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An MCP server that optimizes agent context, reducing token costs and improving accuracy through codebase mapping.

This repository provides open-source MCP servers to integrate AI agents with AWS services, enabling agent-driven cloud management.

Graft turbocharges AI coding agents by providing codebase-specific contextual understanding, leading to faster, cheaper, and more correct code generation, and manages agent rules.

This open-source platform provides uptime monitoring and status pages as code, operable by AI agents via MCP for infra management and incident communication.

This framework helps build effective and robust AI agents using the Model Context Protocol, offering full MCP support and composable agent patterns.

A curated collection of MCP (Model Context Protocol) resources, clients, and servers, with guides for Chinese users to leverage AI agent capabilities.

Reduce Claude Code token usage by rendering bulky text context into compact images for the model to process.

A community-driven directory to discover and install Model Context Protocol (MCP) servers into your AI tools.

Lets your AI coding agent monitor a live Chrome session, streaming console output, network activity, screenshots, and Lighthouse audits directly.

Connects the ChatGPT web app to Codex via a read-only MCP, allowing ChatGPT to act as the planning and review brain for Codex coding sessions.

Provides an MCP server and skills for AI agents to assist with building, testing, and managing iOS and macOS projects using Xcode.

This tool enables AI agents to perform fast and accurate code search in natural language, significantly reducing token usage.

This open-source gateway connects AI agents to over 1500 SaaS providers, enabling broad automation and data exchange.

Lemonade is a local AI server that enables users to run optimized LLMs on their own hardware for chat, coding, speech, and image generation, connecting via standard APIs like OpenAI or Anthropic.

Tabularis is an open-source desktop SQL workspace with a built-in MCP server that enables AI agents to read database schemas and run queries.

code-graph-rag

vitali87

Allows AI agents to query, understand, and edit multi-language codebases using a knowledge graph built from code structure.

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callstack

Let your agent control, inspect, and verify mobile apps on iOS and Android simulators or physical devices.

Provides an instant REST and read-only MCP API for PostgreSQL databases, allowing AI agents to perform CRUD operations and access data via a low-code interface.

Acts as an AI gateway, registry, and proxy to unify and manage various AI agents, tools, and APIs, optimizing agent workflows and supporting plugins.

Provides the official C# SDK for the Model Context Protocol, allowing .NET applications to implement and interact with MCP clients and servers, facilitating AI agent tool integration.

Dagu is a self-hostable workflow orchestrator that runs scripts, containers, and SSH commands via declarative YAML, providing scheduling, retries, and a built-in MCP server.

A simple MCP-to-OpenAPI proxy server that instantly exposes any MCP tool as an OpenAPI-compatible HTTP server, enabling broader integration with LLM agents.

Provides AI skills, MCP tools, and a CLI to integrate AI agents like Claude Code into the Unity Engine for game development, code generation, and in-game AI features.

Archestra is an enterprise AI platform that provides an MCP registry and gateway, enabling secure and observable management of LLMs and agent interactions for developers and non-technical users.