F
license-
qualityB
maintenanceAn MCP server that retrieves relevant PDF chunks via local embeddings and returns them to IDE agents (Cursor, Kiro, Claude Code) for answer generation.
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"A server or tool using RAG for documentation scraping, storage, and retrieval with SSE support" matching MCP servers:
- AlicenseAqualityBmaintenanceA black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.4152MIT
- Flicense-qualityDmaintenanceEnables 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.
- AlicenseAqualityBmaintenanceProvides persistent, inspectable memory storage for AI agents using SQLite. Agents can store, recall, and search memories across sessions via three MCP tools.3MIT
- AlicenseAqualityBmaintenanceGenerates 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.9MIT
- AlicenseAqualityDmaintenanceProvides AI assistants with instant access to comprehensive Medusa.js v2 documentation, enabling smart search, precise section retrieval, and complete browsing through 2,105+ documentation sections.38MIT
- AlicenseAqualityBmaintenanceGenerates 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.9MIT
- FlicenseBqualityDmaintenanceProvides intelligent retrieval capabilities for local files by scanning directories, generating vector indexes, and enabling semantic search through RAG (Retrieval Augmented Generation) with incremental indexing support.2
- FlicenseBqualityFmaintenanceEnables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers.51
- AlicenseCqualityFmaintenanceA custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.16MIT
- AlicenseCqualityDmaintenanceImplements a secure MCP server with API Key and JWT authentication, providing tools like echo, login, secure_action, and admin_action. Includes MCP Inspector integration for testing and debugging.13MIT
- FlicenseDqualityDmaintenanceA simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.17
- Alicense-qualityFmaintenanceNode.js server implementing Model Context Protocol (MCP) for filesystem operations, enabling read/write files, directory management, search, and metadata retrieval via SSE transport.490,46517MIT
- Alicense-qualityFmaintenanceA Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation. Enables semantic search over documentation using HuggingFace embeddings.1MIT
- Alicense-qualityBmaintenanceEnables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.2MIT
- Alicense-qualityDmaintenanceMCP server enabling Claude Code to capture screenshots of Windows applications through WSL2, allowing AI to diagnose UI errors and verify layouts.MIT
- Flicense-qualityBmaintenanceEnables fetching weather forecasts for the USA via NWS API and for Israel via browser automation using Playwright.
- Flicense-qualityBmaintenanceLocal MCP server that provides a search_documents tool to query a RAG pipeline built with Ollama embeddings and ChromaDB, enabling Claude Desktop to retrieve relevant document chunks.
- Flicense-qualityDmaintenanceAutomatically analyzes Python codebases and generates professional documentation including README, API docs, and setup guides.
- Flicense-qualityBmaintenanceA CLI tool and MCP server that turns markdown documentation into a searchable, queryable knowledge base.129