AI Watermarks Reality Check

Seven open-source agent skills that audit AI provenance evidence — C2PA, metadata, watermarks — honestly.

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AI Watermarks Reality Check is an open-source pack of seven agent skills that audit AI provenance evidence — C2PA credentials, metadata, hidden Unicode channels, and text watermarks — and test what survives a publishing pipeline. It removes nothing and reports unknown when a detector is unavailable. It runs with Agent Skills-compatible tools or as a local MCP server.

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Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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