task-analyzer
Skill22 starsChanged 10 days agoMITView on GitHub
Front door for a raw task - size it up (essence, type, scale, tags), read whether the user's own words mean "just look" or "go do it", then either hand back the analysis or drive the matching lane itself (direct / fix / make-plan / autopilot / research). Different from /research (which investigates an external topic; this looks at the task itself). Triggers on "task-analyzer", "analyze this task", "how big is this", or any bare requirement with no other command named.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- Data-Wise/crafttheir own version, first seen Oct 31, 2026
- Kit4Some/Oh-my-ClaudeClawtheir own version, first seen Mar 21, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- Data-Wise/craft★ 4same name
- Kit4Some/Oh-my-ClaudeClaw★ 4same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository10 other files it gives its agents.
- autopilotSkill
- diagnoseSkill
- fixSkill
- implement-specsSkill
- make-planSkill
- open-prSkill
- researchSkill
- spec-loopSkill
- ui-walkthroughSkill
- what-nowSkill
The file
We split this skill into the rules it gives an agent
5 rules. About 0 are common, 5 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈5
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 34
Read the project's CLAUDE.md (root + any nested one where the work lands) and project memory for anything relevant: vocabulary, …
- Distinctive: line 38
Do-mode only: run the project's fast checks (lint / unit tests as the project defines them).
- Distinctive: line 107
Never ask whether to analyze or proceed.
- Distinctive: line 108
Never invent an unavailable expert skill.
- Distinctive: line 109
Look-only means no code, no long-running checks, no memory writes.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
task-analyzer: size the task, then do exactly as much as asked
You are often the first thing invoked on a new ask, before the user has decided which lane fits. Two jobs, in this order: size the task, then do exactly as much as the words ask.
1. Intent, from the user's own words (decides everything after)
- Look-only wording ("look into", "analyze", "what would it take", "how big", "compare"):
steps 2–4, print the analysis, stop. Reading only: no edits, no long-running checks, no
memory writes. If the ask is really about an external topic rather than the work, point to
/research. - Do wording ("do it", "fix", "implement", "build", "ship it"): steps 2–5, no further check-in.
- Neither (a bare description of a problem or a want): treat it as do-wording. The user
invoked this skill to hand the task over, so never ask "analyze or proceed?". Questions about
the requirement itself belong to
grill-me; a decision only the user can make still goes to themake-planlane, which stops for review. - A spec is always written for anything beyond trivial, whatever the wording: an OpenSpec
change (proposal + delta specs with GIVEN / WHEN / THEN scenarios) is the audit trail of what
was asked and what was decided. With do-wording the spec is written and the build continues;
when the user asked for specs first, it is written and stops for review; with look-only
wording nothing is written, the analysis only names the spec that would be. No
openspec/in the project yet: runopenspec init --tools claudefirst (it only adds theopenspec/folder); if the user does not want OpenSpec there, write the same sections (why, scope, GIVEN / WHEN / THEN scenarios, decisions) into the PR description instead.
2. Orient
openspec list --json: a change already in flight for this goal means the task is a continuation; resume it (/implement-specs) instead of starting over.- Read the project's
CLAUDE.md(root + any nested one where the work lands) and project memory for anything relevant: vocabulary, conventions, gotchas, architecture decisions. - Locate the code the task touches (
Grep/Glob/ theExploreagent): the scale is counted, not guessed. - Do-mode only: run the project's fast checks (lint / unit tests as the project defines them). Red before you touched anything makes "baseline green" the first unit of work.
3. Size
- Essence: the fundamental purpose behind the wording. "broken / throwing / not working" is a fix (a defined wrong behaviour); "add / implement / build" is an implementation; "refactor / clean up / extract" is behaviour-preserving; "why / how does X work" is understanding, not yet a change; an architecture choice is design.
- Type: fix | implementation | refactoring | design | quality | understanding.
- Scale by files actually touched: trivial: at most one file and no judgement call; small: 1–2 files, one function or component, with a judgement call or a test to write; medium 3–5 with some open decisions; large 6+, cross-cutting, or touching a contract, schema or public API. A change that spans more than one repo, or touches a contract or API shape, is never trivial or small.
- Tags & experts: tags from the request and the touched code's stack (file types, framework, layer). Pick a primary expert skill + 0–2 supporting from the skills actually installed here, one line of reasoning each; never name one that is not present.
4. Lane
| Situation | Lane |
| Trivial | direct: edit, run the project's checks, exercise it once for real |
| Small or medium defect, no design decision | fix: diagnose for the cause, failing test first, smallest change, verify for real, reviewers when non-trivial |
| Medium or large change whose open decisions have conservative defaults, or the user said "busy", "do it all" | autopilot: specs + AI review gate + build, assumptions logged |
| A decision only the user can make (irreversible, business rule, large blast radius), or the user asked for a plan/spec first | make-plan: specs + ADRs, stop for review |
| The ask is itself unscoped (an idea, not yet a task) | research first, then re-run this analysis on its recommendation |
Two lanes plausible: take the more cautious one and say why in one line.
Print exactly this block (look-only stops here):
## Task analysis
Essence: <one line>
Type: <fix|implementation|refactoring|design|quality|understanding>
Scale: <trivial|small|medium|large> (~N files: <paths>)
Repos / contracts touched: <one repo, none | list>
In-flight change: <none | openspec change name>
Lane: <direct|fix|make-plan|autopilot|research> — <why, one line>
Spec: <trivial, none | will be written: openspec/changes/<name> | exists: <name>>
Expert(s): <primary> (+ <supporting>) — <why, one line>5. Act (do-mode)
- Review comment (the task is a reviewer's note on an open PR/MR): before editing, trace what the requested change makes redundant across every repo it touches: a value that becomes constant, a branch that can no longer run, a field nobody reads. Remove those end to end in the same round (contract, producer, every consumer, docs, tests) and say so in the reply, rather than applying the words literally and waiting for the next comment.
- Follow the lane's own SKILL.md end to end (
fix,autopilot,make-plan,research) as if the user had invoked it, passing this analysis so it is not redone. That lane's guardrails apply in full:make-planstill stops for review with no production code. - Review step is not optional: anything beyond trivial, review-fix rounds included, ends
with the three reviewers run in parallel (one message, three Agent calls):
diff-reviewer(task/spec, project rules, leftovers),security-reviewer,edge-case-reviewer, on the full diff of every repo touched, each given the task, the base branch, every repo path and the OpenSpec change name. When the change is UI-visible, launch thewalkthrough-runneragent in the same parallel message (the implementer has prepared the servers, data andwalk.mjs), so reading the screenshots does not block. Done needs all four clean on the same frozen diff, the walkthrough's own verdict deciding. Any blocking finding, from a reviewer or the walkthrough, is fixed, then the three reviewers re-run and the walkthrough re-runs when the fix touches a walked screen; a BLOCKED walk is an access problem, not a code fix. Skipping needs a written reason in the final report. - Done means the project's checks pass and the behaviour was exercised for real (a request,
a command, the page), not only unit tests. A UI-visible change also gets a
ui-walkthrough: a non-trivial one as thewalkthrough-runneragent at the review step above, a trivial one (thedirectlane, no review step) walked inline with theui-walkthroughskill.
Guardrails
- One command, adaptive depth: the user should not have to know in advance whether this is a
/fix-sized or/autopilot-sized ask. - Never ask whether to analyze or proceed; read it from the words.
- Never invent an unavailable expert skill.
- Look-only means no code, no long-running checks, no memory writes.
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