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A standalone agent runner that executes tasks using MCP (Model Context Protocol) tools via Anthropic Claude, AWS BedRock and OpenAI APIs.
Lighthouse for MCP — score any MCP server 0–100.
A comprehensive Model Context Protocol (MCP) server for accessing the PubChem chemical database. This server provides access to over 110 million chemical compounds with extensive molecular...
Offline Model Context Protocol (MCP) server that serves Godot Engine API documentation from a local doc/ folder.
mcp-rails is a Ruby on Rails gem that builds on top of the mcp-rb library to seamlessly integrate MCP (Model Context Protocol) servers into your Rails application.
Building Agents with LLM structured generation (BAML), MCP Tools, and 12-Factor Agents principles
An example personal assistant built with Mastra and MCP (Model Context Protocol) that helps with various daily tasks and information management.
ZhuLing — Zero-config AI Agent framework for Java. One YAML to launch Agents on Spring AI + DDD, with MCP tools, full observability and a ReAct core. Ai Agent 快速开发框架
A Model Context Protocol (MCP) service that provides access to Ansible Automation Platform (AAP) APIs through OpenAPI specifications.
Enterprise Governance Layer (Identity, RBAC, Credentials, Auditing, Logging, Tracing) for the Model Context Protocol SDK
Open-source, self-hosted AI workspace for local and open-weight LLMs with vLLM, LiteLLM, autonomous agents, MCP tools, deep research, artifacts, and BYOK.
A comprehensive collection of courses and tutorials for learning the - an open protocol that standardizes how AI applications connect to external tools and data sources.
A Model Context Protocol (MCP) server that enables users to generate 3D models from text descriptions or images, with a focus on creating parametric 3D models using multi-view reconstruction and...
An MCP (Model Context Protocol) server that connects AI coding assistants to -- the industry-standard MBSE tool for SysML and UML modeling.
Automated AI code reviews powered by Claude Code. Assign a reviewer on your merge request — Claude reviews the code, tracks progress in real time, and follows up when you push fixes.
This implementation is based on the Model Context Protocol (MCP) put forward by Anthropic. For more information on MCP, please have a look at their official documentation.
This project provides a Model Context Protocol (MCP) server for interacting with the Google Slides API. It allows you to create, read, and modify Google Slides presentations programmatically.
LangGraph Agent 与 MCP Server 集成，实现AI智能聊天机器人项目
MCP-Dandan is an integrated monitoring service that observes MCP (Model Context Protocol) communications and detects security threats in real time.
Index your documentation from across the sources and serve it via the Model Context Protocol (MCP) and REST API.
A free 3D Printing MCP server that allows for getting live printer state, webcam snapshots, and printer control.
— 503 multi-tool tasks backed by a local PostgreSQL database, no external APIs required
MCP bridge system optimized for Xiaozhi AI integration
The is a professional-grade Python implementation of the . It provides a structured environment for Large Language Models (LLMs) to interact with external tools and knowledge bases through a...