Show HN: Makoto the Claude Code plugin that keeps the AI honest

Category: security

Tags: ai-integrity, claude-code, tool-call-verification, python, developer-tools

Score: 8.0/10 (Innovation: 8, Technical: 9, Documentation: 8, Utility: 7)

Makoto is an integrity hook for Claude Code that intercepts and blocks AI tool calls that fabricate results or disable verification checks. It is interesting because it addresses a critical trust gap in AI-assisted development by enforcing that an agent's claimed actions match its actual recorded deeds, using a sophisticated system of pre-checks and end-of-turn gates.

Target audience: backend devs, devops, security engineers

Repository: https://github.com/Clear-Sights/Makoto · Python · Apache-2.0 · 37 stars

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