Post-AI-generation cleanup — remove single-use helpers, over-abstractions, generic naming, and unnecessary configurability. Use after dev-autopilot or any LLM-generated code burst.
SkillScore82Maintained
Automatic
◆Coding pack
Last verified 8/19/2026
What it changes
Passed 16 of 20 test cases with the skill, and 12 of 20 without it.
Without skill59%
With skill82%
Checks it passed that the model alone missed
Recommends dev-verify to confirm behavioral equivalence.
Recommends assigning batch simplification tasks to @zen-simplifier.
Recommends scanning the recent diff for the defined slop signatures.
and 2 more in the full report
5 fixed13 passed either way4 still failing0 broke
Pass-rate lift
+23 pp
Tokens
-12%
Agent turns
0%
Response time
-59%
Model gemini-3.6-flashMeasured 8/19/2026v118 of 22 cases passed with skill · 20 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 5
Prompt
We finished cleaning up AI bloat in the payment-gateway service on 2025-03-30. What exact workspace path should be used to store the cleanup research report?
What was checked, without and with the skill
Checked
Without skill
With skill
Specifies the report path format workspace/development/research/[C]slop-cleanup-payment-gateway-2025-03-30.md.
Missed
Passed
case-14 · gemini-3.6-flash · 8/19/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md80 linessingle file
Dev AI-Slop Cleaner
Derived from oh-my-claudecode (MIT, Yeachan Heo). Adapted for the EvoNexus Engineering Layer.
Cleanup pass for code generated by AI. Removes the typical bloat: single-use helpers, over-abstractions, generic names like processData(), unnecessary configurability that wasn't asked for.
Use When
After dev-autopilot finishes a feature
After @bolt-executor produces a multi-file change
Post-burst generation that wasn't carefully scoped
User says "deslop", "clean up the AI slop", "remove the bloat"
Do Not Use When
Hand-written code (no slop signature)
Code that's intentionally extensible (talk to @apex-architect first)
What to Look For
Signature 1: Single-use helpers
// SLOP
function calculateSum(a: number, b: number): number { return a + b; }
const total = calculateSum(price, tax);
// CLEANED
const total = price + tax;