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.
The MCP Docs Server is a Node.js implementation of a Model Context Protocol (MCP) server that provides a powerful tool to search and retrieve up-to-date…
This is a personal project to see if Claude 3.5 Sonnet can write a moderately complex MCP Server in Python.
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…
A simple MCP server to search for documentation
# Documentation MCP Server with Python SDK ## Prerequisites - `uv` package manager, (optional but **highly recommended**) - claude desktop or cursor (…
Docsie MCP brings your documentation workflow directly into Claude. Create, edit, and publish docs without leaving your AI assistant. Convert videos into…
Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic…
A markdown knowledge base your AI reads, writes, and organizes — a memory in plain files you can actually open and correct (not an opaque vector store), with…
Ida documentation reader (sort-of) mcp server
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
MCP sever for fetching latest Keyclaok documentation in LLM friendly format
The MCP Documentation Project contains the documentation for the Multi-agent Control Platform (MCP). It provides a GitHub Actions workflow for automatic…
A proof-of-concept for publish design system guidance and code snippets as an MCP server for usage with LLMs
This project provides a FastMCP server for mathematical computations, including numerical and symbolic calculations, as well as plotting.
Persistent project memory for AI coding agents. Hybrid vector + BM25 search with AST-aware chunking (24 languages), dependency graph boosting, conversation…
Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart caching.
Share one memory store across all your AI coding tools. Memory Arbiter is a lightweight, fully local MCP Server with built-in dual-timeline conflict…
Security intelligence API for AI models. CVE lookup with EPSS/KEV enrichment, domain reconnaissance (DNS, WHOIS, SSL, subdomains, WAF detection), and code…
A semantic skills registry over MCP that teaches AI agents how to do things correctly using curated expert skills that agents discover and load at the moment…
MCP of MCPs is a meta-server that merges all your MCP servers into a single smart endpoint. It gives AI agents instant tool discovery, selective schema…
Create, send, e-sign, and track PandaDoc documents from any AI client — search templates, create from templates, send for signature, and check status via OAuth.
A Go implementation of the Model Context Protocol (MCP) server for Atlassian Confluence Data Center
MCP server to connect AI agents to any github corpa