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Remove AI Code Slop — measured AI agent skill | DecimalAI

foryourhealth111-pixel/deslop

NewSkillScoreMaintained

Remove AI-generated code slop from a branch: unnecessary comments, redundant defensive checks, boilerplate, style drift, and type casts. Use for cleanup of AI-written code, not for broad code review, security audit, TDD, or final verification.

codingby foryourhealth111-pixel

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

Automatic

Coding pack

decimalai skills pull foryourhealth111-pixel-deslop

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/foryourhealth111-pixel-deslop/SKILL.md

Raw file: /s/foryourhealth111-pixel-deslop/SKILL.md ↗ · machine-readable summary at /s/foryourhealth111-pixel-deslop.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 2h ago

—-47% tokens0% turns50% of whole cases pass with skill (11/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-11	✗→✓	▲ Improved	-57%	0%
case-13	✗→✓	▲ Improved	-52%	0%
case-04	✓→✗	▼ Worse	35%	0%
case-08	✓→✗	▼ Worse	-63%	0%
case-10	✓→✗	▼ Worse	-61%	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 — 8/3/2026

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

foryourhealth111-pixel / vibe-skills

bundled/skills/deslop/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

Skill contents

SKILL.md

Remove AI Code Slop

Check the diff against main and remove all AI-generated slop introduced in this branch.

Routing Boundary

Use this skill when the user's problem is cleanup of AI-generated code noise. If the user asks for a broad correctness/maintainability review, use code-reviewer. If the user asks whether existing review comments should be accepted, use receiving-code-review.

What to Remove

Extra comments that a human wouldn't add or are inconsistent with the rest of the file
Extra defensive checks or try/catch blocks that are abnormal for that area of the codebase (especially if called by trusted/validated codepaths)
Casts to any to get around type issues
Inline imports in Python (move to top of file with other imports)
Any other style that is inconsistent with the file

Process

Get the diff against main: git diff main...HEAD
Review each changed file for slop patterns
Remove identified slop while preserving legitimate changes
Report a 1-3 sentence summary of what was changed

Want to see if foryourhealth111-pixel/deslop 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.