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maintenanceEnables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone, pgvector) to return relevant content.
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"Tools for Automatically Indexing Code Files and RAG (Retrieval-Augmented Generation)" matching MCP servers:
- AlicenseCqualityBmaintenanceA local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via MCP.Last updated9MIT
- FlicenseBqualityDmaintenanceA lightweight MCP server for basic file operations, enabling reading, writing, and listing files securely via the Model Context Protocol.Last updated31
- AlicenseAqualityAmaintenanceLocal 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.Last updated13236MIT
- AlicenseAqualityDmaintenanceProvides local Retrieval-Augmented Generation (RAG) capabilities using Ollama for embeddings and ChromaDB for vector storage. It enables users to ingest and perform semantic searches across PDF, Markdown, and TXT documents within MCP-compatible clients.Last updated4371MIT
- FlicenseCqualityDmaintenanceA server that implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval with Modern Context Processing for enhanced context handling.Last updated3
- AlicenseAqualityBmaintenanceMCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.Last updated746MIT
- AlicenseAqualityAmaintenanceA multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.Last updated31MIT
- FlicenseAqualityDmaintenanceEnables indexing local documents (PDF, Markdown, text, code) into a knowledge base and querying them via semantic search using local embeddings, all running privately on your machine.Last updated4
- AlicenseAqualityCmaintenanceGemini-powered MCP server for automated code review, analysis, and documentation.Last updated13116MIT
- AlicenseAqualityCmaintenanceEnables semantic search and question answering over a knowledge base using hybrid retrieval and grounded answers, all running offline with no API keys.Last updated4MIT
- AlicenseAqualityCmaintenanceEnables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.Last updated4AGPL 3.0
- AlicenseAqualityBmaintenance"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨Last updated5132PythonMIT
- FlicenseBqualityDmaintenanceProvides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.Last updated51
- 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.Last updated2
Files.com MCP Serverofficial
AlicenseCqualityBmaintenanceEnables AI models to perform file operations, user management, automations, and more within Files.com's secure file transfer platform via the Model Context Protocol.Last updated652MIT- AlicenseAqualityBmaintenanceA local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets, PDFs, and plain text with strict folder-scoping via service account authentication.Last updated4MIT
- FlicenseAqualityDmaintenanceA local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.Last updated32
- AlicenseAqualityBmaintenanceRelays a result screenshot to Slack so you can review a coding agent's output without opening the app.Last updated7MIT
m-dev-tools-mcpofficial
AlicenseAqualityAmaintenanceMCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.Last updated3AGPL 3.0