
awslabs/mcp9.8k搜索文档、Skill 和 MCP

The ultimate collection of APIs for building autonomous AI agents — 2,036 production-ready APIs across Agents, AI Models, and MCP Servers. Stop wasting weeks building infrastructure. Plug these in and ship your agent today.
The ultimate collection of APIs for building autonomous AI agents - 2,151 production-ready APIs across Agents, AI Models, and MCP Servers.
This repository is designed to feel like a launchpad, not a junk drawer. It is tightly scoped around the API layers that matter most when you are building autonomous systems, copilots, tool-using assistants, and MCP-native workflows.
| Metric | Count |
|---|---|
| Total APIs | 2,151 |
| Categories | 3 |
| Last Updated | 2026-10-07 |
| Focus | Agentic AI infrastructure |
Agents592 APIs Execution layers, orchestration, autonomous task handling, and agent-style workflows. |
AI Models1,184 APIs Generation, reasoning, extraction, transformation, and model-powered product building blocks. |
MCP Servers375 APIs Model Context Protocol integrations that connect assistants to real tools, systems, and data. |
Agents, AI Models, or MCP Servers.Best for builders who need APIs that feel closer to execution and autonomy:
Best for builders who need intelligence and generation as a reusable service layer:
Best for builders who want agents to use tools through structured interfaces:
| Autonomous Assistants | AI Copilots | MCP Toolchains | Internal Automation |
| Research Agents | Workflow Engines | Tool-Using LLM Apps | Production AI Features |
This repository intentionally includes only:
Anything outside those three categories has been removed from the tracked repository structure.

awslabs/mcp9.8k
bethington/ghidra-mcp5kGhidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.
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