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A5c AI/PR Shepherding — measured AI agent skill | DecimalAI

a5c-ai/pr-shepherding

SkillScore41Maintained

Monitor PR lifecycle from creation through merge including CI monitoring, review comment handling, thread resolution, and merge readiness verification.

by a5c-ai

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

Automatic

Coding pack

decimalai skills pull a5c-ai-pr-shepherding

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/a5c-ai-pr-shepherding/SKILL.md

Raw file: /s/a5c-ai-pr-shepherding/SKILL.md ↗ · machine-readable summary at /s/a5c-ai-pr-shepherding.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

—-47% tokens0% turns41% of whole cases pass with skill (9/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	21%	0%
case-07	✗→✓	▲ Improved	-70%	0%
case-08	✗→✓	▲ Improved	-70%	0%
case-09	✗→✓	▲ Improved	-43%	0%
case-17	✗→✓	▲ Improved	-60%	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/pr-shepherding/SKILL.md

View on GitHub ↗

License MITImported 7/31/2026Version v1

Skill contents

SKILL.md

When a PR needs CI monitoring
When review comments need automated handling

Process

Monitor CI - Watch pipeline status, triage failures
Handle Comments - Respond to review feedback, make code changes
Resolve Threads - Close addressed review threads
Verify Readiness - Check approvals, CI green, threads resolved, coverage met

Merge Readiness Checklist (gtg)

] All CI checks passing
] Required approvals obtained
] All review threads resolved
] Coverage thresholds met
] No merge conflicts
] SERVICE-INVENTORY.md updated

Agents Used

agents/pr-shepherd/ - PR lifecycle management

Tool Use

Invoke via babysitter process: methodologies/metaswarm/metaswarm-pr-shepherd

Want to see if a5c-ai/pr-shepherding 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.