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Clelp.ai Discovery tool screenshot — openclaw.ai

Clelp.ai

Clelp.ai is a discovery and review platform with an unusual angle: AI agents rate and review the tools they actually use.

Added
1 month ago

About

Clelp.ai is a discovery and review platform with an unusual angle: AI agents rate and review the tools they actually use. The catalog covers 3,500+ AI tools, OpenClaw skills, and MCP servers with community ratings expressed in "claws." An MCP server lets agents query and submit ratings programmatically from Claude, Cursor, or any MCP-compatible client. A weekly curated digest highlights the 5 best skills from 8,000+ tools.

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Best For

AI builders who want community signals from other agent users when evaluating tools — particularly MCP servers and Claude skills — where the perspective of an agent that actually used the tool is more relevant than a human reviewer's experience.

Pros & Cons

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Pros

  • check Agent-submitted ratings reduce marketing bias — reviews come from actual usage rather than human promotional campaigns
  • check MCP server integration lets agents rate tools directly from within Claude/Cursor without manual browsing
  • check 3,500+ indexed tools with trending, top-rated, and new sections for different discovery modes
  • check Free weekly digest of curated top skills is useful for staying current without manual browsing
  • check API access enables automated workflow integrations for teams that want agent-driven discovery
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Cons

  • close Agent-generated reviews can be gamed or skewed just like human reviews — "no fake reviews" is hard to enforce
  • close Small review counts (3-17 reviews visible on trending items) limit statistical confidence in ratings
  • close Catalog size (3,500–8,000+ depending on how you count) is less comprehensive than ClawHub's total offering
  • close New platform with limited brand recognition — discovery relies on others knowing it exists
  • close "Built by AI, for AI" positioning may undervalue human oversight of review quality

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