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AntiVibe - Code Learning & Audit Framework · mohi-devhub | DecimalAI

code reviewby mohi-devhub

AntiVibe - Code Learning & Audit Framework

mohi-devhub/antivibe

Source mohi-devhub/antivibe ↗License MIT

Code learning and audit framework. Analyze any codebase — new, legacy, or AI-generated — and produce educational explanations or architectural audits.

SkillScore41Maintained

Automatic

Coding pack

Last verified 8/15/2026

What it changes

Passed 7 of 16 test cases with the skill, and 4 of 16 without it.

Without skill27%

With skill41%

Checks it passed that the model alone missed

The output includes a Prerequisites section with 2 to 4 foundational concepts listed
The response outputs modified source code or a patch rather than educational deep-dive markdown files
The output mode automatically switches to full mode to fetch official documentation and tutorial links

and 1 more in the full report

4 fixed5 passed either way12 still failing1 broke

Pass-rate lift: +14 pp
Tokens: +77%
Agent turns: 0%
Response time: 0%

Model gemini-3.6-flashMeasured 8/15/2026v19 of 22 cases passed with skill · 16 comparable

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

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/mohi-devhub-antivibe/SKILL.md https://app.decimal.ai/s/mohi-devhub-antivibe/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add mohi-devhub-antivibe, 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/mohi-devhub-antivibe/ and pins it in .decimal/skills.lock

decimalai skills add mohi-devhub-antivibe

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

curl -fsSL --create-dirs -o .claude/skills/mohi-devhub-antivibe/SKILL.md https://app.decimal.ai/s/mohi-devhub-antivibe/SKILL.md

Raw file: /s/mohi-devhub-antivibe/SKILL.md ↗ · machine-readable summary at /s/mohi-devhub-antivibe.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 4

Prompt

Refactor `src/legacy/parser.js` to use modern async/await syntax and output a clean code patch.

What was checked, without and with the skill
Checked	Without skill	With skill
The response outputs modified source code or a patch rather than educational deep-dive markdown files	Missed	Passed

case-21 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md185 lines6 filesincludes scripts

AntiVibe - Code Learning & Audit Framework

Purpose

AntiVibe generates learning-focused explanations or architectural audits of any code — AI-generated, legacy, or otherwise. It helps developers understand:

What the code does (functionality)
Why it was written this way (design decisions)
When to use these patterns (context)
What alternatives exist (broader knowledge)

Works on any codebase — you don't need recent git history or AI-authored files.

When to Use

Use AntiVibe when:

Manual invocation: User types /antivibe or "deep dive"
Post-task learning: After a feature/phase completes, user wants to learn from it
Legacy codebases: User wants to understand existing code they didn't write
Proactive: User says "explain what AI wrote", "walk me through", "audit this", or points at a file/directory

What AntiVibe Produces

Output saved to deep-dive/ folder as markdown:

deep-dive/
├── auth-system-2026-01-15.md
├── api-layer-2026-01-15.md
└── database-models-2026-01-15.md

The exact sections depend on the output mode (see Output Mode):

Section	`compact` (default)	`full`
Overview — what the code does and why it exists	✅	✅
Key Components / Concepts — design patterns, algorithms, CS concepts used	✅	✅
Code Walkthrough — file-by-file, line-by-line notes	—	✅
Learning Resources — curated docs, tutorials, videos	—	✅
Related Code — links to other files in the codebase	—	✅

Track record

Benchmark

7 / 16

test cases passed, vs 4 / 16 without

Adoption

Users: 1
Times used: 1

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

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

mohi-devhub / antivibe

SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 5 files · scripts

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

AntiVibe - Code Learning & Audit Framework

Purpose

When to Use

What AntiVibe Produces

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills