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Humanizer · majiayu000 | DecimalAI

documentationby majiayu000

Humanizer

majiayu000/humanizer

Source majiayu000/spellbook ↗License MIT

Remove signs of AI-generated writing from text.

SkillScore59Maintained

Automatic

Writing & Editing pack

Last verified 8/24/2026

What it changes

Passed 12 of 21 test cases with the skill, and 11 of 21 without it.

Without skill50%

With skill59%

Checks it passed that the model alone missed

Requests or identifies the concrete done-when signal defining completion.
Checks that no new technical claims or factual assertions were added during editing.
Verifies that the targeted AI-writing pattern is removed and core meaning remains intact.

and 2 more in the full report

5 fixed8 passed either way6 still failing3 broke

Pass-rate lift: +9 pp
Tokens: -8%
Agent turns: 0%
Response time: -25%

Model gemini-3.6-flashMeasured 8/24/2026v113 of 22 cases passed with skill · 21 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/majiayu000-humanizer/SKILL.md https://app.decimal.ai/s/majiayu000-humanizer/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-humanizer, 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/majiayu000-humanizer/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-humanizer

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

curl -fsSL --create-dirs -o .claude/skills/majiayu000-humanizer/SKILL.md https://app.decimal.ai/s/majiayu000-humanizer/SKILL.md

Raw file: /s/majiayu000-humanizer/SKILL.md ↗ · machine-readable summary at /s/majiayu000-humanizer.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

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

I need you to clean up AI phrasing in `article.md`. Before running any transformation commands or applying templates, what file from the skill documentation should be loaded to check command patterns and edge cases?

What was checked, without and with the skill
Checked	Without skill	With skill
Identifies `references/full-guide.md` as the required reference file to read before execution.	Missed	Passed

case-05 · gemini-3.6-flash · 8/24/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md21 lines2 files

Humanizer

Use this skill to remove AI-writing artifacts while preserving the author's meaning, factual claims, and intended voice.

Routing

Start here to confirm scope, safety boundaries, and the minimum workflow.
Load references/full-guide.md before executing detailed commands, applying templates, or relying on examples from this skill.
Keep the work limited to the user-requested target; do not add adjacent improvements unless the user asks.

Quick Workflow

Confirm the target, available context, constraints, and done-when signal.
Read the relevant section of references/full-guide.md for task-specific details.
Execute the smallest reversible action that satisfies the request.
Verify that meaning is preserved, claims are not added, and the revised text no longer uses the targeted AI-writing patterns.
Report changed files, commands run, evidence collected, and any remaining risk.

References

references/full-guide.md - complete command patterns, examples, checklists, and edge cases.

Track record

Benchmark

12 / 21

test cases passed, vs 11 / 21 without

Adoption

Users: 0
Times used: 0

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

majiayu000 / spellbook

skills/humanizer/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 1 file

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.

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See it in action

What's inside

Humanizer

Routing

Quick Workflow

References

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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