Model Context Protocol Generative AI Tools
Tools and servers implementing the Model Context Protocol (MCP) standard for connecting LLMs to external tools, APIs, and data sources. Includes MCP server implementations, gateways, and frameworks. Does NOT include general LLM frameworks, agent orchestration platforms, or non-MCP tool integrations.
There are 22 model context protocol tools tracked. 2 score above 50 (established tier). The highest-rated is a2aproject/a2a-samples at 64/100 with 1,385 stars. 1 of the top 10 are actively maintained.
Get all 22 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=generative-ai&subcategory=model-context-protocol&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Tool | Score | Tier |
|---|---|---|---|
| 1 |
a2aproject/a2a-samples
Samples using the Agent2Agent (A2A) Protocol |
|
Established |
| 2 |
google-agentic-commerce/AP2
Building a Secure and Interoperable Future for AI-Driven Payments. |
|
Established |
| 3 |
g4sk0/mergen-mcp
Mergen is an MCP server that gives your AI a real red team brain. It doesn't... |
|
Emerging |
| 4 |
thangchung/mcp-labs
All things about MCP experiments.⭐️ Star to support our work! |
|
Emerging |
| 5 |
one710/consciousness
A powerful, pluggable vector memory and Model Context Protocol (MCP) server... |
|
Emerging |
| 6 |
datnguye/mcp-metricflow
A Model Context Protocol (MCP) server that provides MetricFlow CLI tools |
|
Experimental |
| 7 |
one710/computermate
ComputerMate is a powerful Model Context Protocol (MCP) server that grants... |
|
Experimental |
| 8 |
D-celld/blocklace-a2a
🔒 Enhance message security with Blocklace, a cryptographic audit layer that... |
|
Experimental |
| 9 |
brunoclazaro2010/ue5-mcp
Enable AI to read, modify, and create UE5 Blueprints through natural... |
|
Experimental |
| 10 |
Alastairchilblained570/mcp-foundry
Connect AI agents to financial markets using a universal trading interface... |
|
Experimental |
| 11 |
Mgobeaalcoba/mcp_henry_masterclass
A MasterClass about MCP in AI Engineering |
|
Experimental |
| 12 |
groovysquirrel/brains-mcp
A Serverless MCP implementation using SST, React and AWS. |
|
Experimental |
| 13 |
rainmana/mcw-framework
Meta-Context Framework is novel research into a new coordination-focused... |
|
Experimental |
| 14 |
noecrn/mcp-agent-framework
Technical implementation of high-reasoning AI agents using the AWS Strands... |
|
Experimental |
| 15 |
piyushagni5/a2a-project
Explore MCP and A2A protocols with hands-on client/server implementations,... |
|
Experimental |
| 16 |
sebschopf/mcp-blender-bridge
🧠 Connect Google Gemini to Blender via the Model Context Protocol (MCP).... |
|
Experimental |
| 17 |
cornelcroi/ask-james
MCP server that lets any AI assistant (Claude, Kiro, Cursor, etc.) call out... |
|
Experimental |
| 18 |
ai-dataplatform-hub/datalake-mcp
Production-ready MCP server for AWS Data Lakes - Query S3, Glue, Athena with... |
|
Experimental |
| 19 |
sujjadshaik/fastmcp-starter-kit
starter kit for fast mcp |
|
Experimental |
| 20 |
ji-podhead/pinecone-bridged-mcp
This repo contains a docker image with pinecone mcp and mcp-bridge. It also... |
|
Experimental |
| 21 |
siddhu1997/MLCP
MLCP is a protocol-driven system for managing layered, contextual data in... |
|
Experimental |
| 22 |
Nirob-0812/ai-task-api
AI Task API — FastAPI + MCP (Single Route) |
|
Experimental |