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A5c AI/Plan Review Gate — measured AI agent skill | DecimalAI

a5c-ai/plan-review-gate

SkillScore45Maintained

Adversarial plan review by 3 independent reviewers (Feasibility, Completeness, Scope & Alignment) before presenting to user.

by a5c-ai

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Project Management pack

decimalai skills pull a5c-ai-plan-review-gate

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/a5c-ai-plan-review-gate/SKILL.md

Raw file: /s/a5c-ai-plan-review-gate/SKILL.md ↗ · machine-readable summary at /s/a5c-ai-plan-review-gate.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 9d ago

Yes — +36% lift-24% tokens0% turns45% of whole cases pass with skill (10/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-03	✗→✓	▲ Improved	108%	0%
case-07	✗→✓	▲ Improved	-64%	0%
case-08	✗→✓	▲ Improved	-57%	0%
case-10	✗→✓	▲ Improved	-55%	0%
case-15	✗→✓	▲ Improved	-48%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 7/31/2026

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

a5c-ai / babysitter

library/methodologies/metaswarm/skills/plan-review-gate/SKILL.md

View on GitHub ↗

License MITImported 7/31/2026Version v1

Skill contents

SKILL.md

Before presenting a plan for user approval
When validating work unit decomposition quality

Process

Feasibility Reviewer - Can this plan actually be implemented? Technical viability, resource requirements, timeline reality
Completeness Reviewer - Does the plan cover everything? Missing edge cases, untested paths, incomplete DoD items
Scope & Alignment Reviewer - Does the plan match the issue? Scope creep detection, requirement traceability

All 3 must PASS before the plan is presented.

Key Rules

Reviewers operate independently (no shared context)
Each provides a binary PASS/FAIL verdict
Findings include specific references to plan sections
Failed plans require revision before re-review

Tool Use

Invoke as part of: methodologies/metaswarm/metaswarm-orchestrator (Phase 1b)

Want to see if a5c-ai/plan-review-gate would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.