Apple RAG MCP
Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive…
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Search Engine with RAG and MCP
Search Engine with RAG and MCP is a search engine that combines LangChain, Model Context Protocol (MCP), Retrieval-Augmented Generation (RAG), and Ollama to…
RAG-MCP Pipeline Research
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
Local RAG
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
SaSame Research
Free AI research/OCR + agent-economy discovery tools (120+ tools, no-auth), includes engage_sasame to commission SaSame to build MCP/Claude/RAG/agents, full…
knowledge-rag
Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12…
Apify RAG Web Browser
Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
Docs RAG
Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
MarketScope AI: Healthcare Product Analytics
This is our final project , in this we have utlized langgraph coupled with various mcp server mounted of fastapi using fastmcp to create mutlifaceted…
Inkeep
Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and…
haiku.rag
Agentic RAG over your own documents on an embedded LanceDB, no database server to run. Hybrid search with reranking, Docling parsing for PDFs and 40+ formats…
MCP RAG
A managed Retrieval-Augmented Generation (RAG) server using MCP, integrated with knowledge bases and OpenSearch.
Local RAG
Privacy-first local RAG server for semantic document search without external APIs
Local RAG Backend
A local RAG backend powered by Docker Compose, supporting various document formats for search.
ArcKnowledge (Custom RAG)
Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and…
Agentready Mcp
Make any website queryable by AI agents — index any site, ask questions, get cited answers via RAG
Microsoft 365 File Search MCP Server (SharePoint & OneDrive)
# MCP Server - Microsoft 365 File Search (SharePoint & OneDrive) ## Overview A Model Context Protocol (MCP) server implementation that provides advanced file…
Context Portal MCP (ConPort)
A server for managing structured project context using SQLite, with support for vector embeddings for semantic search and Retrieval Augmented Generation (RAG).
Minima
Search and retrieve context from local files for RAG.
Apple Notes
Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
LlamaIndex Documentation
Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service
Agentset
RAG MCP for your [Agentset](https://agentset.ai/) data.