development-lifecycle
Skill4 starsChanged 10 days agoMITView on GitHub
Run React, TypeScript, and UI implementation from a high-level outcome through self-verification.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- rapidaai/voice-aitheir own version, first seen Oct 8, 2026
- Peiiii/nextclawtheir own version, first seen Oct 8, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- rapidaai/voice-ai★ 755same name
- Peiiii/nextclaw★ 263same 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 repository117 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- accessibilitySkill
- agent-watchdogSkill
- aipSkill
- animateSkill
- animation-performanceSkill
- animation-vocabularySkill
- ask-benSkill
- ask-sonnerSkill
- bazelSkill
- bend-lawsSkill
- blast-radiusSkill
- brain-dumpSkill
- break-uiSkill
- ci-fixesSkill
- codebase-designSkill
- codex-compatSkill
- codexSkill
- commit-push-prSkill
- connect-querySkill
- create-verification-skillSkill
- demoSkill
- diagnosing-bugsSkill
- docsSkill
- dogfoodSkill
- domain-modelingSkill
- e2e-testingSkill
- effect-tsSkill
- effect-v3-to-v4Skill
- efficient-frontierSkill
- eli5Skill
- excalidraw-diagramSkill
- extend-harnessSkill
- frontend-invariantsSkill
- frontend-starter-kitSkill
- full-sendSkill
- gesturesSkill
- golang-reviewSkill
- golangSkill
- goSkill
- grillingSkill
- handoffSkill
- hook-auditSkill
- implement-specSkill
- improve-animationsSkill
- improve-codebase-architectureSkill
- improveSkill
- launchdarklySkill
- lie-detectorSkill
- maintain-verification-skillSkill
- make-pr-easy-to-reviewSkill
- mobile-nativeSkill
- plan-arbiterSkill
- plow-aheadSkill
- postgresqlSkill
- primeSkill
- productSkill
- protobufSkill
- prototypeSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 2 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
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 28
Read tickets/body/labels/comments.
- Very specific: line 30
Read rules/scripts/configs/CI.
- Distinctive: line 58
Ask only for user-reserved decisions or irreversible production, legal/privacy, destructive, or high-security actions.
- Distinctive: line 64
Run author delivery: inline self-review, evidence, publication and requested CI/feedback.
≈ “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
For multi-step delivery, read Poteto.
/work: one outcome. Before edits, read author delivery for ownership, isolation and endpoints.
Use communication; helpers.
Outcome contract
State:
- Objective -- outcome.
- Guardrails -- non-inferable/reserved bounds.
- Verification -- observable behavior.
- Stop -- endpoint/blockers.
Build/fix/implement: continue immediately; auto-setup within endpoint.
Loop
inspect -> act -> verify -> repeat
Inspect
Read tickets/body/labels/comments; title, clarify refs. Resolve blind spot/volatile unknowns via lookup/probe/reversible assumption/pause; match repo idiom/demonstrated scale.
Read rules/scripts/configs/CI; note baseline failures; keep tools.
T3/Effect work: resolve native context
(work); use target guidance/scoped checks.
Load change evidence and owners. Assess risk; capture bases only for useful/required comparisons. Reuse checks.
Figma/image.
Act
A single owner; delegation/background need explicit consent. Implement the smallest functional diff using local conventions. Use tdd for uncovered regressions; reuse checks otherwise. Re-plan only the affected slice; no speculative abstractions or adjacent cleanup.
Per batch: scoped format/fix + lint -> types/tests. Inspect; repair/rerun. Reuse hooks only for identical inputs/coverage; keep project-wide types.
Imports: checks.
Verify
Handoff: repo gates; scoped checks never replace them. Load dogfood for material runnable behavior: real entrypoint + credible failure/recovery. Review objective/guardrails/credible risk; green checks do not prove intent. A failure becomes the next action; repair/repeat. Unrelated baseline failures: report, never claim a pass.
Fix causes, not gates: never weaken checks/tests/strictness to pass. Bad rules need a tooling rationale and known-bad/valid cases. Missing entrypoint: disposable harness; durable gap: /create-verification-skill.
Boundaries
Ask only for user-reserved decisions or irreversible production, legal/privacy, destructive, or high-security actions. Reuse local notes only when a long task needs a checkpoint; routine work needs no evidence/checklist file.
Completion
Run author delivery: inline self-review, evidence, publication and requested CI/feedback. Reuse verification; stop only at the requested endpoint when every exit criterion passes. Refactor.
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.

