implementation
Skill3 starsChanged 7 months agoMITView on GitHub
Stage 3 orchestrator — guides Implementation for a phase: shows task progress, routes through investigate → do → review → quality per task.
16 other projects use a version of this.
Adopted by
Most recently taken up by
- thunderstormwang/AgentSkillstheir own version, first seen Nov 6, 2026
- Zejnilovic/agdtheir own version, first seen Nov 1, 2026
- jackstine/forgectltheir own version, first seen Nov 1, 2026
- grace-method/grace-plugintheir own version, first seen Oct 25, 2026
- JosefGisis/skillstheir own version, first seen Oct 20, 2026
- jvalin17/agent-toolkittheir own version, first seen Oct 12, 2026
Used with
Projects with it also use bug-fix, playwright-cli and 2 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
u9401066Skillbug-fix
Structured bug fixing workflow with root cause analysis and regression prevention. Triggers: BF, 修 bug, fix bug, debug, 除錯, 錯誤, error, 問題, issue, 修復, fix, 故障, fault, 異常, exception, 失敗, failure, 不能用, broken, 壞掉.
Also in 3 projects that use this
MicrosoftSkillplaywright-cli
Automate browser interactions, test web pages and work with Playwright tests.
Also in 4 projects that use this
MicrosoftSkillrelease
Use ONLY when the user explicitly asks to cut/publish a Huabu desktop release or tag a version. Performs an outward action — bumps the version in apps/desktop/package.json, commits + annotated-tags vX.Y.Z, and pushes the branch + tag. That tag push auto-builds the macOS/Windows installers and publishes a GitHub Release. Provides `status`, `bump`, `tag-push`, and a one-command `run` (bump → tag-push).
Also in 4 projects that use this
SentrySkillskill-creator
Create new agent skills following the Agent Skills specification. Use when asked to "create a skill", "add a new skill", "write a skill", "make a skill", "build a skill", or scaffold a new skill with SKILL.md. Guides through requirements, writing, registration, and verification.
Also in 4 projects that use this
Other versions16 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 16
- bholmesdev/hubble.md★ 1.5ksame name
- ceedaragents/cyrus★ 888same name
- cyrusagents/cyrus★ 888same name
- EmeaAppGbb/spec2cloud★ 100same name
- jackstine/forgectl★ 8same name
- Zejnilovic/agd★ 5same name
- crgarcia12/Liliput★ 4same name
- jvalin17/agent-toolkit★ 2same name
- JosefGisis/skills★ 1same name
- grace-method/grace-plugin★ 0same name
6 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 repository21 other files it gives its agents.
- skills/setup/templates/AGENTS.mdAGENTS.md
- skills/setup/templates/CLAUDE.mdCLAUDE.md
- add-supervisorSkill
- architectureSkill
- core-loopSkill
- doSkill
- investigateSkill
- manifestoSkill
- planSkill
- productSkill
- qualitySkill
- requirementsSkill
- researchSkill
- reviewSkill
- setupSkill
- specificationSkill
- specSkill
- subagents-disciplineSkill
- tasksSkill
- updateSkill
- workflowSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
21 rules. 0 are common, 10 are distinctive, and 11 are very specific to this project.
0
Common
Most of the 15 edited versions we read keep these.
10
Distinctive
This author's own choices. Worth a look.
11
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 14
If the user provides $ARGUMENTS, analyze them for:
- Very specific: line 21
Beads must exist for the phase: Check bd list --status=open --json for matching epics.
- Very specific: line 22
Spec should be APPROVED: Check docs/specs/{NN}-spec-*.md if phase number provided.
- Very specific: line 26
No beads found for this phase.
- Distinctive: line 60
If no bead ID was provided in arguments:
- Very specific: line 61
Run bd ready to show unblocked tasks
- Distinctive: line 63
Ask: "Which task do you want to work on?"
- Very specific: line 71
Check if investigation already exists for this bead (search comments for INVESTIGATION:).
- Very specific: line 72
If exists → ask if user wants to re-investigate or skip to /do
- Very specific: line 73
If not → dispatch: Skill(skill="investigate", args="{BEAD_ID}")
- Distinctive: line 75
Wait for completion before proceeding.
- Very specific: line 83
Wait for supervisor to complete.
- Very specific: line 89
Check if bead has needs-review label.
- Very specific: line 90
If yes → dispatch: Skill(skill="review", args="{BEAD_ID}")
- Distinctive: line 91
If no → inform user the task is not ready for review
- Distinctive: line 101
If no → inform user the task hasn't passed code review yet
- Distinctive: line 108
Ask user if they want to close the bead
- Distinctive: line 110
If more ready tasks exist, ask: "Pick the next task?"
- Distinctive: line 111
If all tasks complete, show phase completion summary
- Distinctive: line 121
If more tasks remain → pick next task
- Very specific: line 122
If phase complete → recommend starting next phase with /specification {NN+1} or check overall status with /workflow </on-next>
“Common” is measured: kept by at least 6 in 10 of the 15 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
Implementation (Stage 3 Orchestrator)
Guide the user through Stage 3 — Implementation for a specific phase. Shows task progress and routes through the per-task pipeline.
<on-init>
If the user provides $ARGUMENTS, analyze them for:
- A phase number (e.g., `01`, `02`) — optional, used to filter tasks
- A bead ID (e.g., `bd-a3f`, `bd-001.2`) — jump directly to that task
- `status` — show current implementation state only
</on-init><on-check>
1. **Beads must exist for the phase.** Check `bd list --status=open --json` for matching epics.
2. **Spec should be APPROVED.** Check `docs/specs/{NN}-spec-*.md` if phase number provided.
</on-check><on-check-fail if="beads">
No beads found for this phase. Recommend running `/specification {NN}` or `/tasks` first.
</on-check-fail><on-state>
Show implementation progress:bd ready
bd list --status=in_progress
bd blockedDisplay:
Stage 3 — Implementation (Phase {NN})
Progress: {completed}/{total} tasks complete
Ready: {list of ready task IDs with titles}
In progress: {list of in-progress task IDs with titles}
In review: {list of in-review task IDs with titles}
Blocked: {count}For each task, show its pipeline position:
[ ]— not started[investigate]— investigation done, awaiting implementation[do]— implementation in progress[review]— awaiting or in code review[quality]— awaiting or in QA[done]— closed</on-state>
<on-step name="pick">
**Pick a task** — Select the next task to work on.If no bead ID was provided in arguments:
- Run
bd readyto show unblocked tasks - Present list with: ID, title, priority, labels, pipeline position
- Ask: "Which task do you want to work on?"
Determine the task's current pipeline position and route to the appropriate step.
</on-step>
<on-step name="investigate">
**Investigate** — Run codebase analysis before implementation.Check if investigation already exists for this bead (search comments for INVESTIGATION:).
- If exists → ask if user wants to re-investigate or skip to
/do - If not → dispatch:
Skill(skill="investigate", args="{BEAD_ID}")
Wait for completion before proceeding.
</on-step>
<on-step name="do">
**Implement** — Dispatch the implementation supervisor.Dispatch: Skill(skill="do", args="{BEAD_ID}")
Wait for supervisor to complete. After completion, the bead should be in-review with needs-review label.
</on-step>
<on-step name="review">
**Review** — Run code review gate.Check if bead has needs-review label.
- If yes → dispatch:
Skill(skill="review", args="{BEAD_ID}") - If no → inform user the task is not ready for review
The /review skill handles auto-dispatching rework if needed.
</on-step>
<on-step name="quality">
**QA** — Run quality assurance gate.Check if bead has approved label.
- If yes → dispatch:
Skill(skill="quality", args="{BEAD_ID}") - If no → inform user the task hasn't passed code review yet
The /quality skill handles auto-dispatching rework if needed.
</on-step>
<on-complete>
After QA passes:
1. Ask user if they want to close the bead
2. Re-scan implementation state
3. If more ready tasks exist, ask: "Pick the next task?"
4. If all tasks complete, show phase completion summaryStage 3 — Implementation (Phase {NN}): COMPLETE
All {total} tasks closed
Ready for merge to main</on-complete><on-next>
- If more tasks remain → pick next task
- If phase complete → recommend starting next phase with `/specification {NN+1}` or check overall status with `/workflow`
</on-next>Does it work?
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