ytimocin

Prompt Reviewer Logs — Data & AI agent for Claude Code

Data & AI community

Reads LLM input/output records from any database (Postgres, MongoDB, MySQL, BigQuery, SQLite, etc.) via standard command-line tools, samples and slices by cohort, then reviews actual sent prompts and.

How to install Prompt Reviewer Logs

Installs to ~/.claude/agents/ytimocin-agents-prompt-reviewer-logs.md

Terminal
mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/ytimocin/agents/HEAD/.claude/agents/prompt-reviewer-logs.md -o ~/.claude/agents/ytimocin-agents-prompt-reviewer-logs.md

Restart Claude Code, or start a new session, for it to be picked up.

What Prompt Reviewer Logs does


name: prompt-reviewer-logs description: Reads LLM input/output records from any database (Postgres, MongoDB, MySQL, BigQuery, SQLite, etc.) via standard command-line tools, samples and slices by cohort, then reviews actual sent prompts and received responses against the Anthropic prompt-engineering best-practices checklist plus output-side signals (refusal rate, format adherence, truncation, drift, cohort failures, injection evidence). Use when AI traffic is logged to a database and you want

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Full documentation available on GitHub

View Source Repository