"Scraping Langchain and Langgraph documentation" matching MCP servers:

• LangChain Documentation MCP

  LiteObject

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  security

  F

  license

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  quality

  Provides real-time access to official LangChain documentation, API references, and GitHub code examples to assist in LangChain-based development. It enables LLMs to search for tutorials, version info, and detailed class specifications directly from live sources.

  Last updated 2025-12-02

  1

• Documentation Retrieval & Web

  AIwithhassan

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  security

  F

  license

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  quality

  Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.

  Last updated 2025-10-06

  1

  1

• Langgraph Deep Search MCP

  RyotaOzawa0

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  security

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  An MCP server that utilizes LangGraph and Google Gemini to conduct comprehensive research through multi-iteration deep searches and quick results. It provides high-quality analysis with automated citations and grounding metadata for thorough investigations.

  Last updated 2025-06-26

  2

  MIT

• FastMCP Documentation & Web

  jcdumlao14

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  security

  F

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  quality

  Enables web page scraping via Jina reader API and searching FastMCP documentation using minsearch. Supports fetching markdown content from URLs and querying indexed documentation files.

  Last updated 2025-12-21

  3

• Documentation MCP Server

  sagacious-satadru

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  security

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  A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

  Last updated 2025-04-12

  1

  3

• LangChain Anthropic MCP Server

  spencer-life

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  A

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  Exposes LangChain and Anthropic Claude capabilities as tools for generating production-ready RAG systems, Supabase vector stores, and document ingestion pipelines. It enables users to instantly scaffold AI infrastructure and document processing code through natural language prompts in MCP-compatible clients.

  Last updated 2026-01-21

  MIT

• MCP AI Chat LangChain

  badrinathvm

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  security

  F

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  A basic Model Context Protocol server implementation that demonstrates core functionality including tools and resources for AI chat applications.

  Last updated 2025-05-20

• MCP Documentation Server

  mahawi1992

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  F

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  A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

  Last updated 2024-12-04

  10

• MCP LLMS-TXT Documentation

  ankitrautela333

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  security

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  An MCP server that enables users to fetch and audit documentation from user-defined llms.txt index files. It provides tools to list documentation sources and retrieve content from specific URLs with built-in domain access controls for secure context retrieval.

  Last updated 2025-08-15

  MIT

• Documentation Fetcher & RAG

  mikkelkrogsholm

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  security

  F

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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

• Documentation MCP Server

  LiL-Loco

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  security

  A

  license

  B

  quality

  Generates professional documentation for multi-language codebases with deep AST-based code analysis, supporting Docusaurus, MkDocs, and Sphinx frameworks. Includes API documentation generation, PDF export, OpenAPI spec generation, and sales-ready documentation for code marketplaces.

  Last updated 2025-12-12

  9

  MIT

• Documentation MCP Server

  RandellB-Ritense

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  F

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  Fetches GitHub PR and issue data server-side and combines it with a documentation template, providing formatted context to LLMs for automated documentation generation.

  Last updated 2025-12-18

• Documentation MCP Server

  ThaLoc0one

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  security

  A

  license

  B

  quality

  Generates professional documentation for multi-language projects with deep code analysis, supporting frameworks like Docusaurus, MkDocs, and Sphinx, including API docs, PDF export, and OpenAPI specifications.

  Last updated 2025-12-12

  9

  MIT

• LangChain Agent MCP Server

  mcpmessenger

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  security

  F

  license

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  quality

  Exposes LangChain agent capabilities through the Model Context Protocol, enabling multi-step reasoning tasks with ReAct pattern execution via a production-ready FastAPI service deployed on Google Cloud Run.

  Last updated 2026-01-05

  38

  4

• LangChain MCP

  nishant-Tiwari24

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  security

  F

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  quality

  A Multi-Server Control Plane system that enables natural language querying of job listings and employee feedback data through two specialized servers built with LangChain.

  Last updated 2025-06-27

  8

• MCP Spark Documentation Server

  martoc

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  quality

  Provides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.

  Last updated 2026-03-26

  2

  MIT

• MCP LLMS-TXT Documentation

  langchain-ai

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  security

  A

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  An MCP server that provides tools to load and fetch documentation from any llms.txt source, giving users full control over context retrieval for LLMs in IDE agents and applications.

  Last updated 2026-04-08

  975

  MIT

• MCP LLMS-TXT Documentation

  swesmith-repos

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  Provides controlled access to llms.txt documentation files through MCP tools, allowing AI assistants to fetch and read documentation from user-approved domains with full audit visibility of tool calls and context retrieval.

  Last updated 2025-12-25

  MIT

• Documentation Search MCP

  gemini2026

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  security

  A

  license

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  quality

  A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

  Last updated 2026-04-07

  23

  8

  MIT

• OpenTelemetry Documentation

  ryu1maniwa

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  security

  A

  license

  A

  quality

  Enables access to OpenTelemetry documentation by fetching and converting pages to markdown format and searching content using Google Custom Search. Provides comprehensive documentation lookup and search capabilities for OpenTelemetry concepts, instrumentation, and configuration.

  Last updated 2025-08-13

  2

  3

  Apache 2.0

• LangGraph Agent MCP Server

  bmaranan75

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  security

  F

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  quality

  Provides a standardized interface to interact with LangGraph agents through ChatGPT Enterprise, enabling conversational AI workflows with tools for agent invocation, streaming responses, and thread management.

  Last updated 2025-11-30

• AWS Documentation MCP Server

  daniel-levesque

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  security

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  quality

  Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.

  Last updated 2025-07-24

  3

  Apache 2.0

• MoEngage Documentation MCP

  poojitha-rachuri

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  security

  F

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  Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

  Last updated 2025-08-06

• MCP Server with LangChain and

  durgeshmca

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  security

  F

  license

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  quality

  A multi-tool AI assistant system that uses Model Context Protocol to connect language models with various tools, including math calculations and weather information.

  Last updated 2025-06-26

• LangChain & LlamaIndex Coding

  mohamedaadhil96

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  security

  F

  license

  B

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  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

• Usage And Billing MCP Server

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT

• LangChain & LlamaIndex Coding

  aadhil96

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  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

• Divide and Conquer MCP Server

  landicefu

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  security

  A

  license

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  quality

  Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.

  Last updated 2025-06-26

  15

  45

  7

  MIT

• Account and Transaction MCP

  ag2-mcp-servers

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  security

  F

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  quality

  An MCP Server that provides a conversational interface to the UK Open Banking account information API, allowing agents to interact with bank account data through natural language commands.

  Last updated 2025-07-16

• GCP Billing and Monitoring MCP

  RadiumGu

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  security

  A

  license

  C

  quality

  Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.

  Last updated 2025-12-15

  40

  1

  Apache 2.0

• Google Calendar and Meet MCP

  INSIDE-HAIR

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  security

  F

  license

  B

  quality

  Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.

  Last updated 2025-08-29

  24

  2

• MCP Documentation Server

  esakrissa

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  security

  F

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  quality

  A customized MCP server that enables integration between LLM applications and documentation sources, providing AI-assisted access to LangGraph and Model Context Protocol documentation.

  Last updated 2025-06-15

• Open-E JovianDSS REST API

  miroslawfranek

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  security

  A

  license

  B

  quality

  Provides access to Open-E JovianDSS REST API documentation for intelligent search, endpoint analysis, and version comparison. It enables developers to integrate and interact with JovianDSS storage services through natural language via the Model Context Protocol.

  Last updated 2025-09-26

  7

  2

  MIT

• Reuters Business and Financial

  BACH-AI-Tools

  A

  security

  A

  license

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  quality

  Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.

  Last updated 2025-12-07

  20

  MIT

• gdb and rr Debugging

  schuay

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  security

  A

  license

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  quality

  MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.

  Last updated 2026-03-15

  34

  1

  MIT

• Azure AI Search MCP Server

  mm-repos

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  security

  A

  license

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  quality

  Enables Claude to search and retrieve documents from Azure AI Search indexes with intelligent summarization and analysis using LangGraph workflows and optional Google Gemini integration.

  Last updated 2025-09-05

  MIT

• Documentation MCP Server

  wuyuwenj

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  security

  F

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  quality

  Scrapes and indexes documentation websites to provide AI assistants with searchable access to documentation content, API references, and code examples through configurable URL crawling.

  Last updated 2025-12-24

• Autonomous Documentation MCP

  perryjr1444-ux

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  security

  A

  license

  A

  quality

  Automatically analyzes codebases and generates beautiful Mintlify-style documentation with API references, code examples, and changelogs. Keeps documentation synchronized with code changes across multiple programming languages.

  Last updated 2025-11-24

  8

  1

  MIT

• MCP Documentation Server

  McKhanster

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  security

  F

  license

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  quality

  Enables semantic search and retrieval of MCP (Model Context Protocol) documentation using Redis-backed embeddings, allowing users to query and access documentation content through natural language.

  Last updated 2025-11-04

• MCP Documentation Service

  alekspetrov

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  security

  A

  license

  A

  quality

  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

  78

  55

  MIT

• Slice.js Documentation MCP

  VKneider

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  security

  F

  license

  A

  quality

  Enables AI assistants to search, list, and retrieve documentation from the Slice.js official GitHub repository. It provides full-text search capabilities and can deliver individual doc pages or a complete documentation bundle for comprehensive LLM context.

  Last updated 2026-02-10

  4

  5

  4

• Internal Documentation Search

  aklianeva

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  security

  F

  license

  A

  quality

  Exposes an internal engineering knowledge base to AI assistants, allowing users to search and retrieve standards, runbooks, and architecture decisions. It supports RAG-enhanced search, document scraping, and specialized prompts for incident investigation and code reviews.

  Last updated 2026-03-11

  5

• 4D Documentation Viewer

  mesopelagique

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  security

  A

  license

  A

  quality

  An MCP server and VS Code extension that enables users to fetch and browse 4D command documentation with integrated caching. It allows AI assistants to retrieve detailed technical content and open documentation links directly for 4D development support.

  Last updated 2025-11-02

  3

  MIT

• Documentation MCP Server

  esola-thomas

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  security

  A

  license

  A

  quality

  Enables AI assistants to navigate and query hierarchical documentation structures, supporting markdown files with YAML metadata and OpenAPI 3.x specifications. It features intelligent full-text search, metadata filtering, and a built-in web interface for both human and AI-driven documentation access.

  Last updated 2026-04-13

  7

  MIT

• Documentation Retrieval MCP

  Sreedeep-SS

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  security

  A

  license

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  quality

  An MCP server that enables AI assistants to access up-to-date documentation for Python libraries like LangChain, LlamaIndex, and OpenAI through dynamic fetching from official sources.

  Last updated 2025-03-22

  1

  MIT

• MCP Documentation Server

  glassBead-tc

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  security

  A

  license

  B

  quality

  Provides comprehensive access to MCP documentation through structured guides, full-text search, and interactive development workflows for building servers and clients.

  Last updated 2025-09-19

  3

  15

  MIT

• Markdown RAG Documentation

  andnp

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  security

  A

  license

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  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

• MCP Documentation Server

  droidnext

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  security

  A

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  quality

  A server that provides organized documentation content for various applications using the Model Context Protocol, enabling AI assistants to access quickstart guides and code examples.

  Last updated 2025-08-15

  MIT

• Xcatcher-X (Twitter) Scraping

  lvpiggyqq

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  security

  A

  license

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  quality

  Remote MCP / x402 / USDC / Base / Solana / OpenAPI / Google ADK / Gemini Xcatcher is an agent-first Remote MCP server (Streamable HTTP) for high-throughput crawling of fresh/latest posts across large sets of X (Twitter) usernames. It supports x402 pay-as-you-go top-ups using USDC on Base and Solana.

  Last updated 2026-03-03

  9

  MIT

• AWS Documentation MCP Server

  Joseph19820124

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  security

  A

  license

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  quality

  Enables access to AWS documentation through natural language by fetching and converting documentation pages to markdown, searching AWS docs, and getting content recommendations for AWS service documentation.

  Last updated 2025-06-29

  3

  Apache 2.0