Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Get Started Free →

Chorus Yolo Skill · chorus-aidlc | DecimalAI

agent toolingby chorus-aidlc

Chorus Yolo Skill

chorus-aidlc/chorus-yolo

Source chorus-aidlc/chorus ↗License AGPL-3.0

Full-auto AI-DLC pipeline — from prompt to done. Automates the entire Idea -> Proposal -> Execute -> Verify lifecycle.

SkillScore78Maintained

Automatic

Coding pack

Last verified 9/19/2026

What it changes

Passed 16 of 20 test cases with the skill, and 3 of 20 without it.

Without skill13%

With skill78%

Checks it passed that the model alone missed

The response recommends chorus-idea for interactive human Q&A.
The response calls chorus_pm_reject_proposal with blocker notes.
The response recommends an API key with Admin-preset permissions.

and 14 more in the full report

15 fixed3 passed either way5 still failing0 broke

Pass-rate lift: +65 pp
Tokens: +404%
Agent turns: 0%
Response time: -26%

Model gemini-3.6-flashMeasured 9/19/2026v4 · latest is v518 of 23 cases passed with skill · 20 comparable

Tokens, turns and time describe resource use, not a dollar price.

This benchmark measured an earlier version of the skill.

A newer attempt on gemini-3.6-flash on 10/2/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/chorus-aidlc-chorus-yolo/SKILL.md https://app.decimal.ai/s/chorus-aidlc-chorus-yolo/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add chorus-aidlc-chorus-yolo, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/chorus-aidlc-chorus-yolo/ and pins it in .decimal/skills.lock

decimalai skills add chorus-aidlc-chorus-yolo

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/chorus-aidlc-chorus-yolo/SKILL.md https://app.decimal.ai/s/chorus-aidlc-chorus-yolo/SKILL.md

Raw file: /s/chorus-aidlc-chorus-yolo/SKILL.md ↗ · machine-readable summary at /s/chorus-aidlc-chorus-yolo.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 15

Prompt

For task task-9901-auth, the task reviewer posted a comment containing "VERDICT: FAIL" due to missing unit tests for edge cases. Should we mark acceptance criteria as failed or call chorus_admin_reopen_task?

What was checked, without and with the skill
Checked	Without skill	With skill
The response calls chorus_admin_reopen_task without verifying the task.	Missed	Passed

case-13 · gemini-3.6-flash · 9/19/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md554 linessingle file

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:

Planning -- create project, idea, self-elaboration, proposal with docs & tasks
Proposal Review -- proposal-reviewer adversarial loop
Execution -- wave-based parallel task dispatch via Kiro subagents
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)
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.

Track record

Benchmark

16 / 20

test cases passed, vs 3 / 20 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 10/1/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

chorus-aidlc / chorus

public/kiro-plugin/.kiro/skills/chorus-yolo/SKILL.md

View on GitHub ↗

License AGPL-3.0Imported 10/16/2026Version v5

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Chorus Yolo Skill

Overview

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills