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The definitive directory for the AI agent ecosystem

Search across 50+ directories. Security-scored. Cross-referenced.

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morluto

Reverse engineer anything with agents: one CLI and MCP server to inspect any app, understand it fully down to the binary level.

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MCP Serverdevtools
412K538K/wk4 dirs

GitHub Actions

Reverse engineer anything from your terminal or agent with one CLI and MCP server.

MCP Servern8n Node
406K3 dirs

GitHub Actions

Reusable model provider adapters and streaming runtime from OpenClaw

SkillAI SDK Provider
393K634K/wk3 dirs

Child-scoped report tool over ctx.subagents continuations

AgentAI Tool
266K28K/wk3 dirs

Agent-plane presentation selector: composes one agent's tools as Code Mode, native, or both

Agentai-agents
266K664K/wk3 dirs

MCP client bridge: connects to MCP servers and registers their tools on ctx.tools

MCP Servermcp
266K545K/wk3 dirs

6a01de90-15be-4d9a-9148-debef44f9576

No description available

MCP ServerAutonomous agents
209K3 dirs

cornelius_n8n_io

Blob storage layer for n8n, with filesystem, S3, and Azure Blob backends

Skillai-ml
209K28K/wk3 dirs

Recent Additions

企业服务器运维 Agent — LangGraph 多智能体编排 + 20 个只读 MCP 工具 + Milvus RAG + 本地 Qwen2.5 小模型(LoRA/4-bit),支持可复现评测与 run_id 级 trace 回放

Agentai
21 dir

alessandro-afloarei

A Model Context Protocol (MCP) server that provides AI assistants with secure, read-only access to your ShadowGit repositories. This enables powerful debugging and code analysis capabilities by giving AI access to your project's fine-grained git history.

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MCP Serveruncategorised
501 dir

One command installs free Microsoft Office and Adobe alternatives on your Mac (Word, Excel, PowerPoint, PDF editor, Photoshop-style tools) and connects them to Claude Code and Claude Desktop over MCP. Checksum-verified, dry run, one-command uninstall. Apps by Storytold; installer by Qualixar.

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MCP Serverproductivity
11 dir

Turn your Laravel app into an MCP server for AI agents. Routes, Artisan commands, jobs, actions and models become MCP tools on top of laravel/mcp, while your authentication, gates and policies still decide.

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MCP Serverai
11 dir

aitakemyjob

Your component datasheet library, shared with your AI agent: parts, parameters, graphs, schematics, pins and registers extracted from PDFs, with board projects and design calculators over MCP.

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MCP Serveruncategorised
11 dir

AstralumeLan

Offline divination & astrology toolkit: 八字 · 紫微 · 六爻 · 梅花 · 奇门 · 黄历 · Western · Vedic · Tarot — explicit rules, JSON output, MCP server & llms.txt for AI agents

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MCP Serveruncategorised
11 dir

Kiritosky

Brainmatter keeps simple entries, connects them by topic, and groups them into nested projects. Everything is stored on your Mac in an encrypted vault. Claude, Cursor, Codex and other tools connect through MCP, so they can read and extend the same knowledge across sessions.

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MCP Serveruncategorised
11 dir

monarcpro

Motion graphics as code for developers and AI agents: 96 graphics in 10 packs, 36 brand styles, any aspect, rendered in Node with no browser or GPU. CLI, Node API, browser player and MCP server. By MONARC PRO.

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MCP Servermedia
11 dir

How It Works

Skillful.sh aggregates data from every major directory and registry in the AI agent ecosystem into one searchable directory.

Step 1

Aggregate

We crawl and sync data from 50+ directories, registries, and package managers across the AI agent ecosystem.

Step 2

Analyze

Every tool is security-scored, categorized, and cross-referenced across all sources for comprehensive coverage.

Step 3

Display

Browse, search, and compare tools with detailed profiles showing directory presence, stats, and security grades.

Understanding the AI Agent Ecosystem

The building blocks powering the next generation of AI applications

209,373MCP Servers

What Are MCP Servers?

Model Context Protocol (MCP) servers are standardized interfaces that let AI models interact with external tools and data sources -- bridging large language models with file systems, databases, APIs, and web services. Originally developed by Anthropic, MCP has become the dominant protocol for extending AI agent capabilities.

391,443AI Skills

AI Skills and Agent Capabilities

AI skills are modular capabilities that extend AI agents and language models. Unlike MCP servers which follow a specific protocol, skills encompass custom tool definitions, function calling schemas, and plugin architectures across multiple platforms -- giving developers a unified view rather than searching dozens of disconnected registries.

A+ to FSecurity Grades

Security Scoring for AI Tools

Every indexed tool undergoes automated security analysis covering code quality, dependency vulnerabilities, maintenance frequency, license compliance, and known CVEs. AI agents that execute code or install packages on behalf of users introduce supply-chain risk -- security grades help developers quickly identify trustworthy tools for production use.

55+Data Sources

Cross-Directory Aggregation

A single MCP server might be listed on the official registry, published on npm, hosted on GitHub, and curated in multiple community directories. Skillful.sh aggregates and cross-references tools from 55+ sources into one unified directory with live GitHub stats, package registry downloads, and cross-listing data so you can gauge true ecosystem adoption.

The Growth of the AI Agent Ecosystem

From a few hundred MCP servers at the start of 2025, the ecosystem now includes over 640,525 tools spanning MCP servers, AI skills, and autonomous agents. Skillful.sh tracks this growth in real time with ecosystem statistics, trending tools, and growth charts that show how the landscape is evolving week by week.

Ready to explore the ecosystem?

Browse thousands of MCP servers, skills, and agents. All in one place.