A
license-
qualityD
maintenanceGenerates comprehensive documentation (architecture overview, dependency graph, API surface, and README) for any codebase locally without external APIs.
9
MIT
70,060 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
io.github.kimjin8
ai.smithery
io.github.shadowy
io.github.max124vip-dev
"Indexing a codebase for accessible contextual queries" matching MCP servers:
- Flicense-qualityBmaintenanceEnables AI agents to index, search, and retrieve architectural documentation and store self-learning notes from codebases.1
- AlicenseAqualityDmaintenanceA Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).163Apache 2.0
- AlicenseBqualityFmaintenanceAutomatically 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.3GPL 3.0
- AlicenseAqualityCmaintenanceProvides 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.4051Apache 2.0
- AlicenseAqualityDmaintenanceAnalyzes codebases and extracts all symbols (functions, classes, methods, interfaces, etc.) from 10+ programming languages into LLM-optimized markdown format. Enables AI assistants to understand entire project structures efficiently without processing full source code.28MIT
- AlicenseCqualityFmaintenanceEnables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.115MIT
- Alicense-qualityDmaintenanceA 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.MIT
- Alicense-qualityDmaintenanceEnables 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.MIT
Appwrite Docs MCP Serverofficial
Flicense-qualityAmaintenanceEnables IDEs like Cursor, Windsurf, and Claude Code to access and query Appwrite documentation through a vector-powered search system. Provides developers with contextual Appwrite documentation directly within their development environment.12- FlicenseAqualityDmaintenanceProvides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling accurate and up-to-date code suggestions.1
- Alicense-qualityCmaintenanceA tool that helps users conduct comprehensive research on complex topics by exploring questions in depth, finding relevant sources, and generating structured, well-cited research reports.213MIT
- Alicense-qualityFmaintenanceProvides access to developer roadmap content from roadmap.sh, allowing users to list available roadmaps and fetch detailed Markdown content for specific career paths.1MIT
- Alicense-qualityFmaintenanceProvides 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.81MIT
Qdrant Docs MCP Serverofficial
Flicense-qualityCmaintenanceA read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.9- Alicense-qualityBmaintenanceMCP server for Wiki.js with full GraphQL API coverage, fine-grained permissions, multi-user support, and deployable on Vercel.Apache 2.0
- Alicense-qualityCmaintenanceAn HTTP MCP server that indexes large documents into exact-line-numbered sections, enabling AI models to locate, read, summarize, and edit parts of a document without ingesting the whole file.MIT
- Alicense-qualityDmaintenancePulls up-to-date, version-specific documentation and code examples for libraries directly into your prompt, preventing outdated or hallucinated APIs.MIT
- Alicense-qualityDmaintenanceEnables AI assistants to interact with OpenAPI documents for analysis, validation, and management through structured interfaces.5933ISC
- Alicense-qualityBmaintenanceMCP server that enables introspection of any MCP server's registered tools by exposing mcpreg/list, mcpreg/get, and mcpreg/query tools, making tool registry accessible even when the underlying SDK lacks list_tools().MIT
