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Read when auditing tool and Notebook failures across stored Pi sessions or checking recovery since this repo's previous audit.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/IgorWarzocha/howaboua-pi-stuff --skill pi-stuff-tool-error-audit命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
正在显示 SKILL.md
| name | pi-stuff-tool-error-audit |
| description | Read when auditing tool and Notebook failures across stored Pi sessions or checking recovery since this repo's previous audit. |
Discover and load an applicable agent-session diagnostics skill before attributing recurring failures.
Run the bundled script instead of grepping session JSONL:
deno run --no-config --allow-read --allow-env=HOME,PI_CODING_AGENT_DIR .pi/skills/pi-stuff-tool-error-audit/scripts/audit-tool-errors.ts
It treats a persisted isError result or failed nested Notebook trace as a marked failure, keeps unmarked nonzero subprocess exits separate, clusters signatures, and follows later tool results to the next user boundary.
Use the cursor in state.json for the normal audit. Override it with --since 14d only for an explicit retrospective. Read references/interpretation.md before judging the report.
Do not print tool inputs, user messages, or raw session content in a broad audit. Use the reported session path and line numbers to inspect only a selected incident after the aggregate identifies it.
Advance the cursor with --mark-checked only after reviewing the complete unfiltered window with no malformed JSONL lines. Add --allow-write=.pi/skills/pi-stuff-tool-error-audit/state.json to that run. The script records the audit start as the next lower bound, so calls arriving during the scan remain eligible.
