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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.

Data Dictionary MCP

A Model Context Protocol (MCP) server that coordinates AI agents to transform database tables into Wikipedia-style data dictionaries.

CostAffective-MCP

Intelligent repository context for AI coding assistants. Provides code search, symbol lookup, call graphs, and reference tracking via MCP. Uniquely designed to…

Apple Notes Mcp

# apple-notes-mcp MCP server for Apple Notes with semantic search and CRUD operations. Claude searches, reads, creates, updates, and manages your Apple Notes…

Mixpanel Mcp

Query and analyze your Mixpanel events data seamlessly from any MCP client. Retrieve insights such as event overviews, retention metrics, and funnel analyses…

MCP Advisor

A discovery and recommendation service for exploring MCP servers using natural language queries.

mcp_server_webcrawl

Bridge the gap between your web crawl and AI language models using Model Context Protocol (MCP). With mcp-server-webcrawl, your AI client filters and analyzes…

SearXNG MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to perform web searches using SearXNG, a privacy-respecting metasearch engine.

WebSearch MCP Server

A web search server that supports free search via multiple providers and converts URL content into Markdown format. It is for developers who need search and…

Outlook Email Processor

Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced analysis…

pubchem mcp server

# pubchem mcp server the mcp is used to extract the drug basic chemical infomation from pubchem API. ## Requirements - Python 3.10 - `python-dotenv` -…

Caltrain MCP Server

A Model Context Protocol (MCP) server for Caltrain schedules. Get real-time train departures using GTFS data, designed for Claude Desktop and other MCP clients.

PubMed MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to search and analyze PubMed medical literature with advanced filtering, citations, and…