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Agent Skill · 研究检索

hunt(hunt 搜索)

hunt 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。

hunt 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,权限为接触敏感数据;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 42,576。

总安装 1,060周安装 25GitHub Stars 4,214下载 1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:hunt(hunt 搜索)
来源仓库:https://github.com/tw93/claude-health
仓库路径:skills/hunt
安装命令:
npx skills add https://github.com/tw93/claude-health --skill hunt
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/tw93/claude-health --skill hunt

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。

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、任务场景或来源线索快速定位候选结果。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。

适用于需要快速获取特定领域信息的研发场景。支持主流 AI 编程工具集成使用。

来源仓库内路径:skills/hunt

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/tw93/claude-health --skill hunt;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

    它需要接触敏感数据,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

hunt 怎么安装?

在终端执行 npx skills add https://github.com/tw93/claude-health --skill hunt。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

hunt 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。

hunt 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

hunt 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。

hunt 用的人多吗?

公开数据是累计安装 1,060 次,近一周安装 25 次,下载 1 次,GitHub 4,214 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。

hunt 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

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。
  • 第三方扫描已通过,常见的高风险行为没有命中。
  • 来源仓库有 4,214 星,维护活跃度相对可查。

先想清楚的地方

  • 需要接触敏感数据,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

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 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
hunt

hunt 搜索 · 本页

1,0604,214接触敏感数据未明确通过

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

Hunt: Diagnose Before You Fix

Prefix your first line with 🥷 inline, not as its own paragraph.

A patch applied to a symptom creates a new bug somewhere else.

Do not touch code until you can state the root cause in one sentence:

"I believe the root cause is [X] because [evidence]."

Name a specific file, function, line, or condition. "A state management issue" is not testable. "Stale cache in useUser at src/hooks/user.ts:42 because the dependency array is missing userId" is testable. If you cannot be that specific, you do not have a hypothesis yet.

Rationalization Watch

When these surface, stop and re-examine:

What you're thinkingWhat it actually meansRule
"I'll just try this one thing"No hypothesis, random-walkingStop. Write the hypothesis first.
"I'm confident it's X"Confidence is not evidenceRun an instrument that proves it.
"Probably the same issue as before"Treating a new symptom as a known patternRe-read the execution path from scratch.
"It works on my machine"Environment difference IS the bugEnumerate every env difference before dismissing.
"One more restart should fix it"Avoiding the error messageRead the last error verbatim. Never restart more than twice without new evidence.

Progress Signals

When these appear, the diagnosis is moving in the right direction:

What you're thinkingWhat it meansNext step
"This log line matches the hypothesis"Positive evidence foundFind one more independent piece of evidence to cross-validate
"I can predict what the next error will be"Mental model is formingRun the prediction; if it matches, the model is correct
"Root cause is in A but symptoms appear in B"Propagation path understoodTrace the call chain from A to B and confirm each link
"I can write a test that would fail on the old code"Hypothesis is specific and testableWrite the test before applying the fix

Do not claim progress without observable evidence matching at least one of these signals.

Hard Rules

  • Same symptom after a fix is a hard stop; so is "let me just try this." Both mean the hypothesis is unfinished. Re-read the execution path from scratch before touching code again.
  • After three failed hypotheses, stop. Use the Handoff format below to surface what was checked, what was ruled out, and what is unknown. Ask how to proceed.
  • Verify before claiming. Never state versions, function names, or file locations from memory. Run sw_vers / node --version / grep first. No results = re-examine the path.
  • External tool failure: diagnose before switching. When an MCP tool or API fails, determine why first (server running? API key valid? Config correct?) before trying an alternative.
  • Pay attention to deflection. When someone says "that part doesn't matter," treat it as a signal. The area someone avoids examining is often where the problem lives.
  • Visual/rendering bugs: static analysis first. Trace paint layers, stacking contexts, and layer order in DevTools before adding console.log or visual debug overlays. Logs cannot capture what the compositor does. Only add instrumentation after static analysis fails.
  • Fix the cause, not the symptom. If the fix touches more than 5 files, pause and confirm scope with the user.

Bisect Mode

Activate when the symptom is "used to work, now broken" or "broke after an update". Random-walking forward from the current state wastes context and produces random fixes.

Flow:

  1. Find last-known-good: use the most recent tag where the behavior was correct (git tag --sort=-version:refname | head -5). Do not use a date or a raw SHA as the anchor.
  2. Define a pass/fail test command before starting. The command must be runnable non-interactively and produce an unambiguous exit code. Write it down once; reuse it at every step.
  3. Run git bisect start, git bisect bad (current), git bisect good <tag>. Let bisect drive; do not jump ahead.
  4. Context conservation: do not re-read large files at each step. Read once, note the key function or line, reference from notes. Bisect output is the state; keep it in the terminal, not in context.
  5. When bisect names the culprit commit: read only that commit's diff, not surrounding history. Identify the specific line that introduced the regression.

Confirm or Discard

Add one targeted instrument: a log line, a failing assertion, or the smallest test that would fail if the hypothesis is correct. Run it. If the evidence contradicts the hypothesis, discard it completely and re-orient with what was just learned. Do not preserve a hypothesis the evidence disproves.

Gotchas

What happenedRule
Patched client pane instead of local paneTrace the execution path backward before touching any file
MCP not loading, switched tools instead of diagnosingCheck server status, API key, config before switching methods
Orchestrator said RUNNING but TTS vendor was misconfiguredIn multi-stage pipelines, test each stage in isolation
Race condition diagnosed as a stale-state bugFor timing-sensitive issues, inspect event timestamps and ordering before state
Reproduced locally but failed in CIAlign the environment first (runtime version, env vars, timezone), then chase the code
Stack trace points deep into a libraryWalk back 3 frames into your own code; the bug is almost always there, not in the dependency
Worked when launched from app, broke when opened via file association / drag-drop / deep link / external proxyReproduce using the exact entry point the user described. App-internal init differs from cold-launch-with-file init; state may not be ready when the document arrives.

Outcome

Success Format

Root cause:        [what was wrong, file:line]
Fix:               [what changed, file:line]
Confirmed:         [evidence or test that proves the fix]
Tests:             [pass/fail count, regression test location]
Regression guard:  [test file:line] or [none, reason]

Status: resolved, resolved with caveats (state them), or blocked (state what is unknown).

Regression guard rule: for any bug that recurred or was previously "fixed", the fix is not done until:

  1. A regression test exists that fails on the unfixed code and passes on the fixed code.
  2. The test lives in the project's test suite, not a temporary file.
  3. The commit message states why the bug recurred and why this fix prevents it.

Handoff Format (after 3 failed hypotheses)

Symptom:
[Original error description, one sentence]

Hypotheses Tested:
1. [Hypothesis 1] → [Test method] → [Result: ruled out because...]
2. [Hypothesis 2] → [Test method] → [Result: ruled out because...]
3. [Hypothesis 3] → [Test method] → [Result: ruled out because...]

Evidence Collected:
- [Log snippets / stack traces / file content]
- [Reproduction steps]
- [Environment info: versions, config, runtime]

Ruled Out:
- [Root causes that have been eliminated]

Unknowns:
- [What is still unclear]
- [What information is missing]

Suggested Next Steps:
1. [Next investigation direction]
2. [External tools or permissions that may be needed]
3. [Additional context the user should provide]

Status: blocked

Rendering Bug Mode

Activate when: "PDF looks wrong", "page break issue", "font not rendering", or broken PDF output

Diagnosis checklist:

  • WeasyPrint bugs: rgba() causes double-rectangle bug (use solid hex), page-break-inside: avoid ignored (use explicit breaks)
  • Font loading: Check @font-face paths, CORS headers, file format support
  • Page overflow: Calculate content height vs page height, suggest line-height/padding reduction
  • Browser print CSS: Confirm @media print rules, @page margins, orphan/widow control

Static analysis first (CSS review), then reproduce if needed.

平台分布

Codex

34.18%
按下载量换算0

Claude

28.4%
按下载量换算0

Cursor

18.82%
按下载量换算0

Gemini CLI

9.45%
按下载量换算0

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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。目前只有一个公开来源,建议同时核对源仓库。

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