Guide
Selection Logic
Prioritize projects classified as MCP servers, then inspect maintenance score, quality signal confidence, and deployment fit before recommending one to a user.
Git.Top Guide
A data-backed shortlist of MCP server projects agents can inspect, compare, and cite through Git.Top.
Guide
Prioritize projects classified as MCP servers, then inspect maintenance score, quality signal confidence, and deployment fit before recommending one to a user.
Guide
Use these projects when an agent needs tool surfaces for repositories, cloud platforms, browsers, storage, vector databases, or developer workflows.
Data Source
1047 loaded projects. Generated at 2026-08-06T04:37:58.249Z.
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The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Project
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
Project
The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]
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an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
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Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps
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Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active
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AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
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SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.
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⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more
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Write HTML. Render video. Built for agents.
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Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
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Mastra is the modern TypeScript framework for AI-powered applications and agents.