Full-auto AI-DLC pipeline — from prompt to done. Automates the entire Idea -> Proposal -> Execute -> Verify lifecycle.
Scanned 9/2/2026
Install to Claude Code
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---
name: chorus-yolo
description: Full-auto AI-DLC pipeline — from prompt to done. Automates the entire Idea -> Proposal -> Execute -> Verify lifecycle.
license: AGPL-3.0
metadata:
author: chorus
version: "0.17.0"
category: project-management
mcp_server: chorus
---
# Chorus Yolo Skill
Full-auto AI-DLC pipeline. User provides a prompt; agent drives the entire lifecycle: Idea -> Elaboration -> Proposal -> Review -> Execute -> Verify -> Done.
---
## Overview
`/chorus-yolo` automates the complete AI-DLC workflow. You provide a natural language description of what you want built, and the agent handles everything:
1. **Planning** -- create project, idea, self-elaboration, proposal with docs & tasks
2. **Proposal Review** -- proposal-reviewer adversarial loop
3. **Execution** -- wave-based parallel task dispatch via Kiro subagents
4. **Verification** -- task-reviewer adversarial loop + admin verify
4.5. **Code-Review Gateway** -- code-reviewer reviews the Idea's aggregate change before ship (FAIL → add fix tasks → re-run)
5. **Report** -- completion summary
```
/chorus-yolo <prompt>
|
v
Project + Idea + Elaboration + Proposal
|
v
Proposal Reviewer (auto, up to maxProposalReviewRounds)
|
v
Admin Approve --> Tasks materialize
|
v
Wave-based subagent execution
| (dev subagent + task-reviewer per task)
v
Admin Verify each wave --> unblock next
|
v
Code-Review Gateway (auto, up to maxCodeReviewRounds)
| PASS --> ship | FAIL --> add fix tasks --> re-run
v
Done. Report summary.
```
**Escape hatch:** Ctrl+C at any time. All created entities (project, idea, proposal, tasks) persist in Chorus. Resume manually via `/chorus-develop` or `/chorus-review`.
---
## Prerequisites
The API key needs write + admin on every resource it touches:
| Needs | Why |
|------|-----|
| `idea: [write]` | Create ideas, run elaboration |
| `proposal: [write, admin]` | Create proposals; approve them |
| `task: [write, admin]` | Create, execute, verify tasks |
| `project: [write]` | Create the project if none is given |
**Check at startup:**
```
perms = chorus_checkin().agent.permissions
need = { idea: ["write"], proposal: ["write","admin"],
task: ["write","admin"], project: ["write"] }
for resource, actions in need:
missing = [a for a in actions if a not in (perms[resource] or [])]
if missing: ABORT "/chorus-yolo needs {resource}: {missing}. Use an Admin-preset API key."
```
---
## Input
```
/chorus-yolo <natural language prompt>
/chorus-yolo <prompt> --project <project-uuid>
```
- `<prompt>` -- what you want built (becomes the Idea content). Available as `$ARGUMENTS`.
- `--project <uuid>` -- optional; use an existing project instead of creating a new one
---
## Workflow
### Phase 1: Planning
#### Step 1.1: Resolve Project
Parse the arguments for `--project <uuid>`.
**If `--project` is provided:**
```
chorus_get_project({ projectUuid: "<uuid>" })
```
Verify it exists and proceed.
**If not provided**, search for a suitable existing project first:
```
# 1. Search for projects matching the prompt topic
chorus_search({ query: "<key terms from prompt>", entityTypes: ["project"] })
# 2. Or list recent projects to find a match
chorus_list_projects()
```
Review the results. If a project clearly matches the user's intent (same topic, active, relevant scope), use it. If no suitable project exists, create a new one:
```
chorus_admin_create_project({
name: "<short title derived from prompt>",
description: "<1-2 sentence summary of the prompt>"
})
```
#### Step 1.2: Create Idea
```
chorus_pm_create_idea({
projectUuid: "<project-uuid>",
title: "<concise title derived from prompt>",
content: "<full user prompt as-is>"
})
```
Then claim it:
```
chorus_claim_idea({ ideaUuid: "<idea-uuid>" })
```
#### Step 1.3: Self-Elaboration
In `/chorus-yolo` mode, the agent generates elaboration questions and answers them itself -- no interactive user questions. This preserves an audit trail without interrupting the user.
> **Self-elaboration is still a loop.** If answering your own questions surfaces a **new question, contradiction, or gap**, loop back to `chorus_pm_start_elaboration` for another self-answered round before resolving — don't force a resolve over unresolved ambiguity. There is no human gate in YOLO, so the loop exits on **your** judgment that nothing material is left open (round cap 10). Steps 1–2 are one round; repeat them as needed, then resolve once in Step 3.
1. **Generate and submit questions:**
```
chorus_pm_start_elaboration({
ideaUuid: "<idea-uuid>",
depth: "standard",
questions: [
{
id: "q1",
text: "<question about scope, architecture, etc.>",
category: "functional",
options: [
{ id: "a", label: "<option A>" },
{ id: "b", label: "<option B>" }
]
}
// ... 5-8 questions covering functional, technical, scope aspects
]
})
```
2. **Answer immediately** (agent selects best options based on the prompt):
```
chorus_answer_elaboration({
ideaUuid: "<idea-uuid>",
roundUuid: "<round-uuid>",
answers: [
{ questionId: "q1", selectedOptionId: "a", customText: "Rationale: ..." },
// ...
]
})
```
3. **Resolve** — in YOLO mode the agent resolves elaboration **autonomously, with no human-confirmation gate** (the human-confirmation requirement that applies to the interactive `/chorus-idea` flow is explicitly waived under `/chorus-yolo` automation):
```
chorus_pm_validate_elaboration({
ideaUuid: "<idea-uuid>"
})
```
> `chorus_pm_validate_elaboration` requires `idea:admin`. `/chorus-yolo` already mandates an Admin-preset key in Prerequisites, so this is satisfied. To open another self-elaboration round instead of resolving, just call `chorus_pm_start_elaboration` again.
#### Step 1.4: Create Proposal
1. **Detect OpenSpec mode.** Load the `/chorus-openspec-aware` skill and run its §1 detection contract. The result determines how the rest of this step authors documents:
- `CHORUS_OPENSPEC_ACTIVE=1` → spec-driven branch (sub-step 2a below).
- `CHORUS_OPENSPEC_ACTIVE=0` → free-form branch (sub-step 2b below).
This is mandatory — yolo runs unattended, so silently picking the wrong mode is exactly the failure scenario the detection contract exists to prevent.
2. **Create the empty proposal container.** In OpenSpec mode, the `description` MUST contain the literal line `OpenSpec change slug: <slug>` (use the `$SLUG` you'll pick in 2a); in free-form mode, omit that line.
```
chorus_pm_create_proposal({
projectUuid: "<project-uuid>",
title: "<feature name>",
description: "<summary>\n\nOpenSpec change slug: <slug>", // OpenSpec mode
// description: "<summary>", // free-form mode
inputType: "idea",
inputUuids: ["<idea-uuid>"]
})
```
Then branch:
**2a. OpenSpec mode (`CHORUS_OPENSPEC_ACTIVE=1`).** Follow `/chorus-openspec-aware` §3 end-to-end:
- Pick `$SLUG`, run `openspec new change "$SLUG"` (§3.1–§3.2).
- Author `proposal.md`, `design.md`, and one `specs/<capability>/spec.md` per capability locally on disk (§3.3). ADDED Requirements only; per-spec fallback to free-form Markdown if MODIFIED/REMOVED is needed.
- Define the `chorus_check_response` helper (§6); prefer `chorus mcp call … --arg-file content=<file>` for mirrors (§3.4/§3.6) — the bash-wrapper fallback's `$API` + `json_encode_file` are only needed when `chorus` is not on `PATH`.
- Mirror each local file via `chorus mcp call chorus_pm_add_document_draft … --arg-file content=<file>` (§3.6; fallback = `"$API" mcp-tool chorus_pm_add_document_draft "$PAYLOAD"`) — one call per file, with the document type from `/chorus-openspec-aware` §5.
> **⛔ Do not** invoke `chorus_pm_add_document_draft` / `chorus_pm_update_document_draft` / `chorus_pm_update_document` from the MCP harness with a hand-typed `content` field in this branch. Re-typing the markdown body wastes 20k+ tokens per proposal and breaks byte-equality with the local files. See `/chorus-openspec-aware` §2 Rule 1.
Then continue to step 3 (task drafts).
**2b. Free-form mode (`CHORUS_OPENSPEC_ACTIVE=0`).** Add a tech design document draft directly via MCP, content authored inline:
```
chorus_pm_add_document_draft({
proposalUuid: "<proposal-uuid>",
type: "tech_design",
title: "Tech Design: <feature>",
content: "<markdown tech design covering architecture, data model, API, module contracts>"
})
```
3. **Add task drafts incrementally** (use returned `draftUuid` for dependency chaining). `acceptanceCriteriaItems` is **required** on every draft — at least one non-blank criterion, or the call is rejected:
```
# First task
result1 = chorus_pm_add_task_draft({
proposalUuid: "<proposal-uuid>",
title: "<module name>",
description: "<what to build, referencing tech design>",
priority: "high",
storyPoints: 3,
acceptanceCriteriaItems: [
{ description: "<testable criterion>", required: true },
// ...
]
})
# Second task, depends on first
chorus_pm_add_task_draft({
proposalUuid: "<proposal-uuid>",
title: "<dependent module>",
description: "...",
priority: "medium",
storyPoints: 2,
acceptanceCriteriaItems: [...],
dependsOnDraftUuids: ["<result1.draftUuid>"]
})
```
4. **Validate:**
```
chorus_pm_validate_proposal({ proposalUuid: "<proposal-uuid>" })
```
Fix any errors, then proceed.
5. **Submit:**
```
chorus_pm_submit_proposal({ proposalUuid: "<proposal-uuid>" })
```
After this call, the `postToolUse` hook injects a nudge to spawn the `chorus-proposal-reviewer` subagent. You MUST spawn it yourself in the **foreground** — it is NOT auto-launched.
---
### Phase 2: Proposal Review Loop
After `chorus_pm_submit_proposal`, the `postToolUse` hook injects a nudge to spawn the `chorus-proposal-reviewer`. You MUST manually spawn it as a read-only subagent in the **foreground**. Wait for it to complete, then:
1. **Read the reviewer's VERDICT:**
```
chorus_get_comments({ targetType: "proposal", targetUuid: "<proposal-uuid>" })
```
Look for the most recent comment containing `VERDICT:`.
2. **Act on the VERDICT:**
- **PASS** or **PASS WITH NOTES** --
```
chorus_admin_approve_proposal({
proposalUuid: "<proposal-uuid>",
reviewNote: "PASS from reviewer. <brief summary of notes if any>"
})
```
Tasks and documents materialize automatically. Proceed to Phase 3.
- **FAIL** --
Read the BLOCKERs from the reviewer comment. Then:
```
chorus_pm_reject_proposal({
proposalUuid: "<proposal-uuid>",
reviewNote: "FAIL from reviewer. Fixing BLOCKERs: <list>"
})
```
Revise the drafts (`chorus_pm_update_document_draft`, `chorus_pm_update_task_draft`) to address each BLOCKER, then resubmit:
```
chorus_pm_submit_proposal({ proposalUuid: "<proposal-uuid>" })
```
After resubmission, the hook injects the nudge again — spawn the reviewer yourself for Round 2.
3. **Max rounds:** Loop up to `maxProposalReviewRounds` (default 3). If exhausted:
```
STOP: "Proposal review failed after {maxRounds} rounds.
Remaining BLOCKERs: <list>. Human review needed.
Proposal UUID: <uuid>"
```
4. **No new VERDICT comment after reviewer returns?** The reviewer exhausted its turn budget. Respawn it ONCE with a concise-budget hint: *"Stay within turn budget. Skip deep source verification. Fetch proposal + comments + idea only, skim for obvious BLOCKERs, and post your VERDICT within the first 10 turns."* If the second attempt still produces no VERDICT, treat the proposal as PASS WITH NOTES and proceed — the pipeline cannot loop forever on a silent reviewer.
---
### Phase 3: Task Execution (Wave-Based)
After proposal approval, tasks exist in `open` status. Execute them in dependency-ordered waves using Kiro subagents. If subagent spawning is unavailable, fall back to main agent execution.
#### Primary: Kiro subagents (parallel)
```
wave = 1
loop:
# 1. Find ready tasks
unblocked = chorus_get_unblocked_tasks({ projectUuid: "<project-uuid>" })
if no unblocked tasks and all tasks done:
break # All complete
if no unblocked tasks and some tasks not done:
# Stuck -- tasks failed review and can't proceed
break with escalation report
# 2. Spawn a subagent for each unblocked task (Kiro allows up to 4 concurrent).
# You have `subagent` in your tools. For each task, dispatch a developer
# subagent with the task UUID + project UUID + a sessionUuid, instructing it
# to follow the /chorus-develop workflow:
# "Your Chorus task UUID: {task.uuid}. Project UUID: {project-uuid}.
# Session UUID: {fresh-session-uuid}. Implement the task per its
# description and acceptance criteria. Follow /chorus-develop. Read the
# task, proposal, and project documents for context."
# If more than 4 tasks are unblocked, dispatch in batches of 4.
# 3. Wait for all subagents to complete
# Each subagent follows /chorus-develop:
# claim -> in_progress -> develop -> report -> self-check AC -> submit_for_verify
# After each submit_for_verify, the main agent's postToolUse hook nudges the
# task-reviewer spawn (handled in Phase 4).
# 4. Proceed to Phase 4 (verification) for this wave
wave += 1
```
**What each subagent prompt needs:**
- Task UUID(s) + Project UUID
- A sessionUuid to pass on `chorus_update_task` / `chorus_report_work`
- The instruction to follow the `/chorus-develop` workflow
#### Fallback: Main Agent (sequential)
If subagent spawning fails (unavailable, permission denied, or subagents crash repeatedly), fall back to executing tasks sequentially as the main agent:
```
for each task in unblocked:
# Follow the /chorus-develop workflow directly as main agent
chorus_claim_task({ taskUuid: "<task-uuid>" })
chorus_update_task({ taskUuid: "<task-uuid>", status: "in_progress" })
# ... implement the task: read context, write code, run tests ...
chorus_report_work({ taskUuid: "<task-uuid>", report: "..." })
chorus_report_criteria_self_check({ taskUuid: "<task-uuid>", criteria: [...] })
chorus_submit_for_verify({ taskUuid: "<task-uuid>", summary: "..." })
# postToolUse hook injects the task-reviewer nudge — you must spawn it yourself
# Proceed to Phase 4 verification for this task before moving to next
```
The fallback is slower (sequential, not parallel) but still completes the pipeline. The `postToolUse` hook injects reviewer nudges the same way in both modes — you must always spawn the reviewer manually.
---
### Phase 4: Verification
After each wave's subagents complete, verify their tasks:
```
for each task in wave_tasks:
# 1. Check task status
task = chorus_get_task({ taskUuid: "<task-uuid>" })
if task.status != "to_verify":
# Subagent may have failed; skip or handle
continue
# 2. Spawn the chorus-task-reviewer subagent in the FOREGROUND (hook nudged it —
# you must spawn it yourself). Wait for the VERDICT before proceeding.
# Prompt: "Review task <task-uuid>. Round: N."
# 3. Read task-reviewer VERDICT
comments = chorus_get_comments({ targetType: "task", targetUuid: "<task-uuid>" })
# Find the most recent comment containing "VERDICT:"
# 4. Act on VERDICT — three possible outcomes:
if VERDICT is "PASS":
# All AC verified, no issues. Mark AC and verify.
chorus_mark_acceptance_criteria({
taskUuid: "<task-uuid>",
criteria: [
{ uuid: "<ac-uuid>", status: "passed", evidence: "<from reviewer>" },
// ...
]
})
chorus_admin_verify_task({ taskUuid: "<task-uuid>" })
# Task is now "done" -- unblocks dependents
if VERDICT is "PASS WITH NOTES":
# All AC verified, minor non-blocking notes. Still mark AC and verify.
chorus_mark_acceptance_criteria({ ... })
chorus_admin_verify_task({ taskUuid: "<task-uuid>" })
if VERDICT is "FAIL":
# BLOCKERs found. Do NOT verify. Reopen for rework.
chorus_admin_reopen_task({ taskUuid: "<task-uuid>" })
# Task returns to "open", will be picked up in next wave
```
After verifying all tasks in the wave, return to Phase 3 to check for newly unblocked tasks.
**Max rounds per task:** Tracked by `maxTaskReviewRounds` (default 3). If a task has been reopened `maxRounds` times, skip it and flag for human escalation:
```
ESCALATE: "Task '{title}' failed review after {maxRounds} rounds.
Last BLOCKERs: <list>. Manual intervention needed.
Task UUID: <uuid>"
```
Continue with remaining tasks -- do not halt the entire pipeline for one stuck task.
**No new VERDICT comment after the task-reviewer returns?** It exhausted its turn budget. Respawn it ONCE with a concise-budget hint: *"Stay within turn budget. Skip deep verification. Fetch task/proposal/comments, demand the developer's run evidence, and post your VERDICT within the first 12 turns."* If the second attempt also produces no VERDICT, treat as PASS WITH NOTES and proceed — do not loop indefinitely.
---
### Phase 4.5: Code-Review Gateway (mandatory pre-ship)
Once **every** task of the idea's proposal is verified (`done`) — i.e. Phase 3 finds no more unblocked tasks and all are terminal — run the final ship-time code-review gateway **before** declaring the Idea done and **before** the Phase 5b completion report. After the last task is verified, the `postToolUse` hook injects a reminder to spawn the code-reviewer; you MUST spawn it yourself in the **foreground**.
```
# Spawn the chorus-code-reviewer subagent for the IDEA (not a task). Determine the
# round number by reading prior code-review VERDICT comments on the idea.
# Prompt: "Review the aggregate code for idea <idea-uuid>. Round: N."
# Read its VERDICT on the idea
comments = chorus_get_comments({ targetType: "idea", targetUuid: "<idea-uuid>" })
# Find the most recent comment containing "VERDICT:"
```
Act on the VERDICT:
- **PASS** / **PASS WITH NOTES** — the feature is cleared to ship. Proceed to Phase 5 / 5b.
- **FAIL** — do NOT ship. Read the BLOCKERs, then fix them via the **quick-dev** workflow (`/chorus-quick-dev`): call `chorus_create_tasks` with `proposalUuid` set to the **current approved proposal** so the fix tasks attach to it — do **not** reopen the already-verified tasks. Group related small BLOCKERs into one cohesive task by default; split only materially large or independently testable fixes. Drive every fix task through Phase 3 → Phase 4, including AC self-check, independent task review, and admin verification. Re-spawn the code-reviewer only after every fix task is successfully `done`; a failed or cancelled fix task, stop the automatic loop and escalate. Loop bounded by `maxCodeReviewRounds` (default 3; 0 = unlimited).
```
# Max rounds escalation
ESCALATE: "Idea '<title>' failed code review after {maxCodeReviewRounds} rounds.
Last BLOCKERs: <list>. Manual intervention needed. Idea UUID: <uuid>"
```
**No new VERDICT comment after the code-reviewer returns?** It exhausted its turn budget (the code-reviewer runs with a larger budget than the task-reviewer because it reviews the whole feature). Respawn it ONCE with a concise-budget hint, then if still silent treat as PASS WITH NOTES and proceed — do not loop forever on a silent reviewer.
> The code-review gateway is **behavioral**, consistent with the proposal/task reviewers: its verdict is advisory and does not change the Idea's stored status. The `/chorus-yolo` orchestrator honors it — PASS to ship, FAIL to loop. It runs **before** the completion report so the report is never written for a feature with an outstanding FAIL.
---
### Phase 5: Report
After all waves complete, output a markdown summary:
```markdown
## /chorus-yolo Complete
**Project:** <project-name> (<project-uuid>)
**Proposal:** <proposal-title> (<proposal-uuid>)
**Idea:** <idea-title> (<idea-uuid>)
### Tasks
| Task | Status | Review Rounds |
|------|--------|---------------|
| <title> | done | 1 |
| <title> | done | 2 |
| <title> | ESCALATED | 3 (max) |
### Summary
- Total tasks: N
- Completed: X / N
- Escalated: Y (need human review)
- Waves executed: W
```
---
### Phase 5b: Idea Completion Report (mandatory)
A successful `/chorus-yolo` run always finishes the Idea — call `chorus_create_report` once with `proposalUuid` set to the last verified proposal. The `content` parameter's description carries the section template; follow it. Surface the returned `documentUuid` in the Phase 5 summary. Skipping is a protocol violation.
> **Order:** the completion report is written only **after** the Phase 4.5 code-review gateway returns PASS / PASS WITH NOTES. Never write it while a code-review FAIL is outstanding — the report is a ship-time summary, and the gateway is what clears the feature to ship.
---
## Error Handling
| Scenario | Action |
|----------|--------|
| Missing permissions at startup | Abort with message listing the missing resource/action pairs (see Prerequisites). Recommend an Admin-preset API key. |
| Project creation fails | Report error, suggest user create project manually and retry with `--project` |
| Proposal reviewer FAIL after maxRounds | Stop pipeline, report persisting BLOCKERs, suggest manual review |
| Task reviewer FAIL after maxRounds | Flag task as escalation-needed, continue with other tasks |
| Code-review gateway FAIL after maxCodeReviewRounds | Stop before ship, escalate the persisting feature-level BLOCKERs to a human (Idea UUID), do not write the completion report |
| Subagent crash / no submit | Log error, skip task, pick it up in next wave if possible |
| Ctrl+C | All entities persist in Chorus. User can resume via `/chorus-develop` or `/chorus-review` |
---
## Tips
- Keep the initial prompt detailed -- the more context you provide, the better the auto-generated proposal quality
- The proposal-reviewer is your quality gate -- if it keeps FAILing, the prompt may be too vague
- Watch the wave count -- if tasks keep getting reopened, consider Ctrl+C and manually reviewing the feedback
- All audit trail is preserved: elaboration Q&A, reviewer VERDICTs, work reports. Check Chorus UI for full history
- For small/simple tasks, consider `/chorus-quick-dev` instead -- it skips the Idea->Proposal overhead
- Subagents share your API key; ensure it has the permissions listed in Prerequisites before starting
---
## Next
- To manually review proposals: `/chorus-review`
- To manually develop tasks: `/chorus-develop`
- To create quick standalone tasks: `/chorus-quick-dev`
- For platform overview: see the `chorus` steering doc.
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