A
securityA
licenseA
qualityPrivacy-first local document search using semantic search. Runs entirely on your machine with no cloud services, supporting PDF, DOCX, TXT, and Markdown files.
Last updated -
4
373
1
MIT License
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mcp-server-rag-web-browserofficial
Asecurity-licenseAqualityImplementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.Last updated -69186Apache 2.0- Asecurity-licenseAqualityEnhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.Last updated -16MIT License
- Asecurity-licenseAqualityA server that enables users to chat with each other by repurposing the Model Context Protocol (MCP), designed for AI tool calls, into a human-to-human communication system.Last updated -45MIT License
- Asecurity-licenseAqualityA complete MCP server for Retrieval-Augmented Generation with file management and vector memory for agents. Supports multiple document formats (PDF, DOCX, TXT, MD, CSV, JSON) with semantic search using Hugging Face embeddings and ChromaDB for efficient vector storage.Last updated -112MIT License
- Asecurity-licenseAqualityA TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.Last updated -412
- Asecurity-licenseAqualityA 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 updated -41
- Asecurity-licenseAqualityA tool that preserves chat history as Markdown files, automatically adding timestamps and supporting conversation identification through session IDs.Last updated -14MIT License
- Asecurity-licenseAqualityAn MCP server that enables analyzing and querying GitHub repositories through the GitHub Chat API, allowing users to index repositories and ask questions about their code, architecture and tech stack.Last updated -264MIT License
- Asecurity-licenseAqualityEnables AI-powered image generation using Azure DALL-E 3 and FLUX models with intelligent automatic model selection. Generates stunning photorealistic or creative images directly within LibreChat through simple text prompts.Last updated -1119MIT License
- Asecurity-licenseAqualityTransforms chat conversations with AI into structured markdown summaries and automatically saves them to organized files in your notes directory. Supports different summary styles, handles large conversations through chunking, and provides tools to manage your saved summaries.Last updated -4
- Asecurity-licenseAqualityIntegrate Claude with Any OpenAI SDK Compatible Chat Completion API - OpenAI, Perplexity, Groq, xAI, PyroPrompts and more.Last updated -120140MIT License
- Asecurity-licenseAqualityMCP server that exposes Google's Veo2 video generation capabilities, allowing clients to generate videos from text prompts or images.Last updated -731MIT License
- Asecurity-licenseAqualityEnables semantic search and contextual conversations with your Calibre ebook library using vector-based RAG technology. Supports project-based organization, multi-format book processing, and OCR capabilities for enhanced content extraction and retrieval.Last updated -7
- Asecurity-licenseAqualityAn MCP server that generates AI agent tools from Postman collections and requests. This server integrates with the Postman API to convert API endpoints into type-safe code that can be used with various AI frameworks.Last updated -13MIT License
- Asecurity-licenseAqualityAn MCP server that enables users to retrieve information from AWS Knowledge Bases using RAG (Retrieval-Augmented Generation) via Bedrock Agent Runtime.Last updated -1299
- Asecurity-licenseAqualityEnables natural language search and interaction with video content through three tools: ingesting videos to a Ragie index, retrieving relevant video segments based on queries, and creating video chunks from specific timestamps.Last updated -31
- -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 updated -2MIT License
- -securityAlicense-qualityEnables Claude to perform retrieval-augmented generation using LangChain, ChromaDB, and HuggingFace models for domain-aware reasoning with PDF embedding, smart retrieval, reranking, and citation-based responses.Last updated -1MIT License
- -security-license-qualityEnables AI assistants to search and query PDF documents through a local RAG system with vector embeddings. Provides semantic document search capabilities while keeping all data stored locally without external dependencies.Last updated -
- -security-license-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 updated -3
- -security-license-qualityAn advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.Last updated -3532
- -security-license-qualityImplements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.Last updated -
- -security-license-qualityConnects Bear Notes to AI assistants using semantic search and RAG (Retrieval-Augmented Generation), allowing AI systems to access and understand your personal knowledge base through meaningful search rather than just keyword matching.Last updated -36MIT License
- -security-license-qualityMiddleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.Last updated -9234MIT License
- -security-license-qualityProvides Retrieval-Augmented Generation capabilities by parsing documents (PDF, Markdown) and storing them in ChromaDB for semantic search and context retrieval.
- -security-license-qualityProvides image generation capabilities for Claude using the Replicate Flux model, allowing users to create images from text prompts with customizable parameters like aspect ratio and output format.Last updated -3840MIT License
- -security-license-qualityA lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.Last updated -1MIT License
- -security-license-qualityFacilitates note storage and summarization through custom URIs, allowing users to manage, summarize, and update notes with varying detail levels in a collaborative environment.Last updated -
- -security-license-quality"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨Last updated -85PythonMIT License
- -security-license-qualityTransform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across all official Apple docs.