#agents

Core Philosophy: Connect, Unify, Respond

mindsdb

Delegate anything. It comes back done.

Mcp Agent

lastmile-ai

Build effective agents using Model Context Protocol and simple workflow patterns

GitMCP

idosal

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

Lamda

firerpa

Android Full-Stack Device Control Platform: WebRTC/H.264 remote desktop, UI/OCR/image-matching automation, one-click MITM, built-in Frida, proxy/VPN/frp/P2P networking, MCP/Agent, 160+ APIs, designed for multi-device clusters and engineered deployments.

Production-ready MCP integrations for AI applications

Klavis-AI

Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale

ACI: Open-Source Infra to Power Unified MCP Servers

aipotheosis-labs

ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.

MCP Gateway

IBM

An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.

npcpy

NPC-Worldwide

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

npcpy

cagostino

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

Awesome Stars

taielab

A curated collection of top-tier penetration testing tools and productivity utilities across multiple domains. Join us to explore, contribute, and enhance your hacking toolkit!

🧪

Azure-Samples

Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀

Vibetest Use

browser-use

Vibetest MCP - automated QA testing using Browser-Use agents

MCP Link - Convert Any OpenAPI V3 API to MCP Server

automation-ai-labs

Convert Any OpenAPI V3 API to MCP Server

ATLAS: Task Management System

cyanheads

A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.

Shinkai Apps

dcSpark

Shinkai is a two click install App that allows you to create Local AI agents in 5 minutes or less using a simple UI. Supports: MCPs, Remote and Local AI, Crypto and Payments.

🚀 monday.com MCP

mondaycom

Enable AI agents to work reliably - giving them secure access to structured data, tools to take action, and the context needed to make smart decisions.

Strands Agents MCP Server

strands-agents

This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite AI coding assistant to vibe-code Strands Agents.

Wanaku - A MCP Router that connects everything

wanaku-ai

Wanaku MCP Router

Sample Model Context Protocol Demos

aws-samples

Collection of examples of how to use Model Context Protocol with AWS.

Vibe Coder MCP Server

freshtechbro

Vibe-Coder-MCP server extends AI assistants with specialized software development tools.

Fast LLM & Agents & MCPs

omerbsezer

This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit, Fundamentals.

OpenAPI to Model Context Protocol (MCP)

gujord

The OpenAPI-MCP proxy translates OpenAPI specs into MCP tools, enabling AI agents to access external APIs without custom wrappers!

🚀 Time MCP Server: Giving LLMs Time Awareness Capabilities

yokingma

⏰ Time MCP Server: Giving LLMs Time Awareness Capabilities

Crawlbase Web MCP Server

crawlbase

Crawlbase MCP Server connects AI agents and LLMs with real-time web data. It powers Claude, Cursor, and Windsurf integrations with battle-tested web scraping, JavaScript rendering, and anti-bot protection enabling structured, live data inside your AI workflows.

Kong Konnect MCP Server

Kong

A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.

Action MCP Example 🚀

seuros

A minimal Rails API template for creating MCP (Model Context Protocol) servers with robust tool execution capabilities and examples.

MindBridge MCP Server ⚡ The AI Router for Big Brain Moves

pinkpixel-dev

MindBridge is an AI orchestration MCP server that lets any app talk to any LLM — OpenAI, Anthropic, DeepSeek, Ollama, and more — through a single unified API. Route queries, compare models, get second opinions, and build smarter multi-LLM workflows.

Azure Container Apps - AI & MCP Playground

manekinekko

This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

mcp-proxy

stephenlacy

Fast rust MCP proxy between stdio and SSE

OpenAI MCP Example

manekinekko

This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

Azure Container Apps - AI & MCP Playground

manekinekko

This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

MCP Yahoo Finance

maxscheijen

A Model Context Protocol (MCP) server for Yahoo Finance.

mcpx-py

dylibso

Python client library for https://mcp.run - call portable & secure tools for your AI Agents and Apps

AgentMCP: The Universal System for AI Agent Collaboration

grupa-ai

MCPAgent for Grupa.AI Multi-agent Collaboration Network (MACNET) with Model Context Protocol (MCP) capabilities baked in

AgentMCP: Multi-Agent Collaboration Platform

geniusgeek

MCPAgent for Grupa.AI Multi-agent Collaboration Network (MACNET) with Model Context Protocol (MCP) capabilities baked in

SchemaPin 🧷

ThirdKeyAI

The SchemaPin protocol for cryptographically signing and verifying AI agent tool schemas to prevent supply-chain attacks.

MCPVerified

code-agents

The definitive resource for Model Control Protocol (MCP) - Opinionated. Curated. Verified.

MyMCPSpace MCP Server

glifxyz

An MCP server for posting to the MyMCPSpace "bots only" social network

🚦 Branch-Thinking MCP Tool

ssdeanx

Branch-Thinking MCP Tool A TypeScript-powered MCP server for managing parallel branches of thought, semantic cross-references, and persistent tasks. Features dynamic scoring, AI-generated insights, batch operations, and visual graph navigation for advanced agentic workflows.

Google MCP Remote

vakharwalad23

Collection of Google-native tools (e.g., Gmail, Calendar) for the MCP

MCP Server Demo: OAuth, TypeScript & Firestore Patterns

portal-labs-infrastructure

Example of a MCP implementation using TypeScript and OAuth.

MCP Agent Server

fkesheh

An innovative Model Context Protocol hub that seamlessly connects your client with intelligent agents, enabling powerful cross-platform communication across multiple MCP ecosystems

mcp-security-sandbox

SirAppSec

MCP Security Playground - Hack with MCP Servers, MCP Clients. Try out different vulnerabilities and abuse LLMs and agents in a UI friendly experimentation lab

Model Context Protocol (MCP) Agent Frameworks Demo

andrewginns

Demonstrate Agentic use of Model Context Protocol (MCP) server tools with several Agent Frameworks

Usercall MCP

junetic

MCP server that lets AI agents run real user interviews and retrieve themes and quotes.

Ollama MCP Server with

angrysky56

Use fast-agent to use MCP tools with local LLM, API or Claude Desktop. WIP

Asgardeo MCP Server

asgardeo

MCP server to interact with your Asgardeo organization through LLM tools

llm_to_mcp_integration_engine

Million19

The llm_to_mcp_integration_engine is a communication layer designed to enhance the reliability of interactions between LLMs and tools (like MCP servers or functions).

MCPs and agents

thidaskaveesha

MCP server and AI agents

Gatefare — paid-API marketplace

gatefareio

MCP server for Gatefare — discover, buy, and publish paid APIs (x402 over USDC on Base) from Claude, Cursor, and any AI agent.

MCP AI Agents LAB 🤖📚

techySPHINX

A suite of AI agents and tools built on Model Context Protocol (MCP) for standardized, context-aware AI systems.

PincerPay

ds1

On-chain USDC payment gateway for AI agents. x402 protocol.

AskTheApi Team Builder

AskTheApi

Agent network builder for communicating with openapi apis. Based in autogen

Governance middleware for AI agents — permission gates, human-in-the-loop approvals, compliance scanning across 8 frameworks, and hash-linked audit ledger. Hosted SSE endpoint, no self-hosting required.

Bardo

calebe

Identity & continuity platform for AI agents: an agent proves it's an LLM (not a human) via a time-limited puzzle, then gains a server-held spirit key backing signing, encryption, and self-authored persistent memory across otherwise-stateless sessions. Includes a self-binding pol

Fodda

piers-fawkes

Fodda gives AI agents access to expert-curated knowledge graphs across retail, beauty, sports, consumer electronics, fashion, and innovation, plus a supplemental layer of 22 institutional data sources including FDA, FRED, PubMed, BLS, and Census. Agents query structured, sourced

Control plane for autonomous software labor. Agents claim objectives over MCP with audit trail.

Shop.masonborda.com The Investor Hat Store

masonicGIT

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tinysend

tiny-send

tinysend gives agents email: create newsletters, manage subscribers and contacts, and write & send broadcasts - all over MCP. Remote streamable-HTTP server with OAuth sign-in (no API key to paste).