"Using RAG to Provide Documentation to LLMs" matching MCP servers:

• OpenAPI to MCP

  EvilFreelancer

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  security

  A

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  quality

  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  10

  16

  MIT

• docs-to-mcp

  fayazara

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  security

  F

  license

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  quality

  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• markdown-to-html

  fashionzzZ

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  security

  A

  license

  B

  quality

  A Model Context Protocol server that converts Markdown content to HTML format.

  Last updated 2025-06-03

  1

  3,182

  3

  MIT

• Swagger to MCP

  suhailtajshaik

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  security

  A

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  quality

  Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.

  Last updated 2025-12-05

  MIT

• code-to-tree

  micl2e2

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  security

  A

  license

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  quality

  code-to-tree

  Last updated 2026-03-14

  82

  MIT

• Skill-to-MCP

  biocontext-ai

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  security

  A

  license

  A

  quality

  Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.

  Last updated 2026-02-27

  3

  23

  Apache 2.0

• Anything-to-NotebookLM

  joeseesun

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  security

  A

  license

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  quality

  An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

  Last updated 2026-04-10

  748

  MIT

• text-to-model

  mikan-atomoki

  A

  security

  A

  license

  B

  quality

  Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.

  Last updated 2026-03-16

  65

  1

  MIT

• OpenAPI to MCP Server

  TykTechnologies

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  security

  A

  license

  D

  quality

  A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.

  Last updated 2025-06-27

  3

  27

  41

  MIT

• REST-to-Postman MCP

  runninghare

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  F

  license

  A

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  Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postman collections and environments, helping developers automatically sync their API endpoints with Postman.

  Last updated 2025-04-13

  2

  2

• Documentation Fetcher & RAG

  mikkelkrogsholm

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  security

  F

  license

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  quality

  Enables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.

  Last updated 2025-12-25

• commit-to-pr-mcp

  vltansky

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  security

  F

  license

  A

  quality

  An MCP server that enables AI agents to retrieve detailed GitHub Pull Request information using git commit hashes, branch names, or PR numbers. It automatically detects repositories and extracts comprehensive PR data including descriptions, labels, and reviews via the GitHub CLI.

  Last updated 2025-11-30

  1

  4

• Excel to PDF Converter

  kmexnx

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  security

  A

  license

  B

  quality

  An MCP server that converts Excel and Apple Numbers files to PDF format, enabling AI assistants like Claude to perform file conversion directly through conversation.

  Last updated 2025-08-08

  2

  29

  6

  MIT

• Figma to React MCP

  surisagar900

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  security

  A

  license

  B

  quality

  Automates the conversion of Figma designs into TypeScript React components and integrates with GitHub to create pull requests for the generated code. It includes visual regression testing with Playwright and accessibility validation to ensure implementations match the original designs.

  Last updated 2025-09-13

  5

  9

  MIT

• Talk to Figma MCP

  pipethedev

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  security

  A

  license

  B

  quality

  Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.

  Last updated 2025-06-02

  38

  1,773

  1

  MIT

• Save-To-NAS MCP

  danielrosehill

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  security

  F

  license

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  quality

  Enables saving files and folders to a local NAS over NFS with automatic share discovery, smart mounting, and seamless file transfers.

  Last updated 2026-01-02

  3

• Agent to Figma MCP

  caelinsutch

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  security

  A

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  quality

  Enables AI agents like Claude to interact with Figma designs through 50+ tools for creating, styling, and manipulating design elements, components, and variables via a WebSocket relay and Figma plugin.

  Last updated 2025-12-31

  MIT

• Talk to Figma MCP

  hyun1202

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  security

  A

  license

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  quality

  An MCP server that enables AI assistants to interact with Figma designs for tasks like reading document info, creating elements, and managing auto layouts. It facilitates real-time design automation via a custom Figma plugin and WebSocket server integration.

  Last updated 2025-06-25

  1,773

  MIT

• MCP-to-MCP Tic-Tac-Toe

  PsychoSmiley

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  security

  A

  license

  B

  quality

  Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.

  Last updated 2026-03-17

  1

  Apache 2.0

• llms-mcp

  druellan

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  security

  A

  license

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  quality

  An MCP server that exposes the llms.txt file and its referenced local or external resources from a project root to provide context for AI models. It automatically parses documentation links and URLs to make them accessible as additional MCP resources.

  Last updated 2025-07-04

  1

  MIT

• Claude-to-Gemini MCP Server

  Yoon-jongho

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  security

  A

  license

  B

  quality

  Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.

  Last updated 2026-04-15

  4

  MIT

• Textra Japanese to English

  hokupod

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  security

  A

  license

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  quality

  Translates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.

  Last updated 2025-04-20

  1

  MIT

• Talk to Figma MCP

  grab

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  security

  A

  license

  B

  quality

  An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

  Last updated 2026-03-07

  19

  1,773

  6,661

  MIT

• Video to Text MCP Server

  strzhao

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  security

  F

  license

  B

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  Enables downloading videos from platforms like YouTube and converting them to text using OpenAI Whisper and ffmpeg. It supports multiple output formats including TXT, JSON, SRT, and VTT for transcriptions.

  Last updated 2026-01-13

  2

  1

• Markdown to HTML MCP Server

  1623311678

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  security

  F

  license

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  quality

  An MCP server that converts Markdown to HTML, supporting both stdio and HTTP interfaces for easy integration with Cursor and other MCP clients.

  Last updated 2025-06-14

  1

  3

• MCP Figma to React Converter

  StudentOfJS

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  Converts Figma designs into React components with TypeScript and Tailwind CSS by extracting components from Figma files and transforming them into ready-to-use code.

  Last updated 2025-04-24

  73

  MIT

• Markdown-To-Notion

  xiaobenyang-com

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  security

  A

  license

  C

  quality

  An MCP server that converts Markdown content to Notion API-compatible formats, suitable for content management and development integration.

  Last updated 2026-01-09

  1

  1

  Apache 2.0

• Talk to Figma MCP

  yhc984

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  security

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  license

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  Enables Cursor AI to interact with Figma designs, allowing users to read design information and programmatically modify elements through natural language commands.

  Last updated 2025-03-21

  40

  1,773

  3

• Website to Markdown MCP Server

  SunZhi-Will

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  security

  F

  license

  B

  quality

  Fetches website content and converts it to Markdown format with AI-powered content cleanup, ad removal, and full OpenAPI/Swagger specification support for easy processing by AI assistants.

  Last updated 2025-06-27

  4

  1

  2

• Cursor Talk To Figma MCP

  toiletmadarchut

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  security

  -

  license

  B

  quality

  Enables users to control the cursor in Figma through verbal commands using an agentic AI agent, streamlining the design process with a new interaction method.

  Last updated 2025-03-27

  19

  1,773

  1

• Text-to-SQL MCP Server

  tmstack

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  security

  F

  license

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  quality

  A secure database query service built on FastMCP framework that allows users to query MySQL databases using natural language, with comprehensive permission management and security controls.

  Last updated 2025-10-17

  14

• How-To-Cook

  xiaobenyang-com

  A

  security

  A

  license

  B

  quality

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• Youtube To Mp315 MCP Server

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Enables conversion of YouTube videos to MP3 format through the Youtube To Mp315 API. Supports checking conversion status, retrieving video titles, and asynchronous video-to-audio conversion with customizable quality and time range settings.

  Last updated 2025-12-08

  MIT

• Text-to-GraphQL MCP Server

  Arize-ai

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  security

  F

  license

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  quality

  Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.

  Last updated 2026-02-11

  23

• Excel to JSON MCP by

  he-yang

  A

  security

  F

  license

  A

  quality

  The Excel to JSON MCP provides a standardized interface for converting Excel and CSV data into JSON format using the Model Context Protocol.

  Last updated 2026-04-12

  2

  10

  6

• Claude Talk to Figma MCP

  arinspunk

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  security

  A

  license

  B

  quality

  Enables Claude Desktop and other AI tools to interact directly with Figma, allowing for powerful AI-assisted design capabilities through natural language commands.

  Last updated 2026-02-28

  43

  733

  574

  MIT

• JSON to TOON MCP Server

  mhabedini

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  security

  A

  license

  A

  quality

  Converts JSON data to TOON (Token-Oriented Object Notation) format and back, reducing token usage by 30-60% for more efficient LLM applications.

  Last updated 2025-12-03

  3

  1

  MIT

• Clipboard to Supabase MCP

  martinbowling

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  security

  F

  license

  D

  quality

  A local agent that monitors your system clipboard, automatically uploads copied images to Supabase Storage, and replaces the clipboard content with the public URL for immediate sharing.

  Last updated 2025-05-10

  2

  2

• YouTube to LinkedIn MCP Server

  NvkAnirudh

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  security

  A

  license

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  quality

  A Model Context Protocol (MCP) server that automates generating LinkedIn post drafts from YouTube videos. This server provides high-quality, editable content drafts based on YouTube video transcripts.

  Last updated 2025-04-01

  1

  MIT

• md-mermaid-to-pdf-mcp

  skmprb

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  security

  F

  license

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  quality

  Converts Markdown files and raw content into professionally styled PDFs with full support for Mermaid diagrams and syntax highlighting. It offers customizable page formats, margins, and modern typography for high-quality document generation.

  Last updated 2025-07-17

  11

• JSON to Excel MCP by

  he-yang

  A

  security

  F

  license

  A

  quality

  The JSON to Excel MCP provides a standardized interface for converting (1)JSON data (2)URL pointing to JSON files into CSV format

  Last updated 2026-04-12

  2

  5

  1

• Cursor Talk to Figma MCP

  andreycretsu

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  security

  A

  license

  B

  quality

  Enables Cursor AI to communicate with Figma for reading designs and modifying them programmatically, allowing users to automate design tasks through natural language.

  Last updated 2025-06-01

  38

  1,773

  1

  MIT

• MCP-llms-txt

  SecretiveShell

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  security

  A

  license

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  quality

  MCP server for SecretiveShell/Awesome-llms-txt. Add documentation directly into your conversation via MCP resources.

  Last updated 2025-03-09

  25

  MIT

• SAP OData to MCP Server

  lemaiwo

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  security

  A

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  quality

  Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data for querying, creating, updating, and deleting business entities through SAP BTP integration.

  Last updated 2026-01-16

  3

  121

  MIT

• Zhipu Text-to-Image MCP Server

  2716025420

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  security

  A

  license

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  quality

  Enables text-to-image generation using Zhipu AI's CogView-4 API. Supports generating images from text prompts with configurable size and quality parameters through MCP-compatible clients like Claude Desktop and Cline.

  Last updated 2025-12-07

  7

  MIT

• llms-txt-mcp

  tenequm

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  security

  A

  license

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  quality

  Enables fast, token-efficient access to large documentation files in llms.txt format through semantic search. Solves token limit issues by searching first and retrieving only relevant sections instead of dumping entire documentation.

  Last updated 2025-08-18

  3

  MIT

• SAP OData to MCP Server

  Raistlin82

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  security

  A

  license

  C

  quality

  Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data including querying, creating, updating, and deleting entities through SAP BTP integration.

  Last updated 2025-09-25

  19

  3

  5

  MIT

• md-to-pdf-with-mermaid-mcp

  polarnego

  A

  security

  F

  license

  A

  quality

  An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.

  Last updated 2025-08-27

  1

• Open AI Text To Speech1 MCP

  BACH-AI-Tools

  A

  security

  A

  license

  -

  quality

  Enables users to convert text into high-quality audio by accessing the OpenAI Text-to-Speech API. It supports customizable model selection and voice options for synthesized speech generation via the MCP protocol.

  Last updated 2025-12-07

  1

  MIT

• Markdown RAG Documentation

  andnp

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  security

  A

  license

  -

  quality

  Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

  Last updated 2026-04-16

  2

  MIT