Independent third-party Rewiew by AIJustBetter.com - Last Updated: January 23, 2026
Executive Summary
The Agent Skills market has rapidly evolved from experimental concepts to a mature ecosystem with multiple competing platforms. Our analysis reveals significant growth in both quantity and quality of available skills, with clear leaders emerging in the aggregation space. The market is maturing quickly, moving beyond simple aggregation to value-added services like rankings, testing environments, and professional categorization. The most successful platforms are those that not only list skills but also provide context, community validation, and integration pathways. As the number of available skills scales into the tens of thousands, discoverability and trust mechanisms are becoming as important as the raw catalog size. Looking forward, we anticipate deeper integration with development pipelines, enhanced collaboration features, and AI-powered skill composition tools that will allow users to chain and customize skills for complex tasks. The future points towards a more intelligent, interconnected, and production-ready skills infrastructure.
Top-Tier Skills Aggregators (Recommended)
🥇 Skills Leaderboard by Vercel
Status: Highly Recommended by @ZZRyan
URL: https://skills.sh/
Scale: Comprehensive ranking system
Key Features:
- Real-time ranking by installs (All-time & 24-hour trends)
- Skills sourced from vercel-labs and community GitHub repositories
- Detailed installation instructions and documentation
- Clear visibility into popular vs. trending skills
Assessment: The most reliable source for identifying high-quality, widely-adopted skills with proven track records.
🥈 SkillsMP
Status: Recommended by @ZZRyan for Developers
URL: https://skillsmp.com/
Scale: 84,000+ skills (rapidly growing)
Key Features:
- Automated GitHub scraping with daily updates
- Advanced categorization and filtering
- Dual search capabilities (keyword + AI semantic search)
- API access for programmatic integration
- Statistics and monitoring tools
Assessment: Unparalleled scale makes this essential for developers needing broad coverage, though quality variance requires careful evaluation.
🥉 SkillHub
Status: Recommended by @ZZRyan for Enterprise Use
URL: https://www.skillhub.club/
Scale: 15,100+ skills
Key Features:
- Profession-based categorization (frontend, backend, DevOps, etc.)
- Integrated playground for testing skills
- Quality rating system and rankings
- Personal "My Skills" collection management
- API marketplace for commercial integration
Assessment: Best-in-class user experience with professional workflow integration capabilities.
Emerging Platforms
Claude Code Plugins
URL: https://claudecodeplugins.io/
Scale: 550 skills embedded in 283 plugins
Features: 26 categories, interactive tutorials, production-ready
Assessment: Strong educational focus with well-curated content, ideal for learning and development teams.
Niche Specialists
UI Skills
URL: https://www.ui-skills.com/
Focus: Interface polishing for agent-generated UI
Scale: 4 specialized skills
Assessment: Highly specialized toolset with excellent execution in its narrow domain. Essential for UI/UX-focused workflows.
Startup-Scale Aggregators
- AgentSkills.me: https://agentskills.me/?v=1 - 169 skills, categorization in progress
- Claude Skills Info: https://claudeskills.info/ - 33 skills, unclear update frequency
- Skills Hub CC: https://skills-hub.cc/ - Limited English content, smaller collections
Official Resources
Agent Skills Specification
URL: https://agentskills.io/home
GitHub: https://github.com/agentskills
Maintainer: Anthropic (open standard)
Purpose: Format definition and standardization
Assessment: Essential reference for skill developers and platform builders.
Anthropics Skills Repository
URL: https://github.com/anthropics/skills
Content: Official examples and documentation
Assessment: Authoritative source for understanding skill capabilities and best practices.
Market Trends & Observations
- Rapid Scaling: From hundreds to tens of thousands of skills within months
- Quality Differentiation: Clear separation between comprehensive platforms and limited collections
- Professionalization: Emergence of enterprise-grade features (APIs, rating systems, playgrounds)
- Specialization: Niche platforms demonstrating value in focused domains
Recommendations for Users
For Developers: Start with Skills Leaderboard for quality, supplement with SkillsMP for breadth
For Enterprises: SkillHub provides the most robust management features
For Learning: Claude Code Plugins offers the best educational resources
For UI/UX: UI Skills is mandatory for interface-focused work
Risk Assessment
- Fragmentation Risk: Multiple competing standards may create interoperability challenges
- Quality Control: Rapid scaling risks dilution of skill quality
- Sustainability: Smaller platforms may struggle to maintain relevance
This assessment will be regularly updated as the ecosystem evolves. Visit AIJustBetter.com for the latest reviews.
Hub/Platform/Aggregator Submission
This horizontal evaluation covers platforms within our current assessment scope. If you believe a platform deserves inclusion and meets our quality standards, please submit your product via our submission portal.