implement
Skill2 starsChanged 6 months agoApache-2.0View on GitHub
Deterministic end-to-end implementation orchestrator. Use when building net-new code or a fix that should follow the full pipeline — decompose → research → TDD loop → self-review gate → structural review. Thin: it SEQUENCES existing skills (problem-decomposer/work-scope, feature-impl, superpowers/test-driven-development, self-audit, test-fidelity, taskfile-ci-parity, structural-pr-review) in a fixed order with rigid gates; it does not re-derive them. Mirror of structural-pr-review for the build side.
- Commits and pushes
191 other projects use a version of this.
Adopted by
Most recently taken up by
- revisit-studies/studytheir own version, first seen Nov 9, 2026
- dz114879/skillstheir own version, first seen Nov 8, 2026
- Dimon94/dveritytheir own version, first seen Nov 8, 2026
- Dimon94/skillstheir own version, first seen Nov 8, 2026
- The-Vibe-Company/quivrtheir own version, first seen Nov 8, 2026
- miklschmidt/archboardtheir own version, first seen Nov 8, 2026
Used with
Projects with it also use setup-ts-deep-modules, ask-matt and 10 more.
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- +3 more from google
Other versions191 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 191
- mattpocock/skills★ 309ksame name
- QuivrHQ/quivr★ 40ksame name
- The-Vibe-Company/quivr★ 40ksame name
- foambubble/foam★ 17ksame name
- formbricks/formbricks★ 13ksame name
- ArcReel/ArcReel★ 6.3ksame name
- vinvcn/mattpocock-skills-zh-CN★ 5.5ksame name
- fallow-rs/fallow★ 5.3ksame name
- withcoral/coral★ 4.9ksame name
- bestofjs/bestofjs★ 3.1ksame name
181 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 repository43 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- break-glassSkill
- claim-ledgerSkill
- contract-parity-auditSkill
- counterfactual-auditSkill
- design-doc-reviewSkill
- diagram-gen-emergentSkill
- diagram-gen-specSkill
- doc-triageSkill
- explain-workSkill
- feature-implSkill
- finding-triageSkill
- first-party-auditSkill
- gh-token-rotateSkill
- handoffSkill
- jj-stackSkill
- linear-escalation-triageSkill
- mache-usageSkill
- park-workSkill
- pr-boardSkill
- pr-bucketsSkill
- prior-art-cartographerSkill
- problem-decomposerSkill
- pr-review-kitSkill
- pr-reviewSkill
- pr-suggestionSkill
- readme-restructureSkill
- repo-description-polishSkill
- repo-homepage-setSkill
- repo-social-previewSkill
- repo-topic-taggerSkill
- review-prepSkill
- review-queueSkill
- reviewSkill
- self-auditSkill
- structural-pr-reviewSkill
- surveySkill
- taskfile-ci-paritySkill
- test-fidelitySkill
- workflow-auditSkill
- work-scopeSkill
- writing-pr-descriptionsSkill
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 2 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 171 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 32
Create one TodoWrite item per phase at the start.
- Very specific: line 40
If the input is an aspiration/capability → invoke problem-decomposer.
- Distinctive: line 69
Conventions: Before committing, check each new file against the conventions P1 named — type visibility, error wrapping, test/fake patterns, …
“Common” is measured: kept by at least 6 in 10 of the 171 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
implement — implementation orchestrator
A fixed-sequence chain for implementing one unit of work (a feature or a fix) with the same determinism structural-pr-review brings to the review side. Ad-hoc implementation anchors on whatever the author noticed first; this chain guarantees the same evidence shape every time: decompose (P0) → research (P1) → TDD loop (P2) → self-review gate (P3) → structural review (P4) → close (P5).
Two non-negotiables:
- The human does the human-facing actions. This skill STOPS before
git push, before opening a PR, before posting any review/reply. It prepares and verifies; the human pushes and posts. (gitsign keyless enforces this — the final signature is the author's.) - Rigid gates emit artifacts. P0 and P3 do not "complete" until their required artifact exists. A phase cannot start until the prior gate's artifact is present. Everything else is FLEXIBLE within bounded exit conditions.
Arguments
$ARGUMENTS — a problem statement, a ticket ID, or a filed bead id. If empty, ask for one before proceeding.
Determinism contract
- Phases run in order P0→P5. No reordering.
- Each phase names the EXACT skill/command it invokes. No "use appropriate tooling."
- RIGID phases (P0, P3) produce a gating artifact named below; the next phase asserts it exists.
- FLEXIBLE phases (P1, P2) iterate, but each has an explicit EXIT CONDITION — not a fixed step count.
- Create one TodoWrite item per phase at the start; a phase is not checked off until its gate/exit condition is met.
P0 — SCOPE → bead specs (RIGID · gate: filed beads exist)
Decompose the work into dispatchable units and FILE them, closing the bead→implement bridge that the decomposition skills stop short of.
- If the input is an aspiration/capability → invoke
problem-decomposer. If it is a ticket/feature to cut into PR-sized units → invokework-scope. (Both emit specs and deliberately DO NOT file.) - File each emitted leaf/unit with
rsry_bead_create— carry its file scope + a falsifiable acceptance criterion (a runnable command or a named test). Link withrsry_bead_linkwhere dependent. - Checkpoint commit (jj/git) so the decomposition is durable before code starts.
GATE: rsry_list_beads shows the filed beads with acceptance criteria. Do not enter P1 until they exist. If the work is a one-line fix (no decomposition warranted), file ONE bead and say so — the gate is "a bead exists," not "many."
P1 — RESEARCH (FLEXIBLE · exit: research doc exists)
Discover the patterns the code must follow before writing it.
- Invoke
feature-implPhase 0 (research): dispatch an Explore agent (thoroughness "very thorough") to find 2–3 reference implementations of the same KIND of thing, extract their conventions (type visibility, error wrapping, test/fake patterns, logging, config, safety), and search for reusable utilities (flag cross-moduleinternal/duplication).
EXIT: a research summary naming the reference impls + the conventions to follow. Skip only for a mechanical/derived change with an obvious single pattern — and say so.
P2 — IMPLEMENT (FLEXIBLE, per bead · exit: task ci green + committed)
For each bead, in dependency order:
- Test first. Invoke
superpowers/test-driven-development: write the failing test, watch it fail. Then the mutation check — with the implementation in place, revert the load-bearing line and confirm the test goes red (proves the test isn't vacuous). Restore. Loop to green. Run
task ciif the module exposes it (seetaskfile-ci-parity) — it is both language-agnostic and the thing CI actually runs, so prefer it wherever it exists. Otherwise fall back to the repo's own build/lint/test quadruplet on the touched packages. Typical shapes, but use what the repo actually defines:Language Fallback quadruplet Go go build ./... && go vet ./... && go test ./... && golangci-lint runRust cargo check && cargo clippy && cargo testPython uv run ruff check && uv run ruff format --check && uv run pytestTypeScript pnpm build && pnpm lint && pnpm testIterate until green, and re-run the cheap half (build / typecheck) after every edit — it catches unused imports and signature drift early, while they are still one edit from their cause.
- Conventions. Before committing, check each new file against the conventions P1 named — type visibility, error wrapping, test/fake patterns, logging, config, safety. Step 2's linter catches the mechanical half; this step is the half it cannot.
- Commit. Foreground gitsign commit, EXPLICIT staged paths (never
git add -A), eyeballgit diff --cached --name-onlyfirst. Small commits, one logical change each. - Comment progress on the bead (
rsry_bead_comment).
EXIT (per bead): task ci/quadruplet green AND the change committed with the mutation check recorded.
P3 — SELF-REVIEW GATE (RIGID · gate: self-audit + test-fidelity clean)
The pre-review gate the process does informally but never as a skill. Run BEFORE tagging any reviewer.
taskfile-ci-parity— confirm local == CI by construction (every check is a Taskfile target CI also invokes), so "green locally" means green in CI.self-audit— dead struct fields, rotting comments, duplicate types, scope drift; dispatches an adversarial agent for design flaws.test-fidelity— for every new test: can it fail? does it exercise the real path? any dead axis? (Where the repo documents its testing-double conventions, read them for any double on a fast/slow decision path.)- Fix findings as NEW commits (never amend a pushed commit). Re-run the P2 exit gate.
GATE: self-audit + test-fidelity report clean (or every finding has a NEW fix commit). Do not enter P4 until clean.
P4 — REVIEW (in-session · depth adapts to PR shape)
Invoke structural-pr-review on the branch (local, posts nothing). Its own classifier decides depth: mechanical/derived → run the falsifier; feature/behavioral → the adversarial lens dispatch (type-driven-correctness, security-auditor, dataflow-driven-troubleshooting, and a contract-conformance pass — verify every emitted value + doc/contract promise against the code). Produce the falsifiable matrix + verdict. Verify every agent claim against the code yourself before trusting it.
P5 — CLOSE (rigid · then STOP)
rsry_bead_closeeach bead — only after its change is committed AND its acceptance criterion passes. Do not close incomplete beads; comment what remains instead.- Prepare the human hand-off: the exact
git commit -S(if any staging remains), thepushcommand, and — if a PR/reply is next — a DRAFT body. Before drafting any human-facing prose, run the de-claudify pass: strip re-narration of code the author wrote, rule-of-three enumeration where one clause suffices, reflexive praise adjectives, showing-my-work verbs as prose, and hedge stacking.
STOP. The human runs the push, opens the PR, posts the review. This skill never does.
Phase discipline (summary)
| Phase | Rigidity | Gate / exit artifact |
| P0 scope | RIGID | filed beads with acceptance criteria (rsry_list_beads) |
| P1 research | FLEXIBLE | research summary (reference impls + conventions) |
| P2 implement | FLEXIBLE, per bead | task ci green + committed + mutation check recorded |
| P3 self-review | RIGID | self-audit + test-fidelity clean (or fix commits) |
| P4 review | shape-adaptive | falsifiable matrix + verdict |
| P5 close | RIGID | beads closed; human hand-off prepared; STOP |
Why a fixed sequence?
Same rationale as structural-pr-review: a deterministic chain guarantees the same evidence shape every run — decomposition (P0) → pattern-grounding (P1) → mutation-proven code (P2) → the self-review gate that catches what a compiler won't (P3) → structure-aware review (P4). The skills it calls each carry their own discipline; this skill's only job is the sequence and the gates, not re-deriving them.
Cross-references
structural-pr-review (the review-side mirror), problem-decomposer / work-scope (P0 inputs), feature-impl (P1 research), superpowers/test-driven-development (P2), taskfile-ci-parity (P2/P3), self-audit / test-fidelity (P3). Process invariants (foreground commits + explicit staging, no-deferred-work, interactive-not-autonomous, walk-commits-forward) are enforced inside the flexible phases per the author's standing preferences.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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