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qualityPrivacy-first local document search using semantic search. Runs entirely on your machine with no cloud services, supporting PDF, DOCX, TXT, and Markdown files.
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"Local RAG system for providing documentation to a large language model (LLM)" matching MCP servers:
- AsecurityAlicenseBquality"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨Last updated1122PythonMIT
- -securityAlicense-qualityA Docker-based local RAG backend that provides advanced document search capabilities using vector, graph, and full-text retrieval via the Model Context Protocol. It supports over 28 file formats and tracks evolving relationships between concepts using a Neo4j-backed graphiti implementation.Last updated1MIT
- AsecurityAlicenseBqualityTurn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.Last updated651MIT
- -securityAlicense-qualityBridges local LLMs running in LM Studio with MCP clients like Claude Desktop to perform reasoning and analysis tasks while keeping sensitive data private. It features a suite of tools for local code review, privacy scanning, and content transformation using auto-discovered local models.Last updatedMIT
- -securityFlicense-qualityA fully offline local RAG server that utilizes ChromaDB and Ollama to index and query PDF, text, and Markdown documents. It allows users to manage local knowledge bases and perform semantic searches with AI-generated responses.Last updated
- -securityAlicense-qualitySemantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code annotations, and search analytics. Zero config, zero API keys. Just bunxLast updated2,89514Apache 2.0
- -securityFlicense-qualityEnables 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.Last updated
- AsecurityAlicenseCqualityA customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.Last updated114Apache 2.0
- -securityFlicense-qualityProvides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.Last updated6
- AsecurityAlicenseAqualityEnables intelligent handling of large files through smart chunking, search with regex support, line navigation, and streaming capabilities without loading entire files into memory.Last updated611311MIT
- -securityAlicense-qualityRuns a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.Last updated1,511BSD 3-Clause
- AsecurityAlicenseBqualityTypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.Last updated326MIT
- AsecurityAlicenseAqualityLocal 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 updated1238MIT
- -securityAlicense-qualityAn MCP-compatible system that handles large files (up to 200MB) with intelligent chunking and multi-format document support for advanced retrieval-augmented generation.Last updated9MIT
- -securityFlicense-qualityEnables LLMs to search YouTube for music, download videos as MP3 files, and play audio with playback controls.Last updated6
- AsecurityFlicenseBqualityProvides a universal bridge to interact with any OpenAI-compatible LLM API (local or cloud), enabling model testing, benchmarking, quality evaluation, and chat operations with performance metrics.Last updated8
- -securityAlicense-qualityEnables creation of persistent, compounding knowledge bases using Karpathy's LLM Wiki pattern with LLM-maintained markdown wikis. Supports automated ingestion, cross-referencing, synthesis, and linting of sources as an alternative to traditional RAG systems.Last updated19MIT
- -securityAlicense-qualityA 100% local development monitoring tool that captures browser console logs, network requests, and backend server output for analysis by AI assistants via MCP. It enables LLMs to debug applications by providing structured, real-time access to full-stack log data and persistent local storage.Last updated55MIT
- AsecurityAlicense-qualityEnables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.Last updated2MIT
- AsecurityAlicenseBqualityAn MCP server that provides LLMs access to other LLMsLast updated44477MIT
- AsecurityAlicenseBqualityShare code context with LLMs via MCP or clipboardLast updated4297Apache 2.0
- AsecurityFlicenseCqualityEnables querying WolframAlpha's LLM API for natural language questions, providing structured and simplified answers optimized for LLM consumption.Last updated352
- -securityFlicense-qualityA Retrieval-Augmented Generation system that enables uploading, processing, and semantic search of PDF documents using vector embeddings and FAISS indexing for context-aware question answering.Last updated
- AsecurityAlicenseCqualityA privacy-first MCP server that provides local LLM-enhanced tools for code analysis, security scanning, and automated task execution using backends like Ollama and LM Studio. It enables symbol-aware code reviews and workspace exploration while ensuring that all code and analysis remain strictly on your local machine.Last updated36ISC
- -securityAlicense-qualityTurns Claude Desktop into a personal document question-answering system using local vector search. Index PDF, TXT, and Markdown documents into collections and get answers based strictly on your documents with zero hallucination.Last updated8MIT
- -securityAlicense-qualityLLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.Last updated3MIT
- -securityFlicense-qualityFetches GitHub PR and issue data server-side and combines it with a documentation template, providing formatted context to LLMs for automated documentation generation.Last updated
- AsecurityFlicenseAqualityA comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.Last updated7315
- -securityFlicense-qualityProvides semantic search capabilities over glowfic.com content using a pre-built vector database and GTE-Large embeddings. It allows users to query specific continuities and authors through MCP-compatible tools in applications like Claude Code and Cursor.Last updated
- -securityFlicense-qualityA Retrieval Augmented Generation system that enables AI assistants to perform semantic searches and manage document indices for markdown files. It supports PostgreSQL with pgvector and integrates both Google Gemini and Ollama for intelligent embedding generation.Last updated1
- -securityFlicense-qualityExposes VSCode's Language Server Protocol features through MCP, enabling AI assistants to perform language-aware operations like symbol navigation, reference tracking, safe renaming, type information retrieval, and hover documentation across codebases.Last updated
- -securityAlicense-qualityA server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.Last updated4Apache 2.0
- -securityAlicense-qualityEmpowers AI assistants with real-world capabilities including note management, Gmail integration, Google Calendar and Tasks management, and Git repository operations through the Model Context Protocol.Last updated12MIT
- -securityFlicense-qualityAn agentic AI system that orchestrates multiple specialized AI tools to perform business analytics and knowledge retrieval, allowing users to analyze data and access business information through natural language queries.Last updated3
- AsecurityAlicenseAqualityRoutes your AI tasks to the best available model across 20+ providers — automatically selecting based on task type, budget, and subscription pressure. Supports text, image, video, and audio with built-in cost optimization and fallback chains.Last updated3016MIT
- AsecurityFlicenseAqualityA server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.Last updated13
- AsecurityFlicenseAqualityProvides 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 updated4101
- -securityFlicense-qualityConnects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).Last updated1
- AsecurityAlicenseCqualityEnables AI agents to interact with multiple LLM providers (OpenAI, Anthropic, Google, DeepSeek) through a standardized interface, making it easy to switch between models or use multiple models in the same application.Last updated16MIT
- -securityAlicense-qualityGenerates DeepWiki-style documentation for private code repositories with RAG-based Q\&A capabilities, semantic code search, and multi-language AST parsing. Supports local LLMs (Ollama) or cloud providers for privacy-focused codebase analysis.Last updated1MIT
- -securityFlicense-qualityA fully automated system that analyzes Django REST Framework ViewSets to generate accurate OpenAPI 3.0 specification documentation without manual configuration.Last updated1
- -securityFlicense-qualityA server that enables browser-based local LLM inference using Playwright to automate interactions with @mlc-ai/web-llm, supporting text generation, chat sessions, model switching, and status monitoring.Last updated3
- -securityAlicense-qualityA comprehensive MCP (Model Context Protocol) server for file system operations, providing Claude and other AI assistants with access to local files and directories.Last updated2MIT
- AsecurityAlicenseBqualityGenerates 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.Last updated9MIT
- -securityAlicense-qualityEnables retrieval-augmented generation (RAG) by indexing and searching through documents (Markdown, text, PowerPoint, PDF) using vector embeddings with multilingual-e5-large model and PostgreSQL pgvector. Supports contextual chunk retrieval and incremental indexing for efficient document management.Last updated70MIT
- -securityAlicense-qualityEnables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.Last updated1MIT
- -securityFlicense-qualityA smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.Last updated10
- AsecurityAlicenseBqualityA minimal local MCP server that wraps any Claude Messages API-compatible upstream into a unified ask_model tool. It enables MCP clients to interact with these models through a standard tool interface using stdio transport.Last updated18MIT