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Detect mechanical AI patterns and improve to natural text · wasabeef | DecimalAI

documentationby wasabeef

Detect mechanical AI patterns and improve to natural text

wasabeef/detect-mechanical-ai-patterns-and-improve-to-natural-text

Source wasabeef/claude-code-cookbook ↗License Not recorded

Detect mechanical AI patterns and improve to natural text. Trigger with "check for AI-ness", "detect mechanical writing", "make it sound natural", "fix AI-like text".

SkillScore82Maintained

Automatic

Writing & Editing pack

Last verified 8/16/2026

What it changes

Passed 18 of 22 test cases with the skill, and 9 of 22 without it.

Without skill41%

With skill82%

Checks it passed that the model alone missed

The response explicitly names `textlint-rule-preset-ai-writing`.
The response includes `/ai-writing-check --dir docs/ --severity high`.
The response specifies using the `--severity all` flag with `/ai-writing-check`.

and 6 more in the full report

9 fixed9 passed either way4 still failing0 broke

Pass-rate lift: +41 pp
Tokens: +19%
Agent turns: 0%
Response time: -47%

Model gemini-3.6-flashMeasured 8/16/2026v118 of 22 cases passed with skill

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/wasabeef-detect-mechanical-ai-patterns-and-improve-to-nat-e9a5ab/SKILL.md https://app.decimal.ai/s/wasabeef-detect-mechanical-ai-patterns-and-improve-to-natural-text/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add wasabeef-detect-mechanical-ai-patterns-and-improve-to-natural-text, 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/wasabeef-detect-mechanical-ai-patterns-and-improve-to-nat-e9a5ab/ and pins it in .decimal/skills.lock

decimalai skills add wasabeef-detect-mechanical-ai-patterns-and-improve-to-natural-text

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

curl -fsSL --create-dirs -o .claude/skills/wasabeef-detect-mechanical-ai-patterns-and-improve-to-nat-e9a5ab/SKILL.md https://app.decimal.ai/s/wasabeef-detect-mechanical-ai-patterns-and-improve-to-natural-text/SKILL.md

Raw file: /s/wasabeef-detect-mechanical-ai-patterns-and-improve-to-natural-text/SKILL.md ↗ · machine-readable summary at /s/wasabeef-detect-mechanical-ai-patterns-and-improve-to-natural-text.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

I have a local file named `report.md` full of repetitive bold prefixes and decorative emojis. I want to instantly apply automated fixes directly to the file without manually editing each line. What command option performs auto-fixing on this single file?

What was checked, without and with the skill
Checked	Without skill	With skill
The response includes the `--fix` option alongside `--file report.md` with `/ai-writing-check`.	Missed	Passed

case-06 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md186 linessingle file

Detect mechanical AI patterns and improve to natural text

Detects mechanical patterns in AI-generated text and provides suggestions for improving to more natural Japanese.

Usage

/ai-writing-check [options]

Options

None: Analyze current file or selected text
--file <path>: Analyze specific file
--dir <path>: Batch analyze files in directory
--severity <level>: Detection level (all/high/medium)
--fix: Automatically fix detected patterns

Basic Examples

# Check AI writing style in file
cat README.md
/ai-writing-check
"Check this document for AI writing style and suggest improvements"

# Analyze specific file
/ai-writing-check --file docs/guide.md
"Detect AI-like expressions and suggest corrections to natural expressions"

# Scan entire project
/ai-writing-check --dir . --severity high
"Report only critical AI writing issues in the project"

Detected Patterns

1. Mechanical List Format Patterns

Track record

Benchmark

18 / 22

test cases passed, vs 9 / 22 without

Adoption

Users: 3
Times used: 58

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

wasabeef / claude-code-cookbook

plugins/en/skills/style-ai-writing/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

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

Detect mechanical AI patterns and improve to natural text

Usage

Options

Basic Examples

Detected Patterns

1. Mechanical List Format Patterns

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills