc1hdyk44)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/local-only)

[lamemind](https://github.com/lamemind)

Verified

-

security

F

license

-

quality

A utility toolkit that enhances Claude's code interaction capabilities by providing seamless tools for Java code analysis, manipulation, and testing workflows.

2

TypeScript

  * ## [MCP Atlassian](/mcp/servers/w8drdld8a6)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/customer-support)
    * [](/mcp/servers/categories/remote-capable)

[samwang0723](https://github.com/samwang0723)

-

security

F

license

-

quality

An MCP server that enables AI agents to interact with Atlassian products (Confluence and Jira) for content management, issue tracking, and project management through a standardized interface.

2

TypeScript

  * ## [Notes MCP Server](/mcp/servers/74p3hzzqcc)

    * [](/mcp/servers/categories/note-taking)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[HeatherFlux](https://github.com/HeatherFlux)

-

security

F

license

-

quality

A TypeScript-based MCP server that enables users to manage text notes with features like note creation and summary generation using a Model Context Protocol.

JavaScript

    * Apple
    *   * ## [MCP EVM Signer](/mcp/servers/ljltvn2uu3)

    * [](/mcp/servers/categories/finance)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[zhangzhongnan928](https://github.com/zhangzhongnan928)

-

security

F

license

-

quality

A server that securely manages Ethereum private keys locally and enables Claude for Desktop to interact with EVM-compatible blockchains through Infura.

TypeScript

  * ## [MCP Server Enhanced SSH](/mcp/servers/en0lm47n1n)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/security-and-iam)
    * [](/mcp/servers/categories/hybrid)

[8bit-wraith](https://github.com/8bit-wraith)

-

security

F

license

-

quality

A robust SSH server facilitating secure remote command execution with TMUX session management, multi-window support, and smart session recovery for improved AI-human interaction.

3

Python

  * ## [MCP File Context Server](/mcp/servers/x133mt0q3l)

    * [](/mcp/servers/categories/file-systems)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[bsmi021](https://github.com/bsmi021)

-

security

F

license

-

quality

A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.

2

JavaScript

  * ## [Cursor DB MCP Server](/mcp/servers/jl8t4c5oxo)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/local-only)

[jbdamask](https://github.com/jbdamask)

-

security

F

license

-

quality

A Model Context Protocol server that enables AI assistants to explore and interact with Cursor IDE's SQLite databases, providing access to project data, chat history, and composer information.

5

Python

    * Apple

  * ## [MCP Server for Cursor](/mcp/servers/i8mr884fr8)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/local-only)

[AntDX316](https://github.com/AntDX316)

-

security

F

license

-

quality

A Model Context Protocol server that integrates with Cursor IDE, providing real-time communication, modern web dashboards, and extensible tools via SSE and WebSocket connections.

571

1

Python

  * ## [Whimsical MCP Server](/mcp/servers/wfscug0oke)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/image-and-video-processing)
    * [](/mcp/servers/categories/local-only)

[BrockReece](https://github.com/BrockReece)

-

security

F

license

-

quality

Enables programmatic creation of Whimsical diagrams from Mermaid markup generated by AI models like Claude through the Model Context Protocol.

3

TypeScript

  * ## [RAG Documentation MCP Server](/mcp/servers/co522bhy31)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/hybrid)

[rahulretnan](https://github.com/rahulretnan)

-

security

F

license

-

quality

Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.

34

13

TypeScript

  * ## [Python Jira MCP Server](/mcp/servers/trslzvvi2w)

    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Chase-Bullock](https://github.com/Chase-Bullock)

-

security

F

license

-

quality

A server implementation that allows AI models to interact with Jira through the Model Context Protocol, enabling tasks like JQL searches and retrieving issue details.

Python

  * ## [Reaper MCP Server](/mcp/servers/v618ezz9d6)

    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[dschuler36](https://github.com/dschuler36)

-

security

F

license

-

quality

Connects Reaper projects to an MCP client like Claude Desktop, allowing users to ask questions and retrieve parsed information about the projects using natural language.

9

Python

  * ## [MCP Expert Server](/mcp/servers/13bt2om5eq)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/cloud-platforms)
    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/local-only)

[crazyrabbitLTC](https://github.com/crazyrabbitLTC)

-

security

F

license

-

quality

A Model Context Protocol server utilizing Claude AI for generating intelligent queries and offering documentation assistance based on API documentation analysis.

2

1

TypeScript

  * ## [MTS MCP Server](/mcp/servers/aldk61tq79)

    * [](/mcp/servers/categories/knowledge-and-memory)
    * [](/mcp/servers/categories/search)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[CalvinMagezi](https://github.com/CalvinMagezi)

-

security

F

license

-

quality

A comprehensive suite of Model Context Protocol servers designed to extend AI agent Claude's capabilities with integrations for knowledge management, reasoning, advanced search, news access, and workspace tools.

5

TypeScript

    * Apple
    *   * ## [systemd-coredump MCP Server](/mcp/servers/m7kiwah6mm)

    * [](/mcp/servers/categories/monitoring)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/os-automation)
    * [](/mcp/servers/categories/local-only)

[signal-slot](https://github.com/signal-slot)

-

security

F

license

-

quality

Enables MCP-capable applications to access, manage, and analyze system core dumps through integration with systemd-coredump functionality.

4

1

JavaScript

    * Linux

  * ## [API Tester MCP Server](/mcp/servers/bcp8tgdqzn)

    * [](/mcp/servers/categories/browser-automation)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[Vikrant-Khedkar](https://github.com/Vikrant-Khedkar)

-

security

F

license

-

quality

A Model Context Protocol server that allows Claude to make API requests on your behalf, providing tools for testing various APIs including HTTP requests and OpenAI integrations without sharing your API keys in the chat.

Python

    *     * Linux
    * Apple

  * ## [Backlog MCP Server](/mcp/servers/p266xmcqpb)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/remote-capable)

[katsuhirohonda](https://github.com/katsuhirohonda)

-

security

F

license

-

quality

Integrates Backlog project management with Claude via Model Context Protocol, enabling access to projects, issues, and wiki pages through natural language interactions.

TypeScript

  * ## [Django Migrations MCP Service](/mcp/servers/jcsw5n4pn7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/hybrid)

[mrrobotke](https://github.com/mrrobotke)

-

security

F

license

-

quality

A Model Context Protocol service that wraps Django's migration commands as MCP endpoints, making it easy to manage migrations across multiple services and integrate with CI/CD pipelines.

Python

    * Linux
    *     * Apple

  * ## [Jira](/mcp/servers/oj02kilws4)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/communication)
    * [](/mcp/servers/categories/remote-capable)

[vurtnec](https://github.com/vurtnec)

-

security

F

license

-

quality

MCP to Connect JIRA by NodeJs

2

JavaScript

  * ## [Coding Assistant Server](/mcp/servers/in0s5a6bi7)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[AviOfLagos](https://github.com/AviOfLagos)

-

security

F

license

-

quality

Server that enhances the capabilities of the Cline coding agent. It provides intelligent code suggestions, reduces hallucinations, and documents the knowledge base by leveraging your project's documentation and detecting the technologies used in your codebase.

8

JavaScript

  * ## [Xano MCP Server](/mcp/servers/a3btd8oczc)

    * [](/mcp/servers/categories/databases)
    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[lowcodelocky2](https://github.com/lowcodelocky2)

-

security

F

license

-

quality

Enables AI assistants to manage Xano databases through the Model Context Protocol, allowing users to create, modify, and delete tables, edit schemas, and extract API documentation.

3

TypeScript

  * ## [cosense-mcp-server](/mcp/servers/arzvlylcom)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/remote-capable)

[yosider](https://github.com/yosider)

-

security

F

license

-

quality

The cosense-mcp-server facilitates the integration with Claude Desktop by serving as a middleware command pipeline server, allowing for interaction with projects in cosense.

184

3

TypeScript

    * Apple
    *   * ## [Lodestar MCP Server](/mcp/servers/x880y2havg)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/local-only)

[kanlanc](https://github.com/kanlanc)

-

security

F

license

-

quality

This is an MCP server that facilitates building tools for interacting with various APIs and workflows, supporting Python-based development with potential for customizable prompts and user configurations.

Python

  * ## [Linear MCP Integration Server](/mcp/servers/mjhmw08m6v)

    * [](/mcp/servers/categories/developer-tools)
    * [](/mcp/servers/categories/version-control)
    * [](/mcp/servers/categories/hybrid)

[MadeByNando](https://github.com/MadeByNando)

-

security

F

license

-

quality

Enables AI models to interact with Linear for issue tracking and project management through capabilities like creating/searching issues, managing sprints, and retrieving workflow states.

TypeScript




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# Model Context Protocol (MCP) vs Security

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# What is MCP

Model Context Protocol (MCP) is an open protocol designed to provide a secure, standardized, and flexible integration between large language models (LLMs) and external data sources or tools. MCP enables AI-powered applications to dynamically enrich and customize model contexts while allowing developers to build more secure and efficient AI systems.

MCP follows a client-server architecture and consists of some key components: **MCP Clients, MCP Servers.** MCP Clients facilitate the connection between LLM-based applications and MCP Servers. MCP Servers manage specific data sources (such as file systems, APIs, or proprietary datasets) and expose relevant information to LLMs through the protocol. This structured approach ensures that models access only the necessary data, enhancing both security and performance.

<https://modelcontextprotocol.io/introduction>

# Example

This article will analyze several MCP Servers. You can access all MCP Servers at <https://mcp-get.com/>.

## server-filesystem

Source:

## [MCP Package Registry | Model Context ProtocolFind and search MCP servers in one place. The simplest way to discover, track, and manage Model Context Protocol…mcp-get.com](https://mcp-get.com/packages/%40modelcontextprotocol%2Fserver-filesystem?source=post_page-----07b2a84b6b8c---------------------------------------)

This server allows LLM models to perform operations on a file server, such as:

  * Read/write files
  * Create/list/delete directories
  * Move files/directories
  * Search files
  * Get file metadata



The server’s configuration is as follows:
    
    
    {  
        "mcpServers": {  
          "filesystem": {  
            "command": "npx",  
            "args": [  
              "-y",  
              "@modelcontextprotocol/server-filesystem",  
              "/Users/serhatcicek/Desktop",  
              "/Users/serhatcicek/"  
            ]  
          }  
        }  
    }

In this configuration, the server’s access to specific paths is determined. It is important to carefully consider these access permissions, and if possible, restrict the files that the LLM can access. For example, files within a sandbox can be restricted, and access can be granted only to files under a specific path (e.g., /Users/{username}/LLM-Folder/).

# Security Analyses

When using MCP servers, several security precautions should be considered:

## **Restriction**

**File Restriction:** As seen in the previous example, if the server has access to the file system, root directories should be avoided, and specific directories should be provided to the LLM. This ensures that only necessary files are accessible by the LLM.

**API Key Restriction:** Some servers communicate with external tools such as GitHub, Git, Slack, Yahoo, Brave, etc. These servers require an API key from the outsourced tool to function. When defining API keys for servers, these values should be restricted. For example, if an API key is created for an LLM on GitHub, it should only grant access to a specific project and not provide full access to all repositories or permissions.

**Source Restriction:** Some servers directly access data sources like MsSQL, PostgreSQL, etc. The data sources accessible by the servers should be limited. Servers connecting to PostgreSQL should not use admin privileges; instead, they should use users with only the necessary permissions to perform the required tasks.

## Dependency Control

MCP servers can be developed using programming languages such as JavaScript (TypeScript), Java, Kotlin, and Python. The developed servers may utilize some dependencies of the respective programming languages. Therefore, the dependencies of the used MCP server should not be overlooked. Any security vulnerability present in a dependency can potentially affect the user.

MCP servers may be vulnerable to Dependency Injection (DI) flaws. It is crucial not to overlook the dependencies of the servers, as any weakness in these dependencies can be exploited and compromise the security of the system.

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https://medium.com/@don-lim/comprehensive-report-on-model-context-protocol-mcp-with-an-introduction-to-cursor-rules-f2a8a98708e9

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Comprehensive Report on Model Context Protocol (MCP) with an Introduction to Cursor Rules | by Don Lim | Feb, 2025 | Towards AI

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# **Comprehensive Report on Model Context Protocol (MCP) with an Introduction to Cursor Rules**

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Developed by **Anthropic** to initially help improve how **LLMs** and **machine learning tools** work by making it easier for these systems to talk to other programs. Today, MCP is increasingly being adopted in various software development contexts, including **AI-assisted coding tools** like **Cursor**.

MCP’s primary function is to standardize and simplify how AI systems interact with external resources such as **databases** , **file systems** , and **other tools**. Think of MCP as a standardized protocol that allows different programs to communicate securely and efficiently.

Meanwhile,**Cursor Rules** used in an Integrated Development Environment (IDE) called **Cursor** developed by **Anysphere Inc.** are configuration files that define how AI should interact with your codebase, providing context-aware assistance. **The combination of Cursor Rules and MCP significantly enhances AI-assisted coding** by providing context-aware assistance and expanding the AI’s capabilities.

A Screenshot of Cursor Directory Featuring a List of Cursor Rules and MCP Servers

This report explains how MCP is built, its role in managing big software projects, the way its different parts work together, and some advanced features that help optimize performance and security.

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Enh: Add support for Model Context Protocol (MCP) · open-webui/open-webui · Discussion #7363 · GitHub

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#  Enh: Add support for Model Context Protocol (MCP)  #7363

[ flefevre ](/flefevre) started this conversation in [General](/open-webui/open-webui/discussions/categories/general)

Enh: Add support for Model Context Protocol (MCP)  #7363

[ ![@flefevre](https://avatars.githubusercontent.com/u/5609620?s=40&v=4) flefevre  ](/flefevre)

Nov 26, 2024 * 20 comments * 32 replies 

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[![](https://avatars.githubusercontent.com/u/5609620?s=64&v=4) flefevre ](/flefevre) Nov 26, 2024

\- 

It would be highly beneficial to integrate support for the Model Context Protocol (MCP) into the Open WebUI project. MCP is a standardized protocol designed to improve interoperability between AI models and systems by enabling seamless context sharing. Why MCP support?

  1. Improved interoperability: MCP allows Open WebUI to interact with a broader range of tools and models.
  2. Enhanced usability: Simplifies workflows for developers and end-users who rely on MCP-compatible systems.
  3. Future-proofing: MCP is gaining traction in the AI community, and adopting it early positions Open WebUI as a forward-thinking project.

Suggested Implementation

  1. Review the MCP documentation for integration requirements.
  2. Identify areas of Open WebUI where MCP can enhance context sharing between models.
  3. Develop a compatibility layer or adapt the existing APIs to align with MCP specifications.
  4. Add configuration options to enable or disable MCP functionality.

Additional Context MCP Introduction: <https://modelcontextprotocol.io/introduction> By adding MCP support, Open WebUI will remain at the forefront of innovation and maintain its relevance in the rapidly evolving AI ecosystem.  
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##  Replies:  20 comments  * 32 replies 

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[![](https://avatars.githubusercontent.com/u/16389?s=64&v=4) ryana ](/ryana) Dec 1, 2024

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There's another thread over on Ollama about supporting MCP. As I [suggested](https://github.com/ollama/ollama/issues/7865#issuecomment-2509478538) there, the flow that needs to be implemented is something like:

  1. Expect the MCP servers to be running
  2. Have an env var pointing to them
  3. Query the available tools from MCP
  4. Inject the tools automatically server side into all calls
  5. And then this is the tricky part: go into an agent loop calling the tools as needed

Steps 1-4 are probably pretty trivial to implement within OpenWebUI, but I could see item 5 being a bit more involved. Do those steps match what you're thinking for your item 4: "enable or disable MCP functionality"?  
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[kevinkre](/kevinkre) Feb 4, 2025

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I think the agent loop is overkill.  
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[![](https://avatars.githubusercontent.com/u/25473318?s=64&v=4) tjbck ](/tjbck) Dec 1, 2024

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## PR Welcome for Tools Integration!

With that being said, I'd like to be informed on in what scenarios MCP would be superior to traditional REST API endpoints (which is already a widely accepted standard for **everyone**).  
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[dsp-ant](/dsp-ant) Dec 2, 2024

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I got linked this issue. If Open WebUI is thinking about implementing MCP, we are always happy to chat and help from the MCP side. If there are any specific questions, let me know. I can't comment too much about the difference between REST API and MCP, since I am involved in one of the projects. One thing for us that made us create MCP is that it's stateful and bidrectional, allowing for more agentic workflows.  
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[robertDouglass](/robertDouglass) Jan 7, 2025

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MCP is designed for LLMs. It has primitive concepts like tools, which often resemble APIs, resources, prompts, and others that aren't even fully implemented yet. Resources and prompts typically don't exist in API land at all, but they're absolutely necessary for teaching LLMs to use APIs. It seems like a perfect abstraction layer on top of API to me and I highly recommend you reconsider implementing it.  
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[tjbck](/tjbck) Jan 8, 2025

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I can definitely see MCP tools integration being useful (for others I'll try to re-evaluate my stance), so I'd be more than happy to accept contributions here!  
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[d4v3y0rk](/d4v3y0rk) Jan 9, 2025

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I have been trying to write a simple tool for Open-WebUI for a little bit now. I created a simple FastAPI app that has a single endpoint /frame that returns a frame from a security camera that is grabbed over rtsp. The api works perfectly. Getting it to display the image in Open-WebUI has been difficult. I know Open-WebUI can display images in the UI because we can use the "repeat this back to me " and then when it repeat the text back you can hit the generate image button and it will show the image. but creating a tool that is able to display that image seems non-trivial. The reason I am bringing this up here is because while reviewing the code for other tools on the community site for I am not seeing very consistent usage or very good documentation on how to develop tools that the models can use. It seems like docstrings are used as some kind of hint for the model to understand how to use the tool. There seems to be multiple ways to return messages to the chat interface either by using event_emitters or simply by using `return f"your content"` there are examples of images being base64 endoded and returned in utf-8 etc. To be clear I am not wanting this to come off as critical towards the developer/developers of this amazing project! I just think implementing the MCP protocol here in openwebui may be what is needed to offload some the tool development and tool development documentation work to others. For example there is already a great example of a weather MCP server in their examples. Similarly there are several different weather related things in the tools on the community site for openwebui. Two of them appear to be copies of one. and another one just returns "Weather of {city} is nice." I think that one is someone testing how to build tools. Which is fine. But it highlights the issue - which is developing tools for openwebui is some kind of wizardry yet to be fully understood (at least by me). On the other hand if MCP were implemented for function calling and tool creation the developers on this great project could "offload" the tool development documentation and tap into all of the super useful and interesting MCP servers that are already being created. Just my .02 cents  
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[d4v3y0rk](/d4v3y0rk) Jan 9, 2025

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Many MCP Servers popping up for different things. <https://mcpservers.org/>  
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[![](https://avatars.githubusercontent.com/u/5029053?s=64&v=4) KarimJedda ](/KarimJedda) Dec 1, 2024

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Wouldn't this be a better fit for a pipeline? <https://github.com/open-webui/pipelines/> As [@tjbck](https://github.com/tjbck) mentions, it's just a JSON-RPC to call.  
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[ryana](/ryana) Dec 2, 2024

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I didn't know about Pipelines. I also forgot about Functions until last night. At first I started to think "oh maybe this is just a function" but after briefly reviewing Pipelines it looks like a better fit. One question that pops up for me is how to implement the UI Claude Desktop flow has where upon each tool invocation, it pops up a modal asking the user if that call should happen. That could happen conversationally without any UI changes I guess.  
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[jkuehn](/jkuehn) Dec 5, 2024

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Open WebUI has those events that can be emitted by pipelines. I haven't tried it yet, but it already has a confirmation event: <https://github.com/open-webui/open-webui/blob/main/src/lib/components/chat/Chat.svelte#L257-L264>  
It can be used by pipelines. What do you think?  
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[![](https://avatars.githubusercontent.com/u/25515688?s=64&v=4) madtank ](/madtank) Dec 22, 2024

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I wanted to highlight the potential value of integrating Anthropic’s Model Context Protocol (MCP) into Open WebUI. MCP is an open-source attempt at standardizing context protocols for AI—a super powerful and timely initiative. It offers a streamlined way to manage context and tool usage intelligently, without relying on manual toggling or cumbersome configurations. This is especially important because, while different implementations might approach tool use in various ways, MCP has shown rapid development and robust functionality in real-world applications like Claude. By supporting MCP, Open WebUI could:  
• Tap into a fast-growing standard that simplifies tool integration and expands AI capabilities.  
• Provide developers and users with a consistent, context-aware, and scalable framework.  
• Stay aligned with the broader AI community’s movement toward standardized, efficient solutions. Given the speed and momentum behind MCP’s development, I think it’s worthwhile for the Open WebUI community to consider supporting it or aligning with its principles.  
---  
  
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[![](https://avatars.githubusercontent.com/u/5609620?s=64&v=4) flefevre ](/flefevre) Dec 24, 2024

Author 

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Reading the following article, I understood some new elements  
<https://neo4j.com/developer-blog/claude-converses-neo4j-via-mcp/> `That’s why the protocol employs the following key principles:  
<https://spec.modelcontextprotocol.io/specification/> User consent and control: Users need to approve server and data access and always be able to discern which data was sent and received. Client implementations need to have clear UIs for these authorizations.  
Data privacy access control for user data, no data exfiltration to other services by hosts and servers.  
Tool safety is used to prevent malicious code execution and to ensure that tools are safe to run and don’t have side effects. Tools need to be structured in a way that a user clearly understands what each tool is doing.  
LLM sampling controls: The protocol limits server access to user prompts. Users can control sampling and what data and prompts are sent to the server.` They had a lot of connectors:from filesystem, git, web search but also slack, docker, kubernetees.  
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[![](https://avatars.githubusercontent.com/u/12184532?s=64&v=4) ivishalgandhi ](/ivishalgandhi) Jan 25, 2025

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Just curious if this feature is available  
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[madtank](/madtank) Jan 25, 2025

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The easiest way to use mcp for open webui, would be to create a mcp client function. I can do this and share, I have already created an mcp client for autogen studio and it works good.  
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[hannesrudolph](/hannesrudolph) Jan 26, 2025

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[@madtank](https://github.com/madtank) can you shoot me a discord about this? user id hrudolph  
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[dewoller](/dewoller) Feb 9, 2025

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[@madtank](https://github.com/madtank) , would it be possible for you to post the code here? It would be a great start. I have already written a couple MCP plugins, it would be good to try them out here  
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[madtank](/madtank) Feb 9, 2025

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> [@madtank](https://github.com/madtank) , would it be possible for you to post the code here? It would be a great start. I have already written a couple MCP plugins, it would be good to try them out here

I have some MCP examples in OllamaAssist, autogenstudio-skills, but I don’t have tools for Open WebUI—only for Autogen. If you’re looking for MCP integration, you can check out those examples. Hope that helps!  
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[![](https://avatars.githubusercontent.com/u/5609620?s=64&v=4) flefevre ](/flefevre) Jan 25, 2025

Author 

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Yes it would be a good start. Will you provide it as a 'code for a pr' or as a 'tools'? It will be good also to add a MCP server in the test distribution, perhaps the one 'file MCP server'. Le sam. 25 janv. 2025, 17:58, Jacob Taunton ***@***.***> a écrit : … The easiest way to use mcp for open webui, would be to create a mcp client function. I can do this and share, I have already created an mcp client for autogen studio and it works good. — Reply to this email directly, view it on GitHub <[#7363 (reply in thread)](https://github.com/open-webui/open-webui/discussions/7363#discussioncomment-11952845)>, or unsubscribe <<https://github.com/notifications/unsubscribe-auth/ABKZRFBWZQRCFKYS4N2CDBD2MO7BZAVCNFSM6AAAAABSPTG7XWVHI2DSMVQWIX3LMV43URDJONRXK43TNFXW4Q3PNVWWK3TUHMYTCOJVGI4DINI>> . You are receiving this because you authored the thread.Message ID: ***@***.***>  
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[![](https://avatars.githubusercontent.com/u/25515688?s=64&v=4) madtank ](/madtank) Jan 25, 2025

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Would love to contribute to the project. Let me review how the mcp client I have would need to be refactored if any to work with open webui. This is the mcp client function I made for autogen studio <https://github.com/madtank/autogenstudio-skills/blob/main/tools/mcp_client.py>. I'll open a PR after I review the current tool structure and do some tests. … On Sat, Jan 25, 2025 at 9:10 AM flefevre ***@***.***> wrote: Yes it would be a good start. Will you provide it as a 'code for a pr' or as a 'tools'? It will be good also to add a MCP server in the test distribution, perhaps the one 'file MCP server'. Le sam. 25 janv. 2025, 17:58, Jacob Taunton ***@***.***> a écrit : > The easiest way to use mcp for open webui, would be to create a mcp client > function. I can do this and share, I have already created an mcp client for > autogen studio and it works good. > > — > Reply to this email directly, view it on GitHub > < [#7363 (reply in thread)](https://github.com/open-webui/open-webui/discussions/7363#discussioncomment-11952845)>, > or unsubscribe > < <https://github.com/notifications/unsubscribe-auth/ABKZRFBWZQRCFKYS4N2CDBD2MO7BZAVCNFSM6AAAAABSPTG7XWVHI2DSMVQWIX3LMV43URDJONRXK43TNFXW4Q3PNVWWK3TUHMYTCOJVGI4DINI>> > . > You are receiving this because you authored the thread.Message ID: > ***@***.***> > — Reply to this email directly, view it on GitHub <[#7363 (comment)](https://github.com/open-webui/open-webui/discussions/7363#discussioncomment-11952937)>, or unsubscribe <<https://github.com/notifications/unsubscribe-auth/AGCVNKFCK62A5TTZZUW2MP32MPAQZAVCNFSM6AAAAABSPTG7XWVHI2DSMVQWIX3LMV43URDJONRXK43TNFXW4Q3PNVWWK3TUHMYTCOJVGI4TGNY>> . You are receiving this because you commented.Message ID: ***@***.***>  
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[![@yandi-farinango](https://avatars.githubusercontent.com/u/71475457?s=60&v=4)](/yandi-farinango)

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[yandi-farinango](/yandi-farinango) Feb 12, 2025

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Would love to help with this! Huge fan of MCP and think it would be a great addition to openwebUI. Hit me up so we can get something going!  
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[![](https://avatars.githubusercontent.com/u/38102897?s=64&v=4) pimdo ](/pimdo) Jan 31, 2025

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I think the relationship between MCP and tools/resources is similar to the relationship between Swagger and REST APIs. Just as Swagger standardized and simplified the way developers interact with REST APIs, MCP does the same for tools and resources.  
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[madtank](/madtank) Jan 31, 2025

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I integrated MCP into a few repos already. For this group, my repo OllamaAssist. It's still a WIP, but it's functional with brave search and file operations. My only complaint is I can't find a model that runs locally that is very reliable with tool calling, it works, but nowhere as good as Sonnet 3.5 new. I'm going to check out new mistral small, but I'm open for suggestions.  
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[flefevre](/flefevre) Feb 1, 2025

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It will be great if you could share your work.  
Here as Europeans it is really important for us to be compliant with open source and sovereign technologies. If you have time to look for compliance with MistralAI, that will go in good direction with authorship, energy efficiency and performance.  
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[kevinkre](/kevinkre) Feb 4, 2025

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[@madtank](https://github.com/madtank) \- Ensure the function api/tool description is in context (almost always means: system prompt). Add a few ICL examles of tool usage also to the system prompt. If there is no system prompt then pin this information to the first message in the chat (pin meaning it always appears as first message).  
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[kevinkre](/kevinkre) Feb 4, 2025

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Claude 3.5 Sonnet is the ruler of tool use, that is for sure.  
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[![](https://avatars.githubusercontent.com/u/150930289?s=64&v=4) Bschim ](/Bschim) Feb 18, 2025

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I would like this and it would also be great to have this implemented in the new Direct Connections user settings.  
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[![](https://avatars.githubusercontent.com/u/250169?s=64&v=4) alphaDev23 ](/alphaDev23) Feb 21, 2025

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Cline 3.4 just released with an MCP Server marketplace with one click installation making it extremely easy to connect to a whole slew of databases, file systems, etc. <https://github.com/cline/cline>  
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[![](https://avatars.githubusercontent.com/u/60731977?s=64&v=4) juan-abia ](/juan-abia) Feb 28, 2025

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Is someone working on this? I see it's in the roadmap. Integrating with MCP is vital for the project.  
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[don-alberto](/don-alberto) Mar 3, 2025

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Same here!  
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[![](https://avatars.githubusercontent.com/u/84923604?s=64&v=4) SecretiveShell ](/SecretiveShell) Mar 9, 2025

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You can get this working via <https://github.com/SecretiveShell/MCP-Bridge>  
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[alphaDev23](/alphaDev23) Mar 9, 2025

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Project looks great but how to use? Configure Open WebUI connections to point to mcp-bridge? How use an mcp server from within Open WebUI? I configured with the following config.json. ""sampling": {  
"timeout": 10,  
"models": [  
{  
"model": "gpt-4o",  
"intelligence": 0.8,  
"cost": 0.9,  
"speed": 0.3  
},  
{  
"model": "gpt-4o-mini",  
"intelligence": 0.4,  
"cost": 0.1,  
"speed": 0.7  
}  
]  
},  
"mcp_servers": {  
"fetch": {  
"command": "uvx",  
"args": [  
"mcp-server-fetch"  
]  
}  
},  
"  
---  
  
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[SecretiveShell](/SecretiveShell) Mar 9, 2025

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Yes you use bridge as the openai base URL  
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[![](https://avatars.githubusercontent.com/u/131402327?s=64&v=4) rgaricano ](/rgaricano) Mar 9, 2025

\- 

### Installing MPC-Bridge with Ollama in Open-WebUI

Clone repo  
`git clone https://github.com/SecretiveShell/MCP-Bridge.git` Install MPC-bridge,
    
    
    cd MCP-Bridge
    uv sync
    

make your mpc-bridge config file, create `config.json`  
(models are not necessary, it take its as other connections)  
e.g. (_inference_server_ is ollama's installed network address, _network_ is config network address of MCP_Bridge server)
    
    
    {
       "inference_server": {
          "base_url": "http://127.0.0.1:11434/v1",
          "api_key": "None"
       },
        "mcp_servers": {
            "fetch": {
                "command": "uvx",
                "args": [
                    "mcp-server-fetch"
                ]
            }
        },
        "sampling": {
            "timeout": 10,
            "models": [
                {
                    "model": "llama3.2:latest",
                    "intelligence": 0.5,
                    "cost": 0,
                    "speed": 0.6
                },
                {
                    "model": "deepseek-r1:8b",
                    "intelligence": 0.7,
                    "cost": 0,
                    "speed": 0.4
                }
            ]
        },
        "network": {
            "host": "0.0.0.0",
            "port": 9090
        },
        "logging": {
            "log_level": "DEBUG"
        }
    }
    

run server  
`uv run mcp_bridge/main.py`  
& check thats is runnig  
---  
  
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[![@lowlyocean](https://avatars.githubusercontent.com/u/13685818?s=60&v=4)](/lowlyocean)

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[lowlyocean](/lowlyocean) Mar 10, 2025

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Probably this bypasses the "Tool Executed" display of Open WebUI (which can be collapsed/expanded to show raw Tool output)? Since the tool response never gets sent back to Open-WebUI according to sequence diagram in the Bridge doc  
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[SecretiveShell](/SecretiveShell) Mar 10, 2025

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> Probably this bypasses the "Tool Executed" display of Open WebUI (which can be collapsed/expanded to show raw Tool output)? Since the tool response never gets sent back to Open-WebUI according to sequence diagram in the Bridge doc

Yes this is correct, if you know how to send the tools back to owui please let me know as I would love to change this.  
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[diversity-co-uk](/diversity-co-uk) Mar 11, 2025

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Great work in both open-webui and MCP Bridge. If I understand correctly, MCP Bridge injects tools into the request from openwebui and forwards to the model, then intercepts the tool calls, asks a server to excecute them, then gives the model a chance to handle the tool call results before passing back to openwebui. This is great automagical work, and can be perfect for many use cases, but obscures what is happening to the original client. In a 'traditional' tool call workflow the client would have to excecute the tools itself.  
i.e.
    
    
    message = { ... }
    tool_map = [{"toolname": function},...]
    tool_descriptions = [magic_formating(k, v) for k,v in tool_map ]
    result = llm(messages=[message], tools=tool_descriptions)
    # maybe display to user
    
    if result.get("tool_calls"):
      tool_result = ...
      # do something, display to user
      result2 = llm(messages=[..., tool_result])
      # display to user

To extend this to MCP, while retaining full control for the client would require less magic than MCP Bridge currently offers.
    
    
    mcp_tools = bridge.mcp.tools()
    tool_descriptions.extend([magic_formating(k,v) for k,v in mcp_tools])  # allow script local *and* mcp tools
    # send to llm ( maybe not via bridge. If via bridge we would need to tell it to not intercept the tool calls, nor add its tools )
    ....
    for tool_call in result.tool_calls:
      if tool_call['name'] in mcp_tools:
        tool_result = bridge.mcp.tools.call(name, args) # dispatch to mcp server
        # send to llm ...
        # etc.

This would seem to be a subset of what MCP Bridge offers, more akin to just an MCP Client. The alternative would be to have a notification listener in openwebui listening to the magic happening in the bridge. This seems less explicit  
---  
  
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[SecretiveShell](/SecretiveShell) Mar 11, 2025

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Sending tools to open web ui would be the ideal solution from my perspective. I looked through the docs for [pipelines](https://docs.openwebui.com/pipelines/pipes) but did not see if there was any way to implement this easily. Based on [This Response Model](https://github.com/open-webui/pipelines/blob/f89ab37f53634f9e2414b6aea1c7cd3df7351463/main.py#L765) there is no way to send custom data back to OWUI. Both systems already work by impersonating an openai endpoint, so the design ideas are very similar. MCP Bridge has rest API endpoints for exposing all of the MCP primatives, and I plan to expand on this in future with a graphQL layer, which would make integration for tools/prompts/resources incredibly easy. Unfortunately I am not a web dev so I haven't looked further into a frontend integration using this. There is also a SSE endpoint that can let bridge act as a multiplexer, so if someone can hack together some simple implementation to connect to a single server most of the functionality can also be achieved that way without having to deal with actually hosting subprocesses or complex config logic in OWUI.  
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[lowlyocean](/lowlyocean) Mar 11, 2025

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At a minimum, I think we'd need [@tjbck](https://github.com/tjbck) to comment on ability to substitute the "Tools" in Open WebUI parlance with an RPC call (e.g. to your bridge). That might allow offloading of MCP functionality to your bridge.  
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[![](https://avatars.githubusercontent.com/u/18383340?s=64&v=4) valckmir ](/valckmir) Mar 11, 2025

\- 

While the workarounds mentioned in this thread might work, they don't quite capture what MCP is truly about. MCP is designed for the automatic discovery and integration of external data sources and tools in a **standardized way**. Honestly, having a setup where a client app connects to a backend, which then goes through a bridge to reach an MCP server and access an API doesn’t feel like a real improvement to me. So, to sum it up: if MCP isn’t directly integrated into the core of the OpenWebUI, we can't really consider it supported. I would love to see the OpenWebUI in this list: <https://modelcontextprotocol.io/clients#feature-support-matrix>  
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[juan-abia](/juan-abia) Mar 11, 2025

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Completely agree. I'm surprised the bridge is the best solution honestly. MCP is really popular already with registries like glama.ai or smithery.ai having thousands of community made servers. Feels like a waste not taking advantage of this.  
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[WoxWik](/WoxWik) Mar 15, 2025

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Im also surprised I can’t find a good front end like this one but with support for agentic mode along with MCPs… only thing I found is this, but it’s still developing : <https://github.com/BigSweetPotatoStudio/HyperChat?tab=readme-ov-file>  
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[![](https://avatars.githubusercontent.com/u/187826177?s=64&v=4) CLOUDWERX-DEV ](/CLOUDWERX-DEV) Mar 13, 2025

\- 

I am hoping we see this soon, I have been totally amazed with what is possible with MCP and have build many tools that can be used now with Cursor, Windsurf, Roo Code and Cline. I now have a time\date tool to ensure every new chat immediately syncs the time ensuring all my docs\memory bank does not have 2 year old time stamps. I made a StableDiffusion.cpp based Image Generation Service that allows for image generation inside Cursor, Windsurf, etc. (Windsurf blocks image generation but this gets around that) Complete with a cross-platform interactive shell script for full deployment and image model downloading. This allows you to generate Flux\Stable Diffusion\custom model images locally (with full CUDA) in chat and save right to your codebase\project. It has been interesting playing with the ability to have Claude generate images for logos for various projects or just see what it wants to generate. You can then have the model view the generated images and get them to iterate on generations. Here is my current release :  
<https://github.com/CLOUDWERX-DEV/DiffuGen> I am nearly done with a Crawl4AI MCP that allows scraping and all functions. My Wife just finished a Mem0 MCP <https://github.com/pinkpixel-dev/mem0-mcp> . I must say Glama.ai has a great collection of MCP, this AiDD MCP Server (<https://glama.ai/mcp/servers/mpixtij6se/tools/read_file>) is very interesting, have been able to get around the short read limits in Cursor\Windsurf using the read_file tool and the amount of functionality it offers could allow for an entire AI Coder tool being dropped into any MCP Client. I really love OpenWebUI, I have tried just about every AI Chat tool out there at this point but OWUI is what I keep coming back to. I really cant wait to see what is coming down the road and am really hopeful to see MCP support added soon. (Hopefully more visual customization\theme support as well!) I would love this to be my main AI playground I could use for just about everything. Watch This Space!  
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[![](https://avatars.githubusercontent.com/u/1845970?s=64&v=4) dcolley ](/dcolley) Mar 13, 2025

\- 

I started working on this - is there anyone wanting to collaborate? I have the simple user config screens already (Add MCP Servers, similar to Add Connections) Now looking for a place to insert the tool call - looking to modify the chat broker...  
I expect the chat will send available tools to the model (assuming the model has tools capability).  
The model will instruct the chat to call the tool, and return the response back to the model.  
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[blascerecer](/blascerecer) Mar 14, 2025

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That sounds awesome are you building this natively? I created a fork of webui with mcp bridge solution, but would love to use mcps natively instead!  
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[dcolley](/dcolley) Mar 17, 2025

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I am trying to devise a 'native' solution. There are 2 main integration points I see:

  * similar to `Direct Connection`
  * similar to `Workspace => Tools` <= I'm currently looking at integrating this approach into the router & message handling
  * pipelines - I have not looked into this yet, [@rgaricano](https://github.com/rgaricano) linked an example below

  
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[![](https://avatars.githubusercontent.com/u/182176587?s=64&v=4) blascerecer ](/blascerecer) Mar 14, 2025

\- 

Who is building this natively? Here is a mcp bridge solution: <https://github.com/blascerecer/open-webui>  
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[![](https://avatars.githubusercontent.com/u/5609620?s=64&v=4) flefevre ](/flefevre) Mar 17, 2025

Author 

\- 

Here some éléments provided by a similar platform : <https://github.com/Mintplex-Labs/anything-llm/issues/> 3000#issuecomment-2633196772 With two modes :

  * local bridge
  * server sent events

Competition is hard in unlocking MCP features since it will have a huge impact in connecting Llm with updated data and information. Hope Openwebui will find a good way to manage it quickly  
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[dcolley](/dcolley) Mar 17, 2025

\- 

Linking the issue (without space)  
[Mintplex-Labs/anything-llm#3000 (comment)](https://github.com/Mintplex-Labs/anything-llm/issues/3000#issuecomment-2633196772)  
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[![](https://avatars.githubusercontent.com/u/131402327?s=64&v=4) rgaricano ](/rgaricano) Mar 17, 2025

\- 

some approaches  
<https://www.reddit.com/r/OpenWebUI/comments/1jb7fk6/mcp_intergrated_openwebui_part_2/>  
docker with test-tweaked open-webui that integrate mcp tools servers : <https://github.com/blascerecer/open-webui> & video: <https://youtu.be/F0bI2RsuzMI>  
docker that integrate ollama/inf mcp-bridge: <https://github.com/m3lander/openwebui-mcp-bridge> openwebui agent for MCP-bridged models: <https://openwebui.com/m/danielrosehill/mcp-info>  
openwebui pipeline for expose MCP-servers to openai conn: <https://github.com/Haervwe/open-webui-tools/blob/main/Pipelines/MCP_Pipeline/README_MCP_Pipeline.md>  
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url: https://daily.dev/blog/what-is-mcp-model-context-protocol
title: What is MCP (Model Context Protocol)?
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# What is MCP (Model Context Protocol)?

Mar 9, 2025

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Explore how the Model Context Protocol (MCP) revolutionizes AI integration with real-time data communication and simplified connectivity.

**MCP (Model Context Protocol)** is a universal protocol that enables AI systems to securely and dynamically interact with data sources in real time. It simplifies software development by replacing multiple custom integrations with a single, standardized connection method. Here’s what you need to know:

  * **Purpose** : MCP connects AI tools to various data sources (local or remote) for real-time, two-way communication.
  * **Key Features** : 
    * One protocol for all integrations.
    * Real-time data updates instead of static connections.
    * Dynamic tool discovery and context handling.
  * **Core Components** : 
    * **MCP Hosts** : Applications needing data access.
    * **MCP Servers** : Manage standardized connections.
    * **Clients & Data Sources**: Handle local and remote services.
  * **Advantages** : 
    * Reduces development time.
    * Improves scalability and security.
    * Simplifies debugging and maintenance.



### Quick Comparison: MCP vs Traditional APIs

**Feature** | **MCP** | **Traditional APIs**  
---|---|---  
Integration Method | Single protocol | Custom integration per tool  
Communication Style | Real-time, bidirectional | Request-response only  
Tool Discovery | Automatic and dynamic | Manual configuration  
Context Awareness | Built-in | Limited or none  
Scalability | Plug-and-play expansion | [Linear](https://linear.app/) integration effort  
  
MCP is already being used by tools like [Zed](https://zed.dev/), [Replit](https://replit.com/), and [Sourcegraph](https://about.sourcegraph.com/?utm_source=bing&utm_medium=cpc&utm_campaign=603443312&utm_term=%5BSourcegraph%5D%20code%20review&msclkid=1ddcd30181e21a8ea441b48997089d2a) to streamline workflows, automate tasks, and enhance productivity. It’s a game-changer for developers looking to connect AI systems with diverse tools and data sources effortlessly.

## [Anthropic](https://www.anthropic.com/)'s New Model Context Protocol in 10 Minutes

![Anthropic](https://cdn.prod.website-files.com/5e0f1144930a8bc8aace526c/67cd86d1b5402482724bfd26_www.anthropic.com-87412365ed86b9f37c589b3c9ad277ac-2025-03-09.jpeg)

## MCP Structure and Components

MCP uses a client-server model to enable smooth data exchange between AI systems and various data sources. Let’s break down its key components and see how it stacks up against traditional integration methods.

### Main MCP Components

MCP is built on five core components that work together as a cohesive framework:

**Component** | **Description** | **Role**  
---|---|---  
**MCP Hosts** | Applications needing external data access | Initiates requests and processes responses  
**MCP Clients** | Connection managers | Maintains dedicated links to MCP servers  
**MCP Servers** | Lightweight interface servers | Provides functionality via a standardized protocol  
**Local Data Sources** | On-premise resources | Offers secure access to files and databases  
**Remote Services** | External APIs and tools | Connects to internet-based services  
  
These components use JSON-RPC with schema-driven data to ensure consistent communication. For example, imagine an advanced IDE that integrates multiple tools. The MCP server manages access to file systems, version control systems, and package managers - all through one protocol layer.

This streamlined setup highlights how MCP simplifies system interactions compared to traditional methods.

### MCP vs Standard APIs

MCP and traditional APIs take very different approaches to system integration. While both enable communication between systems, MCP introduces some key differences:

**Feature** | **MCP** | **Traditional API**  
---|---|---  
**Integration Method** | Single protocol for all tools | Custom integration per service  
**Communication Style** | Real-time, bidirectional | Typically request-response only  
**Tool Discovery** | Dynamic, automatic | Requires manual configuration  
**Context Awareness** | Built-in context handling | Limited or no context support  
**Scalability** | Plug-and-play expansion | Linear integration effort  
  
Take trip planning as an example. An AI assistant using MCP can handle tasks like checking calendars, booking flights, and sending email confirmations - all through one protocol. Traditional APIs, on the other hand, would need separate integrations for each service, making the process more complex.

This unified approach is especially useful in [data analytics platforms](https://daily.dev/blog/10-best-open-source-analytics-platforms-2024). With MCP, systems can automatically connect to multiple databases, visualization tools, and simulation engines through a single layer. This reduces development time and boosts system reliability.

## Adding MCP to Your Project

Set up MCP by configuring its server and client components to enable effective communication. Below, we'll break down the key steps and practical tips for getting started.

### MCP Setup Guide

To get MCP up and running, you'll need to configure both the server and client. Here's a quick overview of the core installation details:

Component | Requirements | Purpose  
---|---|---  
System Dependencies | Node.js, Python | Essential for MCP server operation  
Installation Location | `/Users/<username>/Documents/Cline/MCP/` | Default directory for server code  
Configuration File | `/Users/<username>/Library/Application Support/Code/User/globalStorage/saoudrizwan.claude-dev/settings/cline_mcp_settings.json` | Stores server settings and API keys  
Transport Layer | Stdio (local), HTTP with SSE (remote) | Protocols for data communication  
  
The MCP Marketplace simplifies deployment with one-click server setups. Once installed, Cline detects the server automatically, enabling tools right away.

> "Instead of building one-off integrations for every data source your AI model wants to access, you can plug into a **universal protocol** that elegantly handles the flow of context between AI and your systems." \- WorkOS 

### MCP Implementation Tips

After installation, follow these best practices to enhance security, performance, and error handling:

**Security Measures** :

  * Use TLS encryption for remote connections.
  * Verify all connection origins.
  * Sanitize inputs and messages.
  * Configure appropriate access controls.



**[Performance Optimization](https://daily.dev/blog/performance-boosting-tips-for-developers)** :

  * Set timeouts for operations to prevent delays.
  * Use progress tokens for long-running tasks.
  * Monitor resource usage and message flow.
  * Enable incremental progress updates.



**Error Management** :

  * Validate inputs with type-safe schemas.
  * Handle errors using standard error codes.
  * Keep detailed logs of protocol events.
  * Track message flow and performance metrics.



For better data control, deploy MCP servers within your firewall. Its JSON-RPC framework and open-source SDKs make integration straightforward, reducing repetitive coding tasks.

###### sbb-itb-bfaad5b

## MCP in Practice

### Common MCP Uses

MCP has become a go-to protocol for many development scenarios, thanks to its structured design and flexibility.

Leading development tools like Zed, Replit, [Codeium](https://codeium.com/), and Sourcegraph have integrated MCP to power AI agents that can interpret context and produce functional code effectively.

Here are some ways development teams are using MCP:

Integration Type | Implementation | Advantages  
---|---|---  
**Project Management** | [GitHub](https://github.com/) issues, Linear tickets, [Jira](https://www.atlassian.com/software/jira) integration | Automates workflows and improves communication  
**Knowledge Systems** | Vector databases, documentation summaries | Shares knowledge across projects and retains context  
**Testing Tools** | mcp-postman, mcp-playwright | Automates API and browser testing  
**Data Analysis** | sqlite-explorer-fastmcp | Speeds up and simplifies data analysis  
  
Teams are also creating advanced memory systems with MCP to track code changes, manage timelines, and auto-generate documentation summaries.

These varied applications highlight its role in improving workflows, as explored further below.

### MCP Workflow Improvements

MCP reshapes development workflows by serving as a universal protocol for connecting AI systems. For example, [Block](https://block.xyz/) has used MCP to create systems that handle repetitive tasks, freeing up their teams to focus on more creative challenges.

Here’s how MCP improves workflows:

  * **Real-Time Communication**
    * Enables dynamic tool discovery
    * Supports ongoing, two-way communication
    * Provides live data updates
  * **Improved Security**
    * Implements standardized access controls
    * Ensures consistent security practices across tools
    * Protects credential management
  * **Simplified Integration**
    * Replaces multiple APIs with one protocol
    * Offers reusable connectors for different language models
    * Makes debugging and maintenance easier



With an ever-growing ecosystem of specialized tools, MCP continues to make development workflows smoother and teams more productive.

## MCP Limitations and Solutions

### Data Protection in MCP

MCP relies on strong, multi-layered security to ensure data protection. Here's a breakdown of the key security layers and how to implement them effectively:

**Security Layer** | **Implementation** | **Tools**  
---|---|---  
Authentication | Use PKI with TLS certificates and digital signatures | Barbican secrets manager  
Access Control | Implement MAC/RBAC systems and manage privileges | SELinux, AppArmor  
[Data Privacy](https://app.daily.dev/tags/data-privacy) | Apply encryption protocols and secure logging practices | Volume encryption, Object encryption  
Network Security | Set up access controls, filtering, and quotas | Firewalls (L3/L4/L7), DDoS protection  
  
**Key security practices to follow:**

  * Rotate encryption keys and certificates every three months.
  * Forward all logs to a central collector secured with TLS.
  * Protect API endpoints by placing them behind firewalls.
  * Require multi-factor authentication for accounts with elevated privileges.



For more detailed security recommendations, check out the _MCP Implementation Tips_ section.

These measures help address common MCP security concerns and form a solid foundation for resolving broader issues, as outlined below.

### Fixing MCP Issues

Once security protocols are in place, most MCP challenges stem from configuration errors or integration difficulties. Since MCP requires local server operation, this can limit data accessibility and create setup hurdles.

**Troubleshooting tips:**

  * **Server Configuration:**
    * Always use absolute paths in configuration files.
    * Define all necessary environment variables.
    * Regularly monitor server processes for stability.
  * **Integration:**
    * Confirm that server processes are running, and test connections using the MCP Inspector.
    * Keep an eye on network traffic to identify potential issues.
  * **Development Workflow:**
    * Use the MCP Inspector to check server capabilities, validate tools, and ensure accurate responses.



Before deploying your MCP server, plan how data and functionality will be categorized. This planning step will make development smoother. Additionally, GitHub serves as the primary hub for finding and sharing MCP servers, so teams should maintain clear and thorough documentation of their servers and their features.

## Conclusion

### MCP Key Points

MCP addresses integration hurdles by creating a uniform way to connect AI models with different data sources. Developed by Anthropic, MCP replaces scattered integration methods with a single, cohesive protocol.

Here’s what makes MCP stand out:

  * **Standardized Architecture:** Its client-server model ensures smooth connections between AI models and external tools.
  * **[Real-Time Updates](https://app.daily.dev/tags/real-time-analytics):** Keeps AI outputs current and relevant.
  * **Improved Security:** Built-in protocols protect data during transfer.
  * **Developer-Friendly:** Works seamlessly with a variety of data sources.



Think of it as the AI equivalent of a USB-C port - simple, universal, and efficient.

### Getting Started with MCP

MCP’s features make it easy to implement, with multiple options for developers to dive in. The MCP-Framework can be set up in just five minutes.

Implementation Path | Tools | Time Investment  
---|---|---  
Quick Start | MCP-Framework, Claude Desktop | 5–10 minutes  
Custom Development | OpenAPI spec, Speakeasy | 1–2 days  
Enterprise Integration | Existing connectors (Slack, GitHub, Postgres) | 2–4 days  
  
Here’s how to get started:

  * **Step 1:** Use the official MCP Quickstart Guide to grasp the basics.
  * **Step 2:** Check out the GitHub gallery of verified MCP servers for real-world examples.
  * **Step 3:** Join the Cline Discord community to connect with experienced developers and exchange ideas.



MCP’s goal is clear: replace fragmented integrations with a unified system. Its open design and growing ecosystem of tools make it a go-to choice for developers building scalable AI solutions. With requirements like Node.js (v18+) and Python (v3.8+), most teams can easily get started.

## Related Blog Posts

  * [MM1: The Advanced 30B Parameters Multimodal LLM from Apple](/blog/mm1-the-advanced-30b-parameters-multimodal-llm-from-apple/)
  * [What is Databutton? Is it going to be the next Devin?](/blog/what-is-databutton-is-it-going-to-be-the-next-devin/)
  * [Android Architecture Patterns: MVC vs MVVM vs MVP](/blog/android-architecture-patterns-mvc-vs-mvvm-vs-mvp/)
  * [DeepSeek: Everything you need to know about this new LLM in one place](/blog/deepseek-everything-you-need-to-know-about-this-new-llm-in-one-place/)



Author

[![Nimrod Kramer](https://cdn.prod.website-files.com/5e0f1144930a8bc8aace526c/64b78e6fd75bbfcf43f84516_nimrod-square__3__720.png)Nimrod Kramer@NimrodKramer](https://app.daily.dev/kramer)

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url: https://www.reddit.com/r/OpenWebUI/comments/1jaidh4/mcp_integration_into_openwebui/
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[IntroductionBig9804](/user/IntroductionBig9804/)

#  MCP Integration into Open-WebUI 

Last weekend, i posted about creating functions, to integrate MCP servers with WebUI. I then thought about this more and figured it would be better to just do a full integration rather than using tools, funtions, and pipes. Right now I am still testing to make sure everything works as expected. Once its all good to go, ill create a couple of different update packages for those different install methods. Here are a couple of screnshots of what i have so far. By default, two MCP servers are installed but disabled. You are able to choose from a list of some of the more popular servers. You are will still be able to configure, delete, and add new servers, even if they are not on the drop down list. I also added the option to use remote servers vs local. Hopefully in the next day or two, i can get something finalized to share with everyone. 

[ ![r/OpenWebUI - MCP Magagement Tab with your list of servers](https://preview.redd.it/mcp-integration-into-open-webui-v0-5wsa7u01xhoe1.png?width=2552&format=png&auto=webp&s=1b895aef64ca15a61242f5f4b2ae98e197488700) ](https://preview.redd.it/mcp-integration-into-open-webui-v0-5wsa7u01xhoe1.png?width=2552&format=png&auto=webp&s=1b895aef64ca15a61242f5f4b2ae98e197488700 "Image from r/OpenWebUI - MCP Magagement Tab with your list of servers") MCP Magagement Tab with your list of servers [ ![r/OpenWebUI - Add and confiruge your Servers](https://preview.redd.it/mcp-integration-into-open-webui-v0-2e7wh0v6xhoe1.png?width=840&format=png&auto=webp&s=467987bfdc275db3cdca95e9e2da6af4c355104d) ](https://preview.redd.it/mcp-integration-into-open-webui-v0-2e7wh0v6xhoe1.png?width=840&format=png&auto=webp&s=467987bfdc275db3cdca95e9e2da6af4c355104d "Image from r/OpenWebUI - Add and confiruge your Servers") Add and confiruge your Servers [ ![r/OpenWebUI - Then chat with your MCP servers, You can chat with multiple if you would like. ](https://preview.redd.it/mcp-integration-into-open-webui-v0-1gjxcznixhoe1.png?width=895&format=png&auto=webp&s=9b0cb382629436205ad44077a8f790493382a0b5) ](https://preview.redd.it/mcp-integration-into-open-webui-v0-1gjxcznixhoe1.png?width=895&format=png&auto=webp&s=9b0cb382629436205ad44077a8f790493382a0b5 "Image from r/OpenWebUI - Then chat with your MCP servers, You can chat with multiple if you would like. ") Then chat with your MCP servers, You can chat with multiple if you would like. 

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