Install Anti-Slop Oxlint Rules
dmmulroy/anti-slop
Installs, updates or migrates the vendored anti-slop Oxlint plugin in a repository, keeping local rule changes and the plugin's license and provenance files.
Implement an existing spec through committed passes. An agent skill from dzhng/skills.
$ npx skills add dzhng/skills --skill implement-spec -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dzhng/skills implement-spec --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/dzhng/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/engineering/implement-spec .claude/skills/implement-spec && rm -rf skills-srcUse ~/.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/
Install the "implement-spec" agent skill from https://github.com/dzhng/skills/tree/main/skills/engineering/implement-spec into .claude/skills/implement-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-spec", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/dzhng/skills/tree/main/skills/engineering/implement-specType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add dzhng/skills --skill implement-spec -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dzhng/skills implement-spec --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dzhng/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/engineering/implement-spec .agents/skills/implement-spec && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "implement-spec" agent skill from https://github.com/dzhng/skills/tree/main/skills/engineering/implement-spec into .agents/skills/implement-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-spec", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dzhng/skills --skill implement-spec -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dzhng/skills implement-spec --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dzhng/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/engineering/implement-spec .cursor/skills/implement-spec && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "implement-spec" agent skill from https://github.com/dzhng/skills/tree/main/skills/engineering/implement-spec into .cursor/skills/implement-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-spec", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/dzhng/skills.git --path skills/engineering/implement-spec--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add dzhng/skills --skill implement-spec -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dzhng/skills implement-spec --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dzhng/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/engineering/implement-spec .gemini/skills/implement-spec && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "implement-spec" agent skill from https://github.com/dzhng/skills/tree/main/skills/engineering/implement-spec into .gemini/skills/implement-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-spec", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install dzhng/skills implement-specInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add dzhng/skills --skill implement-spec -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dzhng/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/engineering/implement-spec .github/skills/implement-spec && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "implement-spec" agent skill from https://github.com/dzhng/skills/tree/main/skills/engineering/implement-spec into .github/skills/implement-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-spec", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dzhng/skills --skill implement-spec -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dzhng/skills implement-spec --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dzhng/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/engineering/implement-spec .opencode/skills/implement-spec && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "implement-spec" agent skill from https://github.com/dzhng/skills/tree/main/skills/engineering/implement-spec into .opencode/skills/implement-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "implement-spec", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
implement-specImplement an existing spec through committed passes. An agent skill from dzhng/skills.
Implement Spec is an agent skill from dzhng/skills. Implement an existing spec through committed passes. Use for long or multi-pass specs that need maintenance checkpoints to periodically clean code, handoffs, priorities, and plan bloat before drift accumulates.
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Code quality. The repository describes itself as: Reusable AI agent skills for software factories: explore ideas, write specs, implement, review, and run autonomous research. Works with Claude Code, Codex, and other… The licence is MIT.
11 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d513228. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
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.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Implement Spec loads about 3.9k tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 2,326 words of instructions outside code blocks.
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.
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.
The full file from dzhng/skills at commit d513228, republished under its MIT licence (© dzhng). 2,326 words, ~3,943 tokens.
.claude/skills/implement-spec/SKILL.md (or your agent's skills folder).Build the active spec to completion, one reviewable pass at a time. The spec is the implementation plan; user constraints and accepted experimental evidence remain binding when the architecture changes.
A pass (usually one slice) is a commit checkpoint, not a stopping point. The job is the whole spec — every slice, every global TODO — not the first green commit. Finishing a pass means starting the next one, not handing back to the user. Only stop when the spec is fully implemented (or a genuine blocker needs a decision only the user can make).
Work in parallel wherever the graph allows. Do not walk the ladder one slice at a time when slices are independent. Read the spec's dependency graph as a wavefront and delegate independent passes to subagents that run concurrently (see Rules) — you orchestrate and integrate; only serialize what genuinely depends on prior work.
Read the repo README, the spec README, and the next slice before editing. Load any skills named by the spec. Identify the current pickup point, global TODOs, required gates, and what must stay green. If a multi-slice spec lacks a live handoff prompt, add one before the first pass ends. For a validated spike, apply Preserve the winner below before editing.
Reconcile the plan with the current code. If the slice would preserve a development-only shim, duplicated type, weak wrapper, or obsolete path, replace it with the simpler architecture and update the spec handoff.
Implement one coherent pass: usually one slice, one vertical checkpoint, or one architecture correction. Keep the review surface small enough to audit.
Verify the actual contract. For behavior changes, run the focused unit tests first; for browser-visible work, use the real browser/harness and inspect screenshots so the subject is framed and readable, not merely nonblank. A visual CHANGE carries two extra proofs before you claim it: a byte/pixel diff against the pre-change baseline on the production route (static checks and re-anchored assertions all pass on a no-op — a palette pass once shipped "verified" while the production frame was byte-identical), and an unprimed screenshot-critique — at the user's reported framing when the pass answers their visual bug report — before declaring it fixed; the implementer's eyes are primed by the fix and repeatedly pass what fresh eyes catch. Never weaken an existing default gate or repin a failing contract without proving the old contract is wrong.
Review the change list and clean up after every pass, before committing.
Read git status/git diff --stat line by line and account for every path:
one-off probes, shot scripts, scratch files, nohup.out, ad-hoc screenshot
dirs, and disposable SPIKE/debug notes never enter a commit — scratch stays
out of the tree. Preserve frozen references, fixtures, and research evidence
in the project's reference or spec assets area. A file without a durable
purpose does not ship.
Delegated agents leak these; the integrating reviewer re-checks the merged
tree with the same eye.
Sizing the pass — measuring what it cost and reworking it when the line count is out of proportion to the behaviour it delivers — belongs to the shape pass in step 6, under refactor-clean.
Run review at the end of every pass, before committing.
It sequences the three closeout lenses — refactor-clean on the shape,
code-review on the settled diff, write-docs on what the change touched — and
you apply the fixes from all three. Long specs are where sediment compounds,
so hold the shape pass to this pass's own output: dev-only shims, duplicated
concepts, parallel abstractions, and compatibility wrappers it introduced
collapse into the clean contract with one owner, so the code reads as designed
today, not tacked on. Last, run
audit-choices on the cleaned pass — a pure
audit that appends every decision made where the spec was silent (your own,
and each delegated subagent's when integrating) to the spec's choices
ledger (specs/<feature>/choices.md) with verdicts, changing no code
itself. You act on its findings: redo unsound choices from their corrected
decisions, adopt the recorded provisional call on any user-only entry — the
audit never blocks the run. Rerun the affected checks, then commit only the
focused changes from this pass.
Update the spec README's "Next Agent Prompt": status, completed work, next pickup point, blockers, changed gates, and any architecture decision that changed the plan.
Run a maintenance checkpoint as part of the loop, not as endgame cleanup. Trigger it after a red pass, after every two or three slice commits, after a rebase/resume/compaction, before changing feature areas, when evidence invalidates the plan, when the handoff contradicts the TODO/graph, when the choices ledger's entries cluster around one slice, or when the active prompt grows hard to scan. Long specs bloat repeatedly; cleanup is a normal pass, not a cosmetic chore.
A checkpoint cleans both plan and code before more feature work:
Commit the checkpoint as its own focused pass when cleanup changes the spec, code shape, or handoff enough that future agents would otherwise inherit stale context. It is done only when a fresh agent can read the README handoff, TODO, and slice graph and choose the same next action without conversation history.
Continue. If any slice or global TODO is still open, go straight back to step 1 for the next one — same session, no pause for acknowledgement. Keep looping until every TODO is closed.
Run review once more over the whole spec. The per-pass reviews each judged one slice against the code as it stood then; this one judges the finished feature. Scope it to the spec's full diff, not the last pass — that is the only scope where duplication spread across slices, a shape that only reads wrong once every slice has landed, and docs that describe increments instead of the feature are visible at all. Apply the fixes, rerun the gates, commit.
Consolidate the choices ledger, then close. When the last slice lands, the
choices.md you've been appending to per pass is build-order sediment: entries
banked early carry "provisional — revisit in slice N" verdicts that a later pass
silently resolved, entries a later pass reverted still sit there, and the same
choice may appear twice. The per-pass rule "banked is settled, never re-listed"
is what let that drift accumulate — so the final consolidation is its deliberate
exception. Before archiving, rewrite choices.md from scratch as the final
ledger: re-audit every banked choice against the final shipped code (not the
pass it landed in), collapse each provisional/needs-later entry to its actual
end state, drop anything a later pass superseded or reverted, and merge
duplicates. Keep it choices only — no gate results, e2e evidence, or
review-finding narration; those are reported elsewhere and are not decisions the
user now owns. Present it per audit-choices: grouped
by verdict, ranked least-confident-first, every entry ELI5 and standalone.
Then close the spec with close-spec.
A pass is done when code, spec handoff, verification evidence, review cleanup, and a focused commit all agree on the same current truth — then you start the next pass.
The spec is done — and only then is this skill done — when every slice and global TODO is closed, all gates are green, the whole-spec review has run and its fixes have landed, the handoff shows nothing left to pick up, and the spec has been archived with close-spec. Anything short of that is mid-implementation: keep going.
The final handback presents the choices ledger, not the diff, per audit-choices — a days-long unsupervised run earns its merge through this ledger; it is the user's review surface for everything decided without them. Hand over the consolidated ledger from step 11 (final state, verified against shipped code, choices only), never the raw per-pass append — a ledger still carrying "will be done in a later slice" verdicts tells the user you never went back to confirm it was.
Close the handback with the size of what you added — always last, after the ledger. The ledger says what was decided; this says what it cost. A short table over the whole run:
| added | deleted | net | |
|---|---|---|---|
| Production code (excl. comments) | |||
| Comments | |||
| Tests / harness | |||
| Specs & docs |
Then one paragraph naming the structural surfaces the run added — a new cron, table column, index, endpoint, config flag, dependency — because those are what the user now owns and maintains, and a line count alone hides them. Exclude formatter churn from files the run did not otherwise touch, and say so if you excluded any.
State the count plainly whatever it is. A large net addition for a small behavioural change is a finding to report, not a number to bury — and if you notice it here rather than at the pass that caused it, say which pass it was.
Slices are not the only unit of scope. A spec also records decisions — ledger rows, decision-table entries, invariants — and a decision can be agreed in planning but never turned into a slice, especially when it's orthogonal to the slices' theme. "All slices closed" then reads as done while that decision is silently unbuilt. Before declaring the spec done, reconcile every recorded decision against the shipped code, not just the slice list: each one is either implemented, or explicitly marked "no code needed." A decision with no owning slice is the classic silent miss — the close-spec audit is the backstop for it, not the first line of defense.
© dzhng, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/engineering/implement-spec of dzhng/skills.
Open the folder on GitHubat commit d513228
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in dzhng/skills, which our catalogue first saw on October 7, 2026.
Implement Spec 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Implement Spec this skilldzhng/skills | 1k | — | ~3.9k | Automated safety check: Pass | MIT | |
| Install Anti-Slop Oxlint Rulesdmmulroy/anti-slop | 5.3k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| WooCommerce Code Reviewwoocommerce/woocommerce | 11k | 3 repos | ~1.1k | Automated safety check: Pass | Custom licence | |
| Systematic Code Refactoringluongnv89/claude-howto | 42k | — | ~3k | Automated safety check: Pass | MIT | |
| Constraint-Driven Developmentaddyosmani/agent-skills | 103k | 2 repos | ~5.2k | Automated safety check: Pass | MIT | |
| Skill Doli Code ReviewDolibarr/dolibarr | 7.7k | 1 repos | ~1.1k | Automated safety check: Pass | MIT |
dmmulroy/anti-slop
Installs, updates or migrates the vendored anti-slop Oxlint plugin in a repository, keeping local rule changes and the plugin's license and provenance files.
woocommerce/woocommerce
Reviews WooCommerce code changes against the project's standards, flagging backend PHP architecture, naming, documentation, data integrity and testing violations.
luongnv89/claude-howto
Guides refactoring in phases based on Martin Fowler's method: research, test coverage check, planning and small tested steps, with your approval at each phase.
addyosmani/agent-skills
Records a project's quality bar in CONSTRAINTS.md and watches diffs for signs an agent quietly weakened it, such as suppressions, skipped tests or lowered thresholds.
Dolibarr/dolibarr
Reviews Dolibarr PHP code for compliance with coding standards and security best practices, and fixes identified issues.
DietrichGebert/ponytail
Makes the agent pick the laziest solution that works: skip unneeded work, reuse what exists, prefer the standard library and platform features, and keep diffs small.
dzhng/skills
Compare screenshots against the intended design, distinguishing approved references from historical baselines.
dzhng/skills
Use Claude Code as an independent claude -p subagent when the user explicitly asks for Claude, wants a second-agent opinion from Claude, or asks to delegate a well-scoped task to Claude.
dzhng/skills
Refactor cleanly instead of layering sediment. An agent skill from dzhng/skills.
dzhng/skills
Create or revise agent skills. An agent skill from dzhng/skills.
dzhng/skills
Use the local Codex CLI as an independent second agent. An agent skill from dzhng/skills.
dzhng/skills
Run [implement-spec](../implement-spec/SKILL.md) with Codex doing the implementation passes while you orchestrate, integrate, and review.
Categories
Implement an existing spec through committed passes. An agent skill from dzhng/skills. Implement Spec is an agent skill from dzhng/skills. Implement an existing spec through committed passes.
Implement Spec fits situations like: multi-pass specs that need maintenance checkpoints to periodically clean code; plan bloat before drift accumulates.
Run `npx skills add dzhng/skills --skill implement-spec -a claude-code`. Or copy the skill folder (skills/engineering/implement-spec in dzhng/skills) into .claude/skills/implement-spec in your project. Claude Code loads it when a task matches its description.
Run `npx skills add dzhng/skills --skill implement-spec -a codex`. Or copy the skill folder (skills/engineering/implement-spec in dzhng/skills) into .agents/skills/implement-spec in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dzhng/skills --skill implement-spec -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/implement-spec, .gemini/skills/implement-spec, .github/skills/implement-spec and .opencode/skills/implement-spec in your project.
Going by SKILL.md and its folder, Implement Spec needs the command-line tools its instructions call (git).
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.
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.
Implement Spec is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.9k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Implement Spec: Install Anti-Slop Oxlint Rules (dmmulroy/anti-slop, 5.3k stars), WooCommerce Code Review (woocommerce/woocommerce, 11k stars), Systematic Code Refactoring (luongnv89/claude-howto, 42k stars) and Constraint-Driven Development (addyosmani/agent-skills, 103k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
dzhng (a GitHub user) maintains it in dzhng/skills, which has 1,016 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 5, 2026.
Source: dzhng/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.