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Claude Code

Makoto is a Claude Code plugin that blocks the agent’s false claims

Written by an AI model from the linked sources and checked against them by a second model. How we work

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Makoto hooks into Claude Code’s tool calls and checks the agent’s claims against the recorded history. If Claude says it ran tests, cited a source, or verified a certificate but there’s no record of it, Makoto blocks the call with exit 2, which Claude Code treats as block-and-retry, and hands the agent a correction string.

There are 22 pre-checks across five families plus 16 checks at end of turn. They cover weakened verifiers (verify=False, CERT_NONE, disabled JWT signature checks), phantom links, invented commit SHAs, and a “suite green” claim when the record shows a failing test. Every triggered check writes a line to audit.jsonl.

Install it from inside Claude Code with /plugin install pointing at the Clear-Sights/Makoto repo. It leaves ~/.claude/settings.json untouched and keeps its own hook registry.

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