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

1213 loaded projects. Generated at 2026-09-26T15:44:22.299Z.

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
Quality24
Agent65

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 AI agents and workflow automation. Self-host or embed in your SaaS. Apache 2.0 alternative to n8n and Zapier.

Mcp ServerDockerKubernetesLibrary Only
Quality34
Agent81

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
Quality28
Agent62

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
Quality43
Agent84

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
Quality56
Agent90

Project

ruvnet/ruflo

86

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

Mcp ServerDockerKubernetesLibrary Only
Quality76
Agent86

Project

ohad6k/emulo

67

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

Mcp ServerDockerVercelServerless
Quality21
Agent67

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

Mcp ServerDockerVercelServerless
Quality21
Agent65

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
Quality21
Agent61

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

Mcp ServerDockerVercelServerless
Quality70
Agent86

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Mcp ServerDockerLocalCloud
Quality62
Agent86