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Agent Skill · 研究检索

hunter-skeptic-referee(猎人怀疑论裁判)

hunter-skeptic-referee 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

hunter-skeptic-referee 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为执行命令;许可证信息还不明确,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 66,577。

总安装 261周安装 11GitHub Stars 11下载 92核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:hunter-skeptic-referee(猎人怀疑论裁判)
来源仓库:https://github.com/b-open-io/prompts
仓库路径:skills/hunter-skeptic-referee
安装命令:
npx skills add https://github.com/b-open-io/prompts --skill hunter-skeptic-referee
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/b-open-io/prompts --skill hunter-skeptic-referee

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

hunter-skeptic-referee 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词快速定位候选结果。适用于研究检索类任务,可结合来源仓库和原始 README 核验具体用法,支持线索驱动的信息筛选。

通过 npx skills add 命令从指定 GitHub 仓库安装,需确认权限范围和维护状态后再使用。安装前建议核实是否会触发联网、命令执行或文件读写,避免在不支持的宿主环境中运行。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/hunter-skeptic-referee

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/b-open-io/prompts --skill hunter-skeptic-refer…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要执行命令,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

hunter-skeptic-referee 怎么安装?

在终端执行 npx skills add https://github.com/b-open-io/prompts --skill hunter-skeptic-referee。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

hunter-skeptic-referee 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

hunter-skeptic-referee 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 npx skills add https://github.com/b-open-io/prompts --skill hunter-skeptic-referee 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

hunter-skeptic-referee 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

hunter-skeptic-referee 用的人多吗?

公开数据是累计安装 261 次,近一周安装 11 次,下载 92 次,GitHub 11 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

hunter-skeptic-referee 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 不能接受 Skill 在你机器上执行命令的人。
  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
hunter-skeptic-referee

猎人怀疑论裁判 · 本页

26111执行命令未明确未通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Hunter / Skeptic / Referee

An adversarial code review workflow designed by danpeguine (@danpeguine). Three agents run in isolated contexts — no agent sees what any other agent "wants" to hear. This eliminates sycophantic confirmation bias and produces ground-truth bug reports.

User command: /bug-hunt [path | -b branch [--base base]]

Why Isolated Contexts

When a single agent both finds bugs and evaluates them, it anchors on its own earlier judgments. By resetting context between phases and giving each agent only what it needs, every verdict is genuinely independent. The Skeptic cannot see the Hunter's enthusiasm. The Referee cannot see the Skeptic's skepticism.

The Three Agents

PhaseAgentSubagent TypeRole
1. HunterNyxbopen-tools:code-auditorFind every possible bug. Maximize recall. False positives OK.
2. SkepticKaylebopen-tools:architecture-reviewerChallenge every finding. Risk/EV calculation. 2x penalty for wrong dismissals.
3. RefereeIrisbopen-tools:testerFinal arbiter. Read code independently. Produce ground truth.

Target Resolution

The skill supports two modes:

Path mode (default): Scan a file, directory, or the entire project.

/bug-hunt              # Entire project
/bug-hunt src/         # Directory
/bug-hunt lib/auth.ts  # Specific file

Branch diff mode (-b): Scan only files changed between branches. Reads full file contents, not just diffs.

/bug-hunt -b feature-xyz              # vs main
/bug-hunt -b feature-xyz --base dev   # vs dev

For branch diff mode: git diff --name-only <base>...<branch> to get the file list.

Scoring Systems

Hunter (+1/+5/+10)

ScoreMeaning
+1Low — minor edge case, cosmetic, code smell
+5Medium — functional issue, data inconsistency, missing validation
+10Critical — security vulnerability, data loss, race condition, crash

Skeptic (risk-calibrated)

  • Disprove a false positive: +[bug's original points]
  • Wrongly dismiss a real bug: -2x [bug's original points]
  • EV formula: EV = (confidence% × points) - ((100 - confidence%) × 2 × points)
  • Only DISPROVE when EV is positive (confidence > 67%)

Referee (symmetric ±1)

  • Correct judgment: +1
  • Incorrect judgment: -1
  • Framed against "known ground truth" to induce precision

Structured Output Format

All three agents use a consistent BUG-ID format for cross-phase traceability:

Hunter output:

**BUG-[N]** | Severity: [Low/Medium/Critical] | Points: [1/5/10]
- **File:** [path]
- **Line(s):** [number or range]
- **Category:** [logic|security|error-handling|concurrency|edge-case|performance|data-integrity|type-safety|other]
- **Claim:** [one sentence]
- **Evidence:** [code quote]

Skeptic output:

**BUG-[N]** | Original: [points] pts
- **Counter-argument:** [technical argument citing code]
- **Evidence:** [code quote]
- **Confidence:** [0-100]%
- **Risk calc:** EV = ...
- **Decision:** DISPROVE / ACCEPT

Referee output:

**BUG-[N]**
- **Hunter's claim:** [summary]
- **Skeptic's response:** [DISPROVE/ACCEPT + summary]
- **Your analysis:** [independent assessment]
- **VERDICT: REAL BUG / NOT A BUG**
- **Confidence:** High / Medium / Low
- **True severity:** [Low/Medium/Critical]
- **Suggested fix:** [brief direction]

Execution Protocol

Step 1 — Resolve target

Parse arguments for path mode vs branch diff mode. In branch diff mode, run git diff --name-only to get the file list.

Step 2 — Spawn the Hunter (Nyx)

Dispatch bopen-tools:code-auditor with the target scope. The Hunter uses Glob/Read/Grep to examine actual code. Must NOT speculate about unread files.

Step 2b — Early exit check

If Hunter reports TOTAL FINDINGS: 0, skip Skeptic and Referee. Present a clean report directly.

Step 3 — Spawn the Skeptic (Kayle)

Dispatch bopen-tools:architecture-reviewer with ONLY the structured bug list (BUG-IDs, files, lines, claims, evidence, severity). Do NOT pass the full codebase or any narrative text. The Skeptic reads code independently.

Step 4 — Spawn the Referee (Iris)

Dispatch bopen-tools:tester with the Hunter's full report AND the Skeptic's full report. The Referee reads code independently.

Step 5 — Present the report

Display the Referee's verified report:

  1. Summary stats (found / dismissed / confirmed by severity)
  2. Confirmed bugs table sorted by severity
  3. Low-confidence items flagged for manual review
  4. Collapsed <details> section with dismissed bugs for transparency

A clean report (zero confirmed bugs) is a valid result — say so clearly.

Context Boundary Rules

PhaseGets access to
Hunter (Nyx)Full codebase (or changed files in branch diff mode)
Skeptic (Kayle)Structured bug list + referenced file paths only
Referee (Iris)Hunter findings + Skeptic verdicts only

Violating these boundaries reintroduces the sycophancy problem. If the Skeptic sees the Hunter's confidence, it anchors on it. If the Referee sees either agent's emotional register, it drifts toward consensus rather than truth.

When to Use

  • Pre-release security audits
  • Reviewing unfamiliar or legacy codebases
  • High-stakes modules (auth, payments, data integrity)
  • Pull requests with broad scope or architectural changes
  • Branch review before merge (-b mode)

For quick informal reviews, just use Nyx directly in normal mode.

平台分布

Codex

37.03%
按下载量换算34

Claude

29.5%
按下载量换算27

Cursor

17.39%
按下载量换算16

Gemini CLI

9.49%
按下载量换算9

安全审计

Gen Agent Trust Hub

通过

Socket

可疑

Snyk

未通过

权限和风险

执行命令

安装流程涉及命令执行,可能通过 npx skills add https://github.com/b-open-io/prompts --skill hunter-skeptic-referee 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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