second-opinion

GitHub

用于对已完成草稿进行独立、怀疑视角的审查,核查主张与证据的一致性,识别捏造数据或过度推断。支持基于运行日志的全模式或基于文档的降级模式,输出仅为建议性草案,最终批准权归人类所有。

plugins/second-opinion-honesty/skills/second-opinion/SKILL.md s0912758806p/agentic-sop-to-work

Trigger Scenarios

获取报告的第二意见 核准前双重检查数据 红队测试输出是否存在捏造或过度宣称 验证事实与佐证的匹配度

Install

npx skills add s0912758806p/agentic-sop-to-work --skill second-opinion -g -y
More Options

Non-standard path

npx skills add https://github.com/s0912758806p/agentic-sop-to-work/tree/main/plugins/second-opinion-honesty/skills/second-opinion -g -y

Use without installing

npx skills use s0912758806p/agentic-sop-to-work@second-opinion

指定 Agent (Claude Code)

npx skills add s0912758806p/agentic-sop-to-work --skill second-opinion -a claude-code -g -y

安装 repo 全部 skill

npx skills add s0912758806p/agentic-sop-to-work --all -g -y

预览 repo 内 skill

npx skills add s0912758806p/agentic-sop-to-work --list

SKILL.md

Frontmatter
{
    "name": "second-opinion",
    "description": "Use when asked to get a second opinion on a finished DRAFT, fact-check or double-check a report's claims against its evidence, sanity-check before sign-off, or red-team an output for fabrication \/ overreach \/ invented IDs — even without the word \"honesty\". Works on an agentic-sop-kit run dir (FULL, uses the run's trace) or any plain document (DEGRADED, you supply the inputs). | 要對一份已完成的 DRAFT 取得「第二意見」、在核准前查核報告主張是否有輸入佐證、抓臆造/灌水/過度宣稱/捏造編號時使用;吃 agentic-sop-kit 的 run 目錄(FULL,用 trace)或任何純文件(DEGRADED,需自備輸入)。不適用:稽核 agent 架構有沒有拆好/是不是 mega-agent(改用 agentic-workflow-audit);審查原始碼品質/bug/資安(改用 \/code-review)。本 skill 只查「這次產出的主張 vs. 證據」誠實度,只產 DRAFT,核准永遠人擁有。"
}

Second Opinion — adversarial honesty reviewer

An independent, skeptical second reader for a finished DRAFT. It checks whether every claim is backed by its evidence and hands back a findings report — which is itself a DRAFT. A human decides.

When to use / not use

  • Use when: "get a second opinion on this report", "is this draft trustworthy / honest", "double-check the numbers before I sign", "red-team this output", "did it make anything up?"
  • Not for architecture ("is my workflow decomposed / a mega-agent?") → agentic-workflow-audit.
  • Not for source-code quality / bugs / security/code-review, /security-review. Second Opinion reads a produced artifact's claims vs its cited evidence, in any domain.

What it catches (domain-neutral)

  • #1 wrong PASS/FAIL or spec-limit verdicts, and aggregates that don't recompute.
  • #2 numbers with no matching source token (fabrication / transcription error).
  • #3 invented identifiers / dates / names with no provenance (should be 【待補】).
  • #4 conclusions the data don't support (overreach) — advisory.

How it works (two layers; the guarantees are in CODE, not this prose)

  1. Deterministic layer (stdlib, hermetic): catches #1/#2/#3. In FULL mode these are HARD at confidence 1.0 (the kit trace is authoritative); in DEGRADED mode they are SOFT at 0.5 (provenance reconstructed from supplied inputs).
  2. Advisory LLM layer (you): catches #4 and fuzzy #1. It is capped (SECONDOP_MAX_LLM_PASSES, default 1) and every finding is clamped to SOFT / advisory / confidence ≤ 0.5, dropped unless it cites a verbatim draft span (or NO SOURCE), and suppressed if it re-litigates a slot the deterministic layer already settled.

To run it

Invoke the /second-opinion command, which orchestrates the deterministic pass → your capped advisory pass → the code-enforced fold-in → the human STOP. Modes:

  • /second-opinion <run_dir> — FULL (an agentic-sop-kit run dir)
  • /second-opinion <doc> --inputs <file...> — DEGRADED (any document)
  • /second-opinion — the bundled cross-domain demo

Iron rules

  • Facts only from inputs; unknowns are 【待補】; never invent numbers / IDs / dates / conclusions — and the red-team itself may not invent accusations (the evidence gate enforces this).
  • The deterministic checks are the only HARD signal; the LLM pass is advisory + capped, in code.
  • The report is a DRAFT. A human owns approve / reject. Never auto-approve, never auto-file.
  • Real enforcement lives in the code (clamp / evidence-gate / cap) and the optional Stop-hook — not in this prose.

Version History

  • 248a01f Current 2026-07-05 14:55

Same Skill Collection

plugins/agentic-sop-kit/kit/skills/compute/SKILL.md
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plugins/agentic-sop-kit/skills/agentic-sop/SKILL.md
plugins/agentic-sop-kit/skills/agentic-workflow-audit/SKILL.md
plugins/agentic-sop-kit/skills/six-rung-ladder/SKILL.md
plugins/alcoa-guard/skills/alcoa-guard/SKILL.md
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Metadata

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Version
248a01f
Hash
b7be88c1
Indexed
2026-07-05 14:55

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