r0lfs/witness

Transparent, immutable audit trail for MCP-based AI agents.

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What it does

Witness provides a transparent and immutable audit trail for MCP-based AI agents, ensuring accountability and integrity in tool calls. It allows users to verify actions taken by AI agents and detect any tampering, making it essential for trust in AI operations.

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Tracking

Last trending: 2026-02-21

Creator kit

Hook

Discover how to ensure your AI agents operate transparently with Witness, the ultimate audit trail solution!

Content angles

Create a tutorial on integrating Witness with popular MCP servers like Goose and Claude Code.
Discuss the importance of audit trails in AI and how Witness enhances transparency and trust.
Produce a comparison video showcasing the benefits of using Witness versus traditional logging methods.

Who should care

AI developers and engineers looking for reliable auditing solutions for their agents.