ToolVitals
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MCP tools and infrastructure

Model Context Protocol Ecosystem

MCP servers, clients, registries, gateways, and agent tools built around the Model Context Protocol.

488 tracked50 ranked verdictsPublic evidence only

Buyer checklist

What to verify before adopting

  1. Which MCP role does the project serve: server, client, gateway, registry, or development tooling?
  2. Are authentication, permission, and secret-handling boundaries documented?
  3. Does the release history show compatibility work as the protocol evolves?

Explore this ecosystem by job

AI Agent Tools343Browser Automation15API Development & Testing11Developer Infrastructure10Notes & Knowledge Base10Workflow Automation9AI Agent Governance8Observability7

Evidence ranking

Leading projects in this ecosystem

Ordered by ToolVitals score, health, shipping, confidence, and adoption tie-breakers. Openness labels are shown explicitly.

#ToolHealthShippingStarsOpennessScore
1Hermes AgentThe agent that grows with you99100243.6kOSI-approved OSS99
2OpenClawYour own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞9999389.3kOSI-approved OSS99
3RAGFlowRAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs999990.4kOSI-approved OSS99
4MastraFramework for building AI-powered applications and agents with TypeScript.999927.9kOSI-approved OSS99
5UnslothWeb UI for training and running open models like Gemma 4, Qwen3.5, DeepSeek, gpt-oss locally.989975.9kOSI-approved OSS99
6OrcaIDE for building with coding agents.989965kOSI-approved OSS99
7CopilotKitThe Frontend Stack for Agents & Generative UI. React + Angular. Makers of the AG-UI Protocol989937.3kOSI-approved OSS99
8ElizaOSAutonomous agents for everyone989919.3kOSI-approved OSS99
9OmiAI that sees your screen, listens to your conversations and tells you what to do989913.4kOSI-approved OSS99
10Kilo CodeKilo is the all-in-one agentic engineering platform. Build, ship, and iterate faster with the most popular open source coding agent.989927.2kOSI-approved OSS98
11Entire CLIGit workflow tool that captures AI agent sessions and indexes them alongside commits.98995.1kOSI-approved OSS98
12Vellum AssistantPersonal AI assistant with memory and proactive reach-outs.98991.2kOSI-approved OSS98
13OpenCodeThe open source coding agent.9898206.1kOSI-approved OSS98
14PiAI agent toolkit: coding agent CLI, unified LLM API, TUI & web UI libraries, Slack bot, vLLM pods9898103.4kOSI-approved OSS98
15Goosean open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM989854.1kOSI-approved OSS98
16MulticaThe open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound skills.989849.4kOSI-approved OSS98
17LocalAILocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.989849kOSI-approved OSS98
18OpenVikingSelf-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.989836.6kOSI-approved OSS98
19OnyxOpen Source AI Platform - AI Chat with advanced features that works with every LLM989832kOSI-approved OSS98
20ComposioComposio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.989830.1kOSI-approved OSS98
21ActivepiecesAI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents989824.4kOSI-approved OSS98
22PaseoOrchestrate coding agents remotely from your phone, desktop and CLI989816.8kOSI-approved OSS98
23BifrostFastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.98988kOSI-approved OSS98
24RepoWiseCodebase intelligence for AI-assisted engineering teams — auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.98986.4kOSI-approved OSS98
25SanitySanity Studio – Rapidly configure content workspaces powered by structured content98986.3kOSI-approved OSS98
26agent-of-empiresTool for managing multiple coding agents from web or TUI.98983.2kOSI-approved OSS98
27OpenHands🙌 OpenHands: AI-Driven Development989787kOSI-approved OSS98
28OpenAI Agents SDKA lightweight, powerful framework for multi-agent workflows989729.3kOSI-approved OSS98
29HaystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.989726.5kOSI-approved OSS98
30InsForgeOpen-source backend platform for agentic coding with database, auth, storage, compute, hosting, and AI gateway components.989712.9kOSI-approved OSS98
31Kaneo🎯 All you need. Nothing you don't. Open source project management that works for you, not against you.98979kOSI-approved OSS98
32Deco StudioOpen-source control plane for managing AI agents, tools, and usage.9799405OSI-approved OSS98
33CuaOpen-source infrastructure for computer-use agents, with sandboxes, SDKs, and benchmarks.979822.4kOSI-approved OSS98
34Assistant UIOpen-source React and TypeScript library for building AI chat interfaces.979812.1kOSI-approved OSS98
35LangChainThe agent engineering platform9897146kOSI-approved OSS97
36MLflowThe open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.989727.9kOSI-approved OSS97
37ToolHivePlatform for running and managing MCP servers.98972.2kOSI-approved OSS97
38Agent DeckTerminal session manager for AI coding agents. One TUI for Claude, Gemini, OpenCode, Codex, and more.9897867OSI-approved OSS97
39AgnoBuild, run, manage agentic software at scale.989642.1kOSI-approved OSS97
40LibreChatEnhanced ChatGPT Clone: Features Agents, MCP, 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.979843kOSI-approved OSS97
41PipecatOpen Source framework for voice and multimodal conversational AI979815.4kOSI-approved OSS97
42EmdashOpen-source agentic development environment for running multiple coding agents in parallel.97985.7kOSI-approved OSS97
43AutoGPTAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.9797187.2kOSI-approved OSS97
44Open WebUIUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)9797151.4kOSI-approved OSS97
45claude-memA Claude Code plugin that automatically captures everything Claude does during your coding sessions, compresses it with AI (using Claude's agent-sdk), and injects relevant context back into future sessions.979793.6kOSI-approved OSS97
46NetdataThe fastest path to AI-powered full stack observability, even for lean teams.979780.5kOSI-approved OSS97
47RTKCLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies979779.7kOSI-approved OSS97
48Oh My ClaudeCodeTeams-first Multi-agent orchestration for Claude Code979739.1kOSI-approved OSS97
49AionUIFree, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!979732.7kOSI-approved OSS97
50FastGPTFastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.979729.6kOSI-approved OSS97

Also on evidence watch

Tracked matches that need stronger public evidence before receiving a ranked verdict.

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