"Searching for specific library documentation and implementation code in a codebase" matching MCP servers:

• Codebase Context

  PatrickSys

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  license

  A

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  maintenance

  Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.

  Last updated 2026-05-11

  11

  82

  44

  Elastic 2.0

• In Memoria

  pi22by7

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  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  187

  168

  MIT

• amazon-in-mcp

  justadityaraj

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  A

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  MCP server for amazon.in — cheapest in-stock, best-value picks, and price history links.

  Last updated 2026-05-19

  8

  3

  1

  MIT

• Documentation MCP Server

  sagacious-satadru

  F

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  A

  quality

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  maintenance

  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

• mcp-open-library

  8enSmith

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  A

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  A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book information.

  Last updated 2026-04-22

  6

  6

  14

  72

  MIT

• Documentation MCP Server

  LiL-Loco

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  license

  B

  quality

  B

  maintenance

  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

• Library MCP

  lethain

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  An MCP server that enables interaction with Markdown knowledge bases, allowing users to search and retrieve content by tags, text, URL, or date range from their local markdown files.

  Last updated 2025-04-21

  7

  90

• Codebase MCP

  DeDeveloper23

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  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.

  Last updated 2025-02-28

  3

  9

  79

  MIT

• Chart Library

  grahammccain

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  license

  C

  quality

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  maintenance

  Historical stock pattern intelligence for AI agents. Search 24M pre-computed chart pattern embeddings across 15K stocks and 10 years. 19 tools: pattern similarity search, forward returns, regime analysis, anomaly detection, sector rotation, earnings reactions, correlation shifts, scenario analysis, and more. Returns what happened historically when charts looked like this — compliance-safe

  Last updated 2026-05-16

  21

  7

  MIT

• All-in-MCP

  isomoes

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  license

  C

  quality

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  maintenance

  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  7

  2

  MIT

• Codebase MCP Server

  cmaujean

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  A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.

  Last updated 2025-08-12

  MIT

• MCP Codebase Insight

  tosin2013

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  A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.

  Last updated 2025-11-19

  12

  MIT

• CodeBase Optimizer

  liadgez

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  Provides comprehensive codebase analysis including project structure evaluation, cross-language duplicate detection, microservices validation, and configuration optimization with AI-powered pattern learning that generates actionable improvement reports.

  Last updated 2025-07-01

  MIT

• Codebase MCP Server

  Ravenight13

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  Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.

  Last updated 2025-10-20

  MIT

• MCP Codebase Index

  NgoTaiCo

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  quality

  D

  maintenance

  Enables semantic search across your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage. Supports 15+ programming languages with smart code chunking and real-time file change monitoring.

  Last updated 2025-11-27

  112

  19

  MIT

• OpenAI and Claude MCP

  Spysailor

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  quality

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  maintenance

  A simple server that acts as a Master Control Program (MCP) for unified interaction with OpenAI and Anthropic (Claude) AI models through a single API endpoint.

  Last updated 2025-04-13

  28

  MIT

• Codebase Contextifier 9000

  jarmentor

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  quality

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  maintenance

  Enables semantic code search across multiple repositories using AST-aware chunking and relationship tracking. Supports local LLM embeddings, real-time indexing, and cross-codebase dependency analysis through vector and graph databases.

  Last updated 2025-10-31

  3

  MIT

• Codebase MCP Server

  MyunghoBae

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  license

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  quality

  B

  maintenance

  Provides secure and efficient tools for codebase analysis, including file management, metadata retrieval, and dependency tree traversal. It allows LLMs to explore project structures and search for configuration files within a restricted root directory.

  Last updated 2026-02-28

  14

  3

  MIT

• Headless Codebase Indexer

  y1hanh

  F

  license

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  C

  maintenance

  A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.

  Last updated 2026-02-24

• Component Library MCP Server

  alex-abrams711

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  maintenance

  Provides AI assistants with access to private React component library documentation, props, and code examples through type-safe TypeScript integration.

  Last updated 2025-11-04