OpenClaw plugin logs when an agent calls a tool but still misses the real outcome

blakemcthe27 · reddit · 2026-07-29

OpenClaw plugin tracks when an agent succeeds at a tool call but still gets the outcome wrong

The author launched McPherson Governance v0.5.1, the first public plugin in the broader Observa platform.

The problem it targets

An activity log can show that an agent called a tool, but it does not prove that:

What the plugin does

The plugin runs alongside an OpenClaw agent and records:

It is intentionally non-enforcing: it cannot block, approve, deny, or rewrite actions. The author says they started in shadow mode because enforcement should not be turned on based on theoretical policy alone; first you need to observe real workflows and identify actual risk boundaries.

Early results and next step

The core question posed to readers: what would a governance layer need to prove before you’d trust it around a real side effect?

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