Humanizer

What it does

Humanizer is a prose editing skill, not a detector-evasion tool. It looks for repeated rhetorical structures, inflated statements, staged openings and unnecessary formatting. The reviewed source puts factual preservation alongside natural phrasing and can use a writing sample to match voice. File mode preserves code, metadata and link targets.

When to use it

• A launch post repeats promotional filler instead of concrete information.
• A technical article needs more natural rhythm without changing facts.
• An author wants a draft closer to their own writing sample.

Step-by-step workflow

1. Read the complete text and any provided voice sample.
2. Identify repeated structural habits and unsupported inflation.
3. Rewrite paragraphs around their actual point while preserving facts.
4. Compare names, numbers, dates, quotations and citations against the source.
5. Return the appropriate final text and change summary for pasted text or file mode.

Example request

Use Humanizer on this English product announcement. Preserve every feature claim, date, price, quote and link. Match the two supplied writing samples. Remove repeated staging and inflated language without inventing customer stories. Leave code blocks and metadata unchanged; flag any unsupported claim instead of strengthening it.

Worked example

A claim that a feature is available on every plan must survive the rewrite exactly unless evidence corrects it. Removing an awkward sentence is not permission to drop a pricing limitation. Compare the factual inventory before judging how natural the result sounds.

What you get

Rewritten prose with the requested voice and preserved factual content.

How to evaluate the result

• Confirm the requested artifact or behavior is actually delivered, with evidence appropriate to this workflow.
• Repeat the example on your own inputs and check the stated limits; repository popularity is not an execution test.
• Verify important facts, permissions and failure paths before adopting the result.

What you need

The original text, intended audience and optional authentic writing samples.

Setup and activation

Follow the publisher README for your specific client and preserve the complete selected skill folder, including companion references and scripts. Claude Code, Codex and other hosts may use different plugin or Agent Skills installation paths. This guide does not establish that every host has the same tools. Security-scan the exact version before installation; this website installs or executes nothing.

Limits and considerations

It does not verify the truth of the original claims or guarantee detector results. A human review remains useful for tone and meaning. Editing factual or legal text requires particular care with qualifications.

Related workflows

• Use a task-specific validation workflow to check the final result.
• Review companion scripts and references before adding this skill to an agent.

License and reuse

MIT at repository level; inspect per-file terms and separately licensed assets before reuse.

Further reading

• Publisher setup and compatibility instructions
• Reviewed skill version (immutable commit)