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The definitive directory for the AI agent ecosystem

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

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@sschepis/alephnet-node

lonestar108

AlephNet Node - Semantic computing, social network, and Coherence verification for AI agents

SkillAI Tool
323K3 dirs

n8n

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

No description available

MCP Serverai
188K3 dirs

@n8n/ai-utilities

GitHub Actions

Utilities for building AI nodes in n8n

MCP ServerAI Tool
180K3 dirs

Awesome ChatGPT Prompts

A collection of prompt examples to be used with the ChatGPT model.

AgentPrompt Engineering
153K3 dirs

dify

7ac6f18e-2dcd-45db-bfcb-0b3424584848

No description available

MCP ServerServices
133K3 dirs

langchain

Erick Friis <[email protected]>

Building applications with LLMs through composability

AgentDeveloper tools
130K4 dirs

markitdown

Adam Fourney <[email protected]>

Utility tool for converting various files to Markdown

MCP ServerEverything to Markdown to LLMs
91K3 dirs

@playwright/test

GitHub Actions

A high-level API to automate web browsers

MCP ServerAI Tool
85K3 dirs

Recent Additions

vite-plugin-ai-dev

donghongli

Vite plugin that turns your dev server into Claude Code's project-aware brain via MCP

SkillLLM Tool
1 dir

asgt-engine

Alhdrawi

ASGT Engine: zero-float integer text RAG with FFSC multimodal vision

Skillai-ml
1 dir

@tocodex/cli

tocodex

ToCodex CLI - AI coding assistant for the terminal

MCP ServerLLM Tool
1 dir

@edwinpai/workflows

jonesj38

Deterministic workflow engine for EdwinPAI

SkillAI Automation
1 dir

studyflow-bot

hajin0ni

Canvas LMS automated video completion companion

SkillAI Automation
1 dir

node-red-azure-iot-central

warrio111

Node-RED node for Azure IoT Central — telemetry, commands, and device twin via MQTT/AMQP/HTTP using the official Azure IoT SDK

...more
SkillAI Tool
1 dir

@on0t0le/aws-azure-login

GitHub Actions

Use Azure AD SSO to log into the AWS CLI.

SkillAI Tool
1 dir

uww.js

GitHub Actions

In-browser microWakeWord detection. Loads .tflite models, captures the microphone, and emits wake-word events.

SkillSpeech & Audio
1 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

94,330MCP 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.

277,460AI 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 384,686 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.