product
Skill4 starsChanged 11 days agoMITView on GitHub
Keep work on track to business value: one lane, beneficiary, why now, evidence, reachability, smallest reversible slice. Use on every PR, plan, auto-review, or drift check.
14 other projects use a version of this.
Adopted by
Most recently taken up by
- Astatide1337/Skillstheir own version, first seen Nov 8, 2026
- PeterPartridge/CooperativeAICodingtheir own version, first seen Nov 8, 2026
- Mark-Life/agent-skillstheir own version, first seen Nov 6, 2026
- gabros20/product-skilltheir own version, first seen Nov 1, 2026
- simscal/sapiens-dtjtheir own version, first seen Oct 20, 2026
- Dev-PGVAA/skillstheir own version, first seen Oct 16, 2026
Other versions14 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 14
- nitinjain999/platform-skills★ 71same name
- Mark-Life/agent-skills★ 4same name
- websublime/mister-anderson★ 3same name
- alex-voloshin-dev/ai-skills★ 2same name
- PeterPartridge/CooperativeAICoding★ 2same name
- tikhomirovv/agents-knowledge★ 2same name
- Astatide1337/Skills★ 1same name
- donatassimkus/claude-ai-skills★ 1same name
- gabros20/product-skill★ 1same name
- LukeJMadden/Veltrix-skills★ 1same name
4 more not listed
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 repository117 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
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- handoffSkill
- hook-auditSkill
- implement-specSkill
- improve-animationsSkill
- improve-codebase-architectureSkill
- improveSkill
- launchdarklySkill
- lie-detectorSkill
- maintain-verification-skillSkill
- make-pr-easy-to-reviewSkill
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 5 are distinctive, and 2 are very specific to this project.
0
Common
Most of the 13 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 8
Check value/reach. Correctness: /review.
- Distinctive: line 13
Every change serves one primary lane.
- Very specific: line 33
Intent: read the plan or PR body, linked issue, commits, and full diff.
- Distinctive: line 43
Cost to own: run cost, new surface, dependencies, on-call load, and review time, against the simplest alternative.
- Distinctive: line 58
justified: every step answered with evidence.
- Distinctive: line 61
unjustified: no beneficiary or trigger, speculative surface, or cost above payoff.
- Distinctive: line 71
Never block on taste alone.
“Common” is measured: kept by at least 6 in 10 of the 13 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
For a material product or design fork, read the Poteto adaptation.
Check value/reach. Correctness: /review; truth: /lie-detector. Apply the product hat inline in /review, /grilling and auto-review, or standalone. RULES.md grades independent evidence sets; CRAFT.md owns author practice.
Read review split.
Lanes
Every change serves one primary lane. Mixed purposes split into separate PRs.
| Lane | Earns its time by | Evidence that counts |
| Keep the lights on | Saving money or preventing loss: failures, idle cost, toil, dead surface, billing and upgrade paths | Incident or repro, dollars, hours of toil, verified fix |
| Quality of life | Speed and reputation: CI and dev loop, latency, actionable errors, docs that run, flakes | Before and after numbers, who is unblocked, how often |
| Feature | Making money: a named buyer, segment, launch, or demo can do something new | Named demand, a reachable surface, an adoption signal |
| Taste | Keeping the next change cheap: one source of truth, paved paths, class guards, deletion | Drift or carrying cost it already caused, a second caller |
Modes
| Mode | When | Output |
| Plan | Issue, spec, or plan before code; the /grilling product hat | Verdict, Given/When/Then acceptance, cheapest disproof, slice plan |
| Author | Writing a PR, including /commit-push-pr | The Lane: line and a body that answers the reviewer (CRAFT.md) |
| Review | /review, auto-review routine, explicit ask | Verdict line and at most three findings |
| Track | A long branch, a stack, or work that keeps growing | on track, drifting, or park, with the scope to cut |
Procedure
- Intent: read the plan or PR body, linked issue, commits, and full diff; never trust
a summary over code. Record the declared lane (
Lane:line), or infer it and say so. - Beneficiary: name the role and what changes for them. "Users" or "cleanup" alone is not a beneficiary.
- Why now: find the trigger (incident, customer ask, launch, deal, cost spike, measured regression, blocked consumer). None means the work competes with the roadmap.
- Evidence: measured > reproduced > named > asserted. Performance, cost, and reliability claims need numbers; a disproved hypothesis closes the work.
- Reach: trace the value to a surface the beneficiary uses today: UI, API, CLI, docs, a flag that is on somewhere. Merged but unreachable earns nothing yet.
- Cost to own: run cost, new surface, dependencies, on-call load, and review time, against the simplest alternative.
- Slice and safety: smallest independently useful slice, default off with a rollback, live consumers protected, one-way doors left to their owner.
- Rules: RULES.md Justification, Scope, and Evidence always; the lane's section; and Delivery, Trust, or Money when the diff touches rollout, customer-visible output, or billing. Load CRAFT.md for non-generated source or test changes. Enforce S and A; apply B when the diff plainly matches; C only when asked.
Track mode compares the branch with its stated outcome: work outside the lane is
drifting (name the cut or the follow-up PR); value that cannot land yet is park
(name the reopen condition).
Verdicts and severity
- justified: every step answered with evidence. Approve quietly.
- thin: real value, but evidence, acceptance, reach, or rollout is missing; ship after the named fix.
- unjustified: no beneficiary or trigger, speculative surface, or cost above payoff; rethink the scope or park it with a reopen condition.
- P1 Value: false success or a silent no-op; a lost or double charge; a live-path break with no off switch; a one-way door taken without its owner; a public claim that is not true.
- P2 Value: missing beneficiary, trigger, evidence, acceptance, or rollout; speculative surface; mixed lanes.
- P3: a nudge; automation never posts it.
Never block on taste alone. Grade sets how firmly a rule applies; severity comes only from this list.
Automated review
Silence means the value case is clear: a justified change gets only the verdict line. Otherwise post one top-level Value comment with at most three P1 or P2 findings, each with its rule id, consequence, and smallest fix. Never restate the PR. Value-only findings comment and never request changes; the owner decides. Judge bot findings on merit.
Output
product: <ktlo|qol|feature|taste> (<declared|inferred>) -- <justified|thin|unjustified> -- <beneficiary>; trigger: <why now>; evidence: <strongest proof>
- [P1|P2 Value] <rule id> <gap> - <consequence> - <smallest fix>Plan mode adds the acceptance scenarios and the cheapest disproof. Track mode puts
on track, drifting, or park in the verdict slot.
Name what the review could not verify and who should make the final call.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

