"A service or resource for finding a coding expert" matching MCP servers:

• A11y Expert MCP

  Elizabeth1979

  A

  license

  A

  quality

  D

  maintenance

  An accessibility expert MCP server that provides AI coding assistants with real-time access to WAI-ARIA patterns, code review, contrast checking, and WCAG guidance for writing accessible code from the start.

  Last updated 2026-04-17

  4

  MIT

• mcp-coding-standards

  KarateJB

  A

  license

  A

  quality

  C

  maintenance

  A server providing programming guidelines and coding standards for multiple languages, enabling access and search of best practices for C#, Go, JavaScript, Python, and TypeScript.

  Last updated 2026-05-05

  3

  7

  MIT

• Coding Standards MCP Server

  ggerve

  A

  license

  B

  quality

  F

  maintenance

  Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.

  Last updated 2025-08-13

  3

  16

  MIT

• MCP Expert Server

  crazyrabbitLTC

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server utilizing Claude AI for generating intelligent queries and offering documentation assistance based on API documentation analysis.

  Last updated 2025-01-07

  12

  3

  MIT

• LangChain & LlamaIndex Coding

  aadhil96

  F

  license

  -

  quality

  D

  maintenance

  Provides real-time retrieval of official documentation for LangChain, LlamaIndex, and OpenAI. It enables context-aware coding by fetching the latest API references and guides directly into Claude via the Model Context Protocol.

  Last updated 2025-12-13

• Coding Assistant Server

  AviOfLagos

  F

  license

  -

  quality

  D

  maintenance

  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.

  Last updated 2025-03-05

  15

• MCP Documentation Service

  alekspetrov

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.

  Last updated 2026-02-11

  14

  99

  58

  MIT

• Vibe Coding Documentation MCP

  MUSE-CODE-SPACE

  A

  license

  B

  quality

  B

  maintenance

  Automatically collects, summarizes, and documents code from vibe coding sessions, generating multiple document types (README, DESIGN, TUTORIAL, etc.) and publishing them to platforms like Notion, GitHub Wiki, and Obsidian.

  Last updated 2026-07-06

  15

  112

  MIT

• LangChain & LlamaIndex Coding

  mohamedaadhil96

  F

  license

  B

  quality

  D

  maintenance

  Fetches real-time official documentation for LangChain, LlamaIndex, and OpenAI to provide Claude with up-to-date API references and guides for accurate code generation.

  Last updated 2025-12-13

  1

• Langflow Document Q&A Server

  GongRzhe

  A

  license

  C

  quality

  F

  maintenance

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• Document Q&A MCP Server

  SY-MR-CODER

  A

  license

  -

  quality

  D

  maintenance

  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• Document Q&A MCP Server

  sprchr

  A

  license

  -

  quality

  D

  maintenance

  Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

  Last updated 2026-01-05

  MIT

• Coding Standards MCP Server

  manasvi-turing

  F

  license

  -

  quality

  D

  maintenance

  Automatically enforces team coding standards in AI-assisted development by providing an MCP server that AI assistants can query for language-specific standards, style guides, and best practices.

  Last updated 2025-11-13

• MCP Server for OSCAL

  awslabs

  A

  license

  A

  quality

  D

  maintenance

  Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.

  Last updated 2026-06-23

  40

  48

  Apache 2.0

• mcp-for-docs

  shayonpal

  A

  license

  B

  quality

  F

  maintenance

  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0

• Developer Roadmaps MCP Server

  a-kaibu

  A

  license

  -

  quality

  F

  maintenance

  Provides access to developer roadmap content from roadmap.sh, allowing users to list available roadmaps and fetch detailed Markdown content for specific career paths.

  Last updated 2025-06-22

  1

  MIT

• Open API MCP Server

  HaoYan-A

  A

  license

  -

  quality

  D

  maintenance

  Provides AI assistants with access to OpenAPI specifications, enabling API discovery, schema retrieval, and direct API execution with support for OAuth 2.0 and other authentication methods.

  Last updated 2025-10-29

  1

  1

  MIT
• 

  MAM MCP Context Serviceofficial

  Imprivata-MAM

  F

  license

  -

  quality

  B

  maintenance

  Enables querying context about the MAM product components and architecture through MCP, allowing agents to retrieve targeted product information on demand instead of loading full documentation.

  Last updated 2026-07-09

• Earth616 Vocabulary Service

  LA3D

  F

  license

  -

  quality

  D

  maintenance

  MCP server providing access to the Earth616 Defense Supply Chain and Documentation Ontology with tools for ontology lookup and testing.

  Last updated 2025-05-24

  1

• Knowledge MCP Service

  vietnama10

  F

  license

  -

  quality

  F

  maintenance

  Enables AI-powered document analysis and querying for project documentation using vector embeddings stored in Redis. Supports document upload, context-aware Q\&A, automatic test case generation, and requirements traceability through OpenAI integration.

  Last updated 2026-03-01

  275