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
Search MCP Servers
Web Dev Tools — Email, IP, URL, Sentiment, QR, Random Data
Web and data tools for AI agents. Validate emails, geolocate IPs, scrape URL metadata, analyze text sentiment, generate QR codes, and create random test data…
A Swedish Monetary‑Policy Data MCP Server
An MCP Server for Riksbank data (monetary policy, SWEA, SWESTR)
Experimental MCP Service for Azure AI Search
An experimental MCP service for Azure AI Search in Python
Docsie
Docsie MCP brings your documentation workflow directly into Claude. Create, edit, and publish docs without leaving your AI assistant. Convert videos into…
Foragex402
Meta-search for x402 agent-payable services -- find paid APIs across every registry
smolanalytics: analytics you ask from your editor, answers CI-tested to match the dashboard
Ask your own coding agent about your product's analytics: 82 tools over one MIT Go binary that does funnels, retention, paths, cohorts, flags, A/B and…
Google Surf Mcp
Google search MCP. No API key. One MCP replaces search + fetch + academic-paper extractor.
CRM PipeRun
Este servidor disponibiliza APIs para gerenciar dados no Piperun CRM, incluindo listagem, criação, consulta e atualização de registros.
Agent402
Open-source MCP server with ~1,100 deterministic tools — web search, headless Chromium, PDFs, OCR, images, ~1,040 CPU utilities. Free to self-host or pay per…
Gas Library Hub
MCP server for GAS Library Hub - Search and discover Google Apps Script libraries. Features include keyword/tag-based search, star count
Mimirs
Persistent project memory for AI coding agents. Hybrid vector + BM25 search with AST-aware chunking (24 languages), dependency graph boosting, conversation…
Go Docs Mcp
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.
GSC & Bing Webmaster MCP — No API Keys for Google
MCP server giving Claude/Cline direct access to Google Search Console and Bing Webmaster Tools. Zero API key setup for GSC — reads your Chrome session. 23…
Contrastapi — Security Intelligence
Security intelligence API for AI models. CVE lookup with EPSS/KEV enrichment, domain reconnaissance (DNS, WHOIS, SSL, subdomains, WAF detection), and code…
Skills Mcp
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
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…
(Demo) MCP Server for MeteoSwiss Data
# (Demo) MCP Server for MeteoSwiss Data A Model Context Protocol (MCP) server for MeteoSwiss weather data. ## Overview This server provides weather data from…
Atlas
Connect AI agents to Atlas MCP for live market data, options analytics, strategy workflows, and 50+ broker-aware trading capabilities .
PandaDoc
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.
Toolradar
Search, compare, and get pricing for 8,400+ software tools. Verified pricing (checked weekly), G2/Capterra ratings, AI-identified alternatives, and new tools…
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…
Ionis Mcp
MCP server for IONIS HF propagation analytics — 175M signatures from WSPR, RBN, Contest, DXpedition, and PSK Reporter.
kagi-ken-mcp
Unofficial MCP server for working with Kagi *without* API access (you'll need to be a customer). Searches and summarizes. Uses Kagi session token for easy…