Git.Top Guide

MCP Integration Guide

Connect agents to Git.Top MCP tools for open-source project search, recommendations, alternatives, graph context, scores, Atlas maps, and trust checks.

Guide

Discovery First

Start with GET /mcp to inspect available tools, schema URLs, health links, quality links, example JSON-RPC payloads, and the same Agent Map concepts exposed by /api/agent-map.

Guide

Tool Call Shape

Use tools/list before tools/call, then call search_projects, get_project, recommend_project, get_project_graph, compare_projects, get_atlas, or get_quality_report depending on the user intent.

Guide

Production Trust

Set require_d1 in MCP tool arguments when an agent should fail closed instead of using seed fallback, and cite metadata.source, classification evidence, and quality signal confidence.

Data Source

d1 / d1_query

1215 loaded projects. Generated at 2026-09-04T14:35:44.623Z.

Godot-MCP — Model Context Protocol (MCP) integration for the Godot Engine. AI tools for the Godot Editor in C#, with cloud connection to ai-game.dev. Apache-2.0.

Mcp ServerDockerLibrary OnlyLocal
Quality21
Agent64

PDBe MCP Servers integrate Protein Data Bank Europe resources with LLMs via Model Context Protocol. Provides seamless access to protein structure data through API tools and graph database schema assistance for intelligent Cypher query generation, bridging structural biology and AI research.

Mcp ServerLibrary OnlyLocalCloud
Quality19
Agent57

Open-source platform that unifies AI agent orchestration and workflow automation — autonomy and precision in one platform.

Mcp ServerDockerKubernetesLocal
Quality34
Agent78

A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server using HTTP transport, allowing AI assistants like Claude to interact with your Home Assistant instance over HTTP

Mcp ServerLocalCloud
Quality25
Agent61

Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding assistants. Transform scattered MCP server chaos into governed, auditable tool access with Keycloak/Entra integration.

Mcp ServerDockerKubernetesServerless
Quality41
Agent83

Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.

Mcp ServerCloudflareServerlessVercel
Quality57
Agent90

Open-source AI gateway on Cloudflare Workers, in TypeScript: OpenAI/Anthropic-compatible chat with SSE streaming, Files + Batch APIs, provider routing with circuit breaking and failover, virtual API keys, per-tenant Durable Object storage, quotas/wallets/budgets, guardrails, response cache, MCP server, durable metering, contract-driven Admin API.

Mcp ServerDockerCloudflareServerless
Quality29
Agent64

Project

ruvnet/ruflo

86

🌊 The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

Mcp ServerDockerKubernetesLibrary Only
Quality75
Agent86

A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability

Mcp ServerDockerVercelServerless
Quality20
Agent65

Project

ohad6k/emulo

65

Mine your Claude Code and Codex logs into a local you.md agent profile.

Mcp ServerDockerVercelServerless
Quality19
Agent65

Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface

Mcp ServerDockerVercelServerless
Quality69
Agent86

Project

awslabs/mcp

85

Open source MCP Servers for AWS

Mcp ServerKubernetesServerlessLocal
Quality44
Agent85