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maintenanceIntegrates RAG into AI agents via MCP Server, supporting multiple vector database technologies for collection management and search operations.
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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:
- Flicense-qualityDmaintenanceEnables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.Last updated
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Agentoom Knowledgeofficial
AlicenseAqualityBmaintenanceA self-hosted, MIT-licensed MCP server that securely connects private documents and markdown files to LLMs. It provides a lightweight, local-first RAG infrastructure compatible with any MCP-enabled AI client or framework.Last updated31MIT- Alicense-qualityDmaintenanceEnables AI agents to search, deep-read, and build knowledge bases from Markdown, PDF, DOCX, and PPTX documents via MCP tools for retrieval, document navigation, and ingestion.Last updated73612MIT
- Alicense-qualityAmaintenanceAn MCP-native evidence retrieval platform that ingests source material, builds lexical and vector indexes, performs hybrid retrieval, and returns structured evidence packages for AI assistants.Last updated1Apache 2.0
- Alicense-qualityCmaintenanceAn MCP server that guides AI assistants to navigate documentation using their built-in tools (grep, file reading) instead of traditional RAG.Last updated423MIT
- Alicense-qualityFmaintenanceTurns your Readwise library into a blazing-fast semantic search engine with a streaming MCP server for LLM clients, supporting vector search, nightly syncs, and deployment on serverless platforms like Vercel.Last updated24MIT
- Alicense-qualityDmaintenanceEnables indexing and semantic search of software project files via MCP, with automatic file watching for updates.Last updatedMIT
- Alicense-qualityCmaintenanceA local document evidence layer for MCP clients that ingests documents (PDF, Office, images) with optional OCR, indexes them in SQLite FTS, and provides retrieval tools with source coordinates.Last updatedMIT
- Flicense-qualityDmaintenanceEnables semantic search through markdown documentation in code repositories using AI embeddings. Provides intelligent document chunking and similarity-based search to help users find relevant documentation based on meaning rather than just keywords.Last updated
- Flicense-qualityBmaintenanceA CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.Last updated54
- Flicense-qualityDmaintenanceA comprehensive document analysis server that performs sentiment analysis, keyword extraction, readability scoring, and text statistics while providing document management capabilities including storage, search, and organization.Last updated
santismm-knowledgeofficial
FlicenseAqualityCmaintenanceProvides a read-only MCP interface to the Santismm Knowledge Platform, offering tools to retrieve curated content on engineering, AI patterns, architectures, governance, and agent taxonomy with structured output in English, Spanish, and Portuguese.Last updated13- AlicenseAqualityAmaintenanceProvides access to microCMS documentation, enabling AI assistants to search and retrieve the latest document content.Last updated3818MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol (MCP) server that gives AI assistants the ability to search, analyze, and extract knowledge from YouTube videos.Last updated1329MIT
- FlicenseAqualityCmaintenanceA local RAG MCP server for PDF development experience, enabling document ingestion, semantic search, and Q\&A with source citations using TF-IDF and cosine similarity.Last updated3
- AlicenseAqualityDmaintenanceRecon Fuzz Knowledge MCPLast updated1411MIT
- FlicenseAqualityBmaintenancePrivate local stdio MCP server for metadata-only discovery, recording, and querying of Markdown and PDF documents.Last updated4
