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maintenanceLocal RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, and 12 MCP tools. Zero external servers, pure ONNX in-process.
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"knowledge" matching MCP servers:
- Alicense-qualityBmaintenanceAn MCP server that enables AI agents to query specialized, domain-specific knowledge bases built using the LightRAG framework for enhanced retrieval-augmented generation. It allows for managing and searching knowledge graphs and vector embeddings to provide accurate, context-aware information during an AI assistant's reasoning process.Last updated51MIT
- Flicense-quality-maintenanceProvides LLM-agnostic access to API documentation through MCP and REST endpoints, enabling AI assistants to retrieve, search, and proxy requests to whitelisted APIs across multiple platforms.Last updated
- AlicenseAqualityCmaintenanceAn improved implementation of persistent memory using a local knowledge graph with a customizable --memory-path. This lets Claude remember information about the user across chats.Last updated10262852MIT
- AlicenseAquality-maintenanceProvides centralized knowledge management for projects, allowing users to store, search, and maintain project-specific knowledge that persists across sessions.Last updated27141
- MIT
- AlicenseBqualityCmaintenanceTransforms YouTube into a queryable knowledge source with search, video details, transcript analysis, and AI-powered tools for summaries, learning paths, and knowledge graphs. Features quota-aware API access with caching and optional OpenAI/Anthropic integration for advanced content analysis.Last updated10481MIT
- AlicenseBqualityCmaintenanceEnables building and managing knowledge workspaces with tools for ingesting content from text, clipboard, or URLs and searching organized knowledge bases. Supports multiple configurable workspaces with separate inbox and knowledge directories for structured information management.Last updated114MIT
- FlicenseBqualityBmaintenanceAn MCP server for indexing and searching Commodore 64 documentation using full-text, semantic, and fuzzy search across multiple file formats. It enables RAG-based question answering, entity extraction, and interactive timeline or knowledge graph visualizations.Last updated94
- Alicense-qualityCmaintenanceA read-only Model Context Protocol server that exposes a semantic knowledge base to AI agents via 27 tools. It enables querying of documents and data integrated from sources like Notion, SharePoint, HubSpot, and Slack.Last updatedMIT
- Alicense-qualityBmaintenanceRAG Knowledge - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated103MIT
- Flicense-qualityBmaintenanceA cross-project knowledge base MCP server supporting three-layer search (text matching, TF-IDF, and semantic vectors) with a Web UI for management.Last updated
- AlicenseAqualityCmaintenanceA comprehensive Model Context Protocol server that integrates Elasticsearch search with file operations, document validation, and version control to transform AI assistants into powerful knowledge management systems.Last updated2727MIT
- AlicenseBqualityCmaintenanceAn MCP server implementation that helps Claude remember and learn from programming errors by storing, retrieving, and finding similar errors with full context.Last updated64MIT
- AlicenseBqualityCmaintenanceTransforms a GitHub repository into a structured personal brain for AI to manage tasks, notes, and goals through markdown files. It enables direct interaction with a version-controlled knowledge base, allowing for automated organization and efficient retrieval of information.Last updated15192MIT
- AlicenseBqualityCmaintenanceMCP server for searching and citing ASTGL (As The Geek Learns) articles about MCP servers, local AI, and AI automation. Provides semantic search, direct Q\&A, and topic browsing across 20 authoritative articles with pre-computed embeddings.Last updated3146MIT
- FlicenseBqualityCmaintenanceA BM25-based MCP server that enables document search and retrieval across structured domains of knowledge content, allowing Claude to search and reference documentation when answering questions.Last updated41
- Alicense-qualityCmaintenanceA local knowledge base system based on ChromaDB that supports automatic chunking, vector storage, and efficient similarity retrieval of txt and pdf documents, with MCP protocol support allowing AI assistants to directly access knowledge management functions.Last updatedMIT
- Alicense-quality-maintenanceEnables users to search and read Esri developer documentation, ArcGIS Pro help, and community forums directly through Claude. It provides tools to query official Esri sites and extract clean text content from documentation pages to answer technical GIS questions.Last updated
- Alicense-quality-maintenanceEnables semantic search across thousands of indexed educational YouTube videos covering topics like engineering, marketing, and strategy. It allows users to query insights from top creators directly through Claude Code using the Model Context Protocol.Last updated