Agent skill

Hunt

by ninehills in ninehills/skills

Finds root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and screenshot-reported defects.

No licenceAuto-check passedDevelopment

Install Hunt

skills CLI
$ npx skills add ninehills/skills --skill hunt -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ninehills/skills hunt --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ninehills/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/hunt .claude/skills/hunt && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
hunt
GitHub stars
280
Token cost
~4.8k tokens
SKILL.md length
2,641 words
Files
5 (incl. references)
Skills in repo
38
Repo updated
First seen
Licence
None found

At a glance

Finds root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and screenshot-reported defects.

  • Works in 2 steps: Protect the user's worktree first: run… → Find candidate good tag: git tag…
  • Users report in any language errors
  • SKILL.md covers Outcome Contract, Diagnosis Signals, Durable Context Preflight and Hard Rules, plus 12 more sections
  • Calls git, bash and node

What it does

Hunt is an agent skill from ninehills/skills. Finds root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and screenshot-reported defects. Use when users report in any language errors, crashes, broken behavior, regressions, failing tests, screenshot evidence, or something that used to work and now fails. Not for code review or new features.

Its SKILL.md is about 4.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/failure-patterns.md`, `references/ime-unicode.md` and `references/logging-techniques.md`).

It sits in Development, covering Failing and flaky tests and Root cause analysis.

When your agent uses it

  • Users report in any language errors
  • Broken behavior
  • Screenshot evidence
  • Something that used to work and now fails

Example prompts

  • “Use the hunt skill to find root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and…”
  • “/hunt”

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. Protect the user's worktree first: run git status --short --branch -uall. If modified, staged, or untracked files exist, do not bisect in…
  2. Find candidate good tag: git tag --sort=-version:refname | head -10 or ask the user for the last known-good commit.

What it can do on your machine

Read from SKILL.md and the folder at commit f3e82a7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • bash
    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Hunt loads about 4.8k tokens when it runs, and up to ~8.6k if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 2,641 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~87
When it runs · the whole SKILL.md, loaded when a task matches
~4.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~8.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 2,641 words (~4,771 tokens).

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

— opening of SKILL.md by ninehills
name
hunt
when_to_use
排查, 查查, 报错, 崩溃, 不工作, 不对, 跑不通, 以前是好的, 回归, 截图回归, 判断错误原因, 判断为什么报错, 反复修不好, debug, regression, used to work, broke after update, why broken, not working, what's…
dispatch_intent
Error, crash, regression, screenshot-reported defect, test failure, stale cache, runtime boundary, why broken

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (references) in hunt of ninehills/skills.

  • SKILL.md
  • references/failure-patterns.md
  • references/ime-unicode.md
  • references/logging-techniques.md
  • references/rendering-debug.md

Open the folder on GitHubat commit f3e82a7

Compare with similar skills

Hunt next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Hunt compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Hunt this skillninehills/skills280—~4.8kAutomated safety check: PassNone
Minimal Code Fixcobusgreyling/loop-engineering11k1 repos~671Automated safety check: NotesMIT
Backprop: Bug-to-Spec ProtocolJuliusBrussee/cavekit1.2k—~653Automated safety check: PassMIT
CI TriageMentra-Community/MentraOS2.4k—~582Automated safety check: PassApache-2.0
Root Cause Debuggingjsmastery-pro/skills1.5k—~1.8kAutomated safety check: NotesMIT
Superpowers Systematic Debuggingchristopherarter/superpowers-reasonix102—~2kAutomated safety check: PassMIT

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Questions about Hunt

What does Hunt do?

Finds root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and screenshot-reported defects. Hunt is an agent skill from ninehills/skills. Finds root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and screenshot-reported defects.

When should I use Hunt?

Hunt fits situations like: users report in any language errors; broken behavior; screenshot evidence; something that used to work and now fails.

How do I install Hunt in Claude Code?

Run `npx skills add ninehills/skills --skill hunt -a claude-code`. Or copy the skill folder (hunt in ninehills/skills) into .claude/skills/hunt in your project. Claude Code loads it when a task matches its description.

How do I install Hunt in Codex?

Run `npx skills add ninehills/skills --skill hunt -a codex`. Or copy the skill folder (hunt in ninehills/skills) into .agents/skills/hunt in your project. Codex loads it when a task matches its description.

Can I use Hunt in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ninehills/skills --skill hunt -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hunt, .gemini/skills/hunt, .github/skills/hunt and .opencode/skills/hunt in your project.

What does Hunt need to run?

Going by SKILL.md and its folder, Hunt needs the command-line tools its instructions call (git, bash and node).

Does Hunt access the network?

SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Hunt safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Hunt use?

No licence was found for Hunt or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Hunt use?

About 4.8k tokens (SKILL.md is roughly 19k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.8k tokens, read only when the agent opens those files.

What are the alternatives to Hunt?

Skills that share tags, products or a category with Hunt: Minimal Code Fix (cobusgreyling/loop-engineering, 11k stars), Backprop: Bug-to-Spec Protocol (JuliusBrussee/cavekit, 1.2k stars), CI Triage (Mentra-Community/MentraOS, 2.4k stars) and Root Cause Debugging (jsmastery-pro/skills, 1.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Hunt?

ninehills (a GitHub user) maintains it in ninehills/skills, which has 280 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on June 22, 2026.

Source: ninehills/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.