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.
Directory
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
Professional MCP server for OpenAlex academic research - ML-powered author disambiguation, institution resolution, and comprehensive researcher profiles with…
AI Agent Context Versioning and Synchronization
MCP that unifies access to the main Spanish open data sources (BOE, INE, AEMET, Datos.gob.es)
AI-generated help docs for your web app in minutes, not weeks. KodaDocs is a Claude Code MCP server that reads your codebase, captures screenshots with a…
Self-hostable MCP memory server for AI assistants — 16 tools, hybrid search, knowledge graph, auto-dedup, staleness pruning, automated ingestion pipelines…
## Setting Up Notion API Key and Permissions ### Creating a Notion API Key 1. **Go to Notion Integrations:** - Visit [Notion…
# MCP Notes Server A simple MCP (Message Coordination Protocol) server that provides access to notes stored in `~/DocumentationGenerator/notes/`. ## Setup 1…
# Memory Bank MCP Server This is a Model Context Protocol (MCP) server designed to manage project-specific "memory bank" data. It utilizes an SQLite database…
# docs-mcp-server MCP Server A MCP server for fetching and searching 3rd party package documentation. ## ✨ Key Features - 🌐 **Versatile Scraping:** Fetch…
# MCP-MCP: Meta-MCP Server [ server for up to date documentations. This code demonstrates…
<h1 align="center">Crawl4AI RAG MCP Server</h1> <p align="center"> <em>Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants</em> </p> A…
# Readium MCP <p align="center"> <img src="https://raw.githubusercontent.com/pablotoledo/readium/main/logo.webp" alt="Readium MCP" width="200"> </p> [![Python…
Create MCP server for accessing SharePoint Online
Your team's retrospectives, available to any MCP client — read boards, summaries, health trends and open action items, run planning poker, and write back.
<h1 align="center">MCP-Mem0: Long-Term Memory for AI Agents</h1> <p align="center"> <img src="public/Mem0AndMCP.png" alt="Mem0 and MCP Integration"…
# Roo Code Memory Bank MCP Server This project implements the core functionality of the [Roo Code Memory…
An intro to MCP: an MCP server with a knowledge base tool containerized with Docker and connected to a client-side python application using SSE
Local-first MCP server that snapshots your project's working state into one context object. Open-core, privacy-first.
MCP-native open-source Notion alternative. Read and write pages, customizable databases, and kanban/calendar boards through a remote MCP server with OAuth 2.1…
Structured knowledge API for AI agents — fractal knowledge graphs, signal datasets, authority evidence reviews, open problems, and capability specs…
MCP server for German public procurement data — semantic search and tender matching for Claude, GPT, Cursor, and LM Studio