User Story Writer
deanpeters/Product-Manager-Skills
Writes user stories in Mike Cohn's format with Gherkin acceptance criteria, turning user needs into development-ready work with testable conditions.
A skill your agent uses when a Ready feature needs its acceptance criteria discovered before specs are written.
$ npx skills add swingerman/engineer --skill discover-acs -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install swingerman/engineer discover-acs --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/swingerman/engineer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/engineer/skills/discover-acs .claude/skills/discover-acs && 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 "discover-acs" agent skill from https://github.com/swingerman/engineer/tree/master/engineer/skills/discover-acs into .claude/skills/discover-acs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "discover-acs", 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/swingerman/engineer/tree/master/engineer/skills/discover-acsType 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 swingerman/engineer --skill discover-acs -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install swingerman/engineer discover-acs --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swingerman/engineer.git skills-src && mkdir -p .agents/skills && cp -r skills-src/engineer/skills/discover-acs .agents/skills/discover-acs && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "discover-acs" agent skill from https://github.com/swingerman/engineer/tree/master/engineer/skills/discover-acs into .agents/skills/discover-acs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "discover-acs", 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 swingerman/engineer --skill discover-acs -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install swingerman/engineer discover-acs --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swingerman/engineer.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/engineer/skills/discover-acs .cursor/skills/discover-acs && 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 "discover-acs" agent skill from https://github.com/swingerman/engineer/tree/master/engineer/skills/discover-acs into .cursor/skills/discover-acs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "discover-acs", 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/swingerman/engineer.git --path engineer/skills/discover-acs--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 swingerman/engineer --skill discover-acs -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install swingerman/engineer discover-acs --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swingerman/engineer.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/engineer/skills/discover-acs .gemini/skills/discover-acs && 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 "discover-acs" agent skill from https://github.com/swingerman/engineer/tree/master/engineer/skills/discover-acs into .gemini/skills/discover-acs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "discover-acs", 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 swingerman/engineer discover-acsInstalls 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 swingerman/engineer --skill discover-acs -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/swingerman/engineer.git skills-src && mkdir -p .github/skills && cp -r skills-src/engineer/skills/discover-acs .github/skills/discover-acs && 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 "discover-acs" agent skill from https://github.com/swingerman/engineer/tree/master/engineer/skills/discover-acs into .github/skills/discover-acs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "discover-acs", 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 swingerman/engineer --skill discover-acs -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install swingerman/engineer discover-acs --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swingerman/engineer.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/engineer/skills/discover-acs .opencode/skills/discover-acs && 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 "discover-acs" agent skill from https://github.com/swingerman/engineer/tree/master/engineer/skills/discover-acs into .opencode/skills/discover-acs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "discover-acs", 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.
discover-acsA skill your agent uses when a Ready feature needs its acceptance criteria discovered before specs are written.
Discover Acs is an agent skill from swingerman/engineer. Use when a Ready feature needs its acceptance criteria discovered before specs are written. Triggers — "/engineer.discover-acs", "/engineer.acceptance-criteria", "discover ACs", "what must this feature do", "figure out acceptance criteria".
Its SKILL.md is about 2.2k 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 Product & Project Management, covering User stories. The repository describes itself as: Disciplined Agentic Engineering — a methodology kit for Claude Code: acceptance-test-first specs, explicit checkpoints, and autonomy you can actually leave running. The engineer… The licence is MIT.
9 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 32947eb. 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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
notion.soFrom 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.
Discover Acs loads about 2.2k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 1,065 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 swingerman/engineer at commit 32947eb, republished under its MIT licence (© swingerman). 1,065 words, ~2,232 tokens.
.claude/skills/discover-acs/SKILL.md (or your agent's skills folder).Discover a feature's acceptance criteria — Checkpoint 2. ACs are decisions about what behaviors must work, in domain language. They precede the Given/When/Then formalization that atdd:atdd produces.
Separating AC discovery (divergent decisions) from spec formalization (convergent encoding) is what protects domain language from leaking into implementation language.
On a feature with autonomy_level set and status of ready (greenfield) or in-progress/done (onboarded existing work). Produces acs.md.
Two modes:
status: ready, no existing spec. Discover ACs from scratch via the four-pass interview.in-progress/done) that already has a spec (a Speckit spec.md, a design doc, shipped code). Extract candidate ACs from the existing material, then interview only for the gaps it leaves.Not for: a parked feature (discuss to promote first); a feature that already has a complete acs.md (feature-edit); producing Given/When/Then specs (atdd:atdd); deciding whether to build the feature (discuss).
Step 0 — Entry gate. Before starting, verify the prior checkpoint is complete: run ${CLAUDE_PLUGIN_ROOT}/scripts/dae_handoff.py <feature-dir> --through 1.5. On a non-zero exit, stop and surface the gap to the human — do not proceed.
Verify branch hygiene: run ${CLAUDE_PLUGIN_ROOT}/scripts/dae_branch.py <feature-dir>.
On a non-zero exit, stop and surface the message to the human — switch
branches and re-invoke. The check honors the git.manual: true manifest
opt-out.
After the gate passes, show the pipeline breadcrumb: run
${CLAUDE_PLUGIN_ROOT}/scripts/dae_progress.py <feature-dir> and present its
output to the human — it shows where this checkpoint sits in the DAE pipeline.
The breadcrumb is advisory: a non-zero exit or a missing progress.md never
blocks the skill. Then create one TodoWrite todo per workflow step below. See
${CLAUDE_PLUGIN_ROOT}/references/progress-indicator.md.
Resolve + validate — resolve the methodology root + manifest via ${CLAUDE_PLUGIN_ROOT}/scripts/dae_resolve.py (see references/resolving.md); locate the feature. Reject if not found, if status: parked (→ discuss to promote first), or if acs.md already exists with content. Pick the mode: existing spec/code present → reverse-engineer; else → greenfield.
Load — feature.md, CHARTER.md, manifest.yml, prior handoffs/. Reverse-engineer mode: also load the existing spec / design doc / relevant code. For code lookup in reverse-engineer mode (surveying what exists, tracing what calls what), prefer LSP workspace-symbols / find-references when an LSP MCP capability is available; fall back to grep + Read otherwise. See ${CLAUDE_PLUGIN_ROOT}/references/code-lookup.md.
Discover the ACs:
AskUserQuestion with up to 4) rather than one-per-turn — the existing material already carries the bulk.The four passes:
3b. Domain coverage checklists (MANDATORY pass). After the four interview passes, scan feature.md's outcome and scope for surface signals and consult any matching checklist in ${CLAUDE_PLUGIN_ROOT}/references/ac-coverage/:
| Signal phrase / keyword | Checklist file |
|---|---|
| public web page, site, marketing, HTML output | web-seo.md |
| login, OAuth, auth, session, token, SSO | auth-oauth.md |
| deploy, staging, production, infra, hosting, CI/CD | deploy-model.md |
| UI component / page targeting humans | accessibility.md (when written) |
| schema change, data backfill, migration, rename column | data-migration.md (when written) |
For each matched checklist: present its items as a single batched AskUserQuestion (multi-select) with the file's content as the option list. The human ticks "yes, this matters" / "no, out of scope" per item. Each ticked item becomes an AC candidate in Step 6/7. The checklists do not auto-create ACs without confirmation. image-titler shipped without a default og:image AC because nothing prompted the question — these checklists fix that class of gap.
Enforce domain language — when implementation leaks in ("returns 401", "the endpoint", table/class names), soft-warn and rephrase to the user-observable behavior; user confirms. Don't block — educate.
Handle scope drift — if a behavior surfaces outside feature.md's outcome, offer three options: broaden feature.md, drop as out-of-scope, or park a separate discuss. User picks.
Coverage check — before writing, report ACs captured + which passes were covered; if a pass was skipped, prompt once.
Write acs.md — YAML frontmatter (ac_count, high_priority_count, discovered) + numbered ## AC-N: <name> sections, each with Priority, Type, and a domain-language body.
Review panel — dispatch the standing adviser + advocate pair against acs.md per ${CLAUDE_PLUGIN_ROOT}/references/review-panel.md. This is the cheapest place in the pipeline to catch a wrong AC: atdd formalizes these into executable specs next, and everything downstream is derived from them. Autonomy-keyed (offer at low, auto at medium/high); skip silently on a trivial AC set. In reverse-engineer mode add the reverse-engineering clause to both briefs — an AC read back off working code is the exact case where unfalsifiable and merely-descriptive ACs slip through. Fold the findings into acs.md, then record every finding — accepted or rejected — as panel_findings[] in the handoff.
Handoff — emit a summary.
Re-invoking on a feature with existing acs.md is an edit pass (preserve AC IDs). Big restructures → feature-edit.
In reverse-engineer mode, note in the handoff that acs.md and the original spec should later be reconciled — a good consistency-check target.
Emit per ${CLAUDE_PLUGIN_ROOT}/references/handoff-summary.md. checkpoint: 2; human_action_needed: yes (review); recommended_next: "/engineer.atdd to formalize as Given/When/Then specs" (greenfield), or "/engineer.consistency-check to reconcile acs.md against the existing spec" (reverse-engineer).
The handoff MUST include the exit_criteria block asserting each of Checkpoint 2's exit criteria (Foundation Design Section 8) with verified_by, met, and evidence. For verified_by: tool criteria, the evidence MUST be the tool's actual output. The checkpoint is marked done only when every criterion is met.
ACs ship with human_action_needed: yes (the human owns the AC contract) — so this checkpoint is one of the explicit stop points per ${CLAUDE_PLUGIN_ROOT}/references/handoff-dispatch.md. Present the ACs for review; do not auto-dispatch CP3 atdd until the human has approved them.
Unless the feature's gate_profile.front says otherwise, and only at autonomy_level medium/high (see ${CLAUDE_PLUGIN_ROOT}/references/gate-profile.md): under front: bundled or auto, the AC contract is not approved here — it is approved as part of the one front bundle at CP4 (bundled), or trusted to the back gate (auto). In those cases set human_action_needed: no, note front_gate: deferred in the handoff, and auto-dispatch CP3. Only when gate_profile is absent — or when autonomy_level is low (which suppresses front-dialing; the human is reviewing everything anyway) — does the standalone AC stop above apply. That is the backward-compatible / safety default.
${CLAUDE_PLUGIN_ROOT}/references/handoff-dispatch.md — when to dispatch vs stop${CLAUDE_PLUGIN_ROOT}/references/review-panel.md — the Step 8 adviser + advocate gate${CLAUDE_PLUGIN_ROOT}/references/ac-coverage/README.md — index of domain-aware coverage checklists© swingerman, 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 engineer/skills/discover-acs of swingerman/engineer.
Open the folder on GitHubat commit 32947eb
Discover Acs 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 |
|---|---|---|---|---|---|---|
| Discover Acs this skillswingerman/engineer | 154 | — | ~2.2k | Automated safety check: Pass | MIT | |
| User Story Writerdeanpeters/Product-Manager-Skills | 7.2k | 2 repos | ~2.9k | Automated safety check: Pass | Custom licence | |
| Ralph Tui Create Beadssubsy/ralph-tui | 2.5k | 1 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Agile Product Owneralirezarezvani/claude-skills | 28k | 3 repos | ~3.2k | Automated safety check: Pass | MIT | |
| Ralph Tui Create Beads Rustsubsy/ralph-tui | 2.5k | 1 repos | ~2.8k | Automated safety check: Pass | MIT | |
| To Specbestofjs/bestofjs | 3.1k | 21 repos | ~757 | Automated safety check: Pass | MIT |
deanpeters/Product-Manager-Skills
Writes user stories in Mike Cohn's format with Gherkin acceptance criteria, turning user needs into development-ready work with testable conditions.
subsy/ralph-tui
Convert PRDs to beads for ralph-tui execution. An agent skill from subsy/ralph-tui.
alirezarezvani/claude-skills
Writes INVEST-checked user stories with acceptance criteria, splits epics, plans sprints from velocity and ranks the backlog with a weighted score.
subsy/ralph-tui
Convert PRDs to beads for ralph-tui execution using beads-rust (br CLI).
bestofjs/bestofjs
Turn the current conversation into a spec and publish it to the project issue tracker — no interview, just synthesis of what you've already discussed.
subsy/ralph-tui
Convert PRDs to prd.json format for ralph-tui execution. An agent skill from subsy/ralph-tui.
swingerman/engineer
A skill your agent uses to produce a risk-based refactor + test plan for recently-changed code on a diff/branch/PR by computing CRAP (complexity × untested) on changed methods.
swingerman/engineer
A skill your agent uses to add a third validation layer to the ATDD workflow — after acceptance tests verify WHAT and unit tests verify HOW, mutation testing verifies the tests actually catch bugs.
swingerman/engineer
A skill your agent uses to drive a bug fix from first report through close, with a "why didn't we catch it?" loop at the end.
swingerman/engineer
A skill your agent uses to drive feature work through the Acceptance Test Driven Development workflow — Given/When/Then specs before code, a project-specific test pipeline, and two parallel test…
swingerman/engineer
Use after a feature passes Light Verify (CP7), to prove the tests actually catch bugs and, where the code warrants it, to formally check its invariants — Checkpoint 8.
swingerman/engineer
Use at the start of a work session, or any time the question is "what should I pick up now" across the whole project.
Categories
A skill your agent uses when a Ready feature needs its acceptance criteria discovered before specs are written. Discover Acs is an agent skill from swingerman/engineer. Use when a Ready feature needs its acceptance criteria discovered before specs are written.
Discover Acs fits situations like: A Ready feature needs its acceptance criteria discovered before specs are written; — /engineer.discover-acs; /engineer.acceptance-criteria; what must this feature do.
Run `npx skills add swingerman/engineer --skill discover-acs -a claude-code`. Or copy the skill folder (engineer/skills/discover-acs in swingerman/engineer) into .claude/skills/discover-acs in your project. Claude Code loads it when a task matches its description.
Run `npx skills add swingerman/engineer --skill discover-acs -a codex`. Or copy the skill folder (engineer/skills/discover-acs in swingerman/engineer) into .agents/skills/discover-acs 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 swingerman/engineer --skill discover-acs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/discover-acs, .gemini/skills/discover-acs, .github/skills/discover-acs and .opencode/skills/discover-acs in your project.
SKILL.md names no scripts, command-line tools or credentials: Discover Acs is instructions for the agent only.
SKILL.md names 1 domain. As links in the text: notion.so. 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.
Discover Acs is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.2k tokens (SKILL.md is roughly 8.9k 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 Discover Acs: User Story Writer (deanpeters/Product-Manager-Skills, 7.2k stars), Ralph Tui Create Beads (subsy/ralph-tui, 2.5k stars), Agile Product Owner (alirezarezvani/claude-skills, 28k stars) and Ralph Tui Create Beads Rust (subsy/ralph-tui, 2.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
swingerman (a GitHub user) maintains it in swingerman/engineer, which has 154 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on September 23, 2026.
Source: swingerman/engineer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.