>_Skillful
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About Skillful.sh >_

We aggregate data from every major directory and registry in the AI agent ecosystem so you don't have to search them individually.

By the Numbers

79,658+

MCP Servers

272,703+

Skills

11,670+

Agents

55+

Data Sources

Cross-Directory Aggregation

We crawl and index items from dozens of prominent AI tool directories, registries, and package managers - giving you one unified view of the entire ecosystem.

Security Scoring

Every item receives automated security analysis covering static analysis, dependency vulnerabilities, and AI-powered code review with letter grades from A+ to F.

Open Source First

We prioritize transparency. Repository data, contributor stats, licensing information, and adoption metrics are clearly displayed for every item.

Cross-Listing Intelligence

See how many directories list each tool, discover cross-listing gaps, and track adoption across the ecosystem over time.

Advanced Search & Filtering

Filter by type, category, security grade, star count, downloads, license, and more. Sort by popularity, recency, or directory presence.

Publisher Tools

Tool publishers can track their cross-directory presence, monitor adoption metrics, and identify listing opportunities - all from a single dashboard.

Our Data Sources

Skillful.sh continuously aggregates data from 55+ directories, registries, and package managers across the AI agent ecosystem - including prominent public sources like GitHub, npm, PyPI, and Smithery alongside many other curated registries and marketplaces.

Our multi-strategy deduplication engine ensures that the same tool listed across multiple directories appears as a single, enriched entry with full cross-reference data.

Our Mission

The AI tools ecosystem is fragmented across dozens of directories, registries, and marketplaces. Developers waste hours searching multiple sources to find the right MCP server, skill, or agent for their needs.

Skillful.sh solves this by aggregating data from every major directory into a single, searchable interface. We automatically cross-reference listings, track directory presence over time, and provide security scoring so you can make informed decisions about which tools to trust.

For tool publishers, we provide a dashboard to track cross-directory presence, monitor adoption metrics, and identify listing opportunities - helping you maximize the visibility of your tools across the entire ecosystem.

Meet the Founder

Basel Ismail is the founder and lead developer of Skillful.sh and CEO of FirmAdapt, an AI-powered business diagnostics and solutions company that audits organizations to identify operational inefficiencies before deploying tailored AI agents and automation. He built Skillful.sh to solve a problem he encountered firsthand: the AI agent tool ecosystem was fragmented across dozens of directories, and there was no single place to discover, compare, and evaluate the security of MCP servers, skills, and agents.

A financial engineer and data scientist turned technology entrepreneur, Basel holds an MBA from Cornell University with prior experience at Goldman Sachs, American Express, Yahoo!, and Scotiabank. He spent over a decade leading global task forces in business process re-engineering and AI automation before channeling that expertise into building products at the intersection of AI and enterprise operations. His background in quantitative analysis and risk management directly informs the security scoring methodology used on Skillful.sh.

Basel is also the founder of Blockcircle, a financial market intelligence and trading platform, and BetterEnrich, an advanced multi-stage waterfall-based data enrichment service. His work spans the full stack of data-intensive applications, from real-time market data pipelines to AI agent orchestration.

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Search thousands of MCP servers, skills, and agents - all in one place.