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hunter-skeptic-referee猎人怀疑论裁判

Agent Skill

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。

总安装

261

周安装

11

GitHub Stars

11

下载量

92
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

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

简介

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。

SKILL.md

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.

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

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 warning/failed 结果,不能写成本站确认安全。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

来源信息

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