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writing-humanizer

@randalolson/writing-humanizer
Checks
Safety
Automated checks did not flag this template at publish. This describes how the skill is written, not the outputs it produces, and is not a guarantee of fitness.
Runnable
Has clear, ordered instructions and a defined input and output contract an agent can follow. This describes how the skill is written, not the outputs it produces, and is not a guarantee of fitness.
Well-formed
Says what a correct output looks like, checks the output against it with a specific verifier, and is discoverable and coherent. This describes how the skill is written, not the outputs it produces, and is not a guarantee of fitness.

Remove signs of AI-generated writing from prose text. Use when editing a draft that sounds AI-generated, reviewing content before publishing, cleaning up LLM output for human readers, or preparing text for a brand voice that requires natural human writing.

See it in action

An AI wrote the first version of this launch post. The product is real and the details are good. They are just buried under a pile of annoying AI writing tropes.

What the AI wrote

We're beyond excited to introduce Field, a smart weather station that's set to revolutionize the way you connect with your own backyard. In an era of growing climate uncertainty, hyperlocal data has never been more crucial.

Field isn't just another gadget—it's a testament to what's possible when cutting-edge AI meets thoughtful design. Packing research-grade sensors into a palm-sized enclosure, it tracks temperature, humidity, soil moisture, wind, and pressure every sixty seconds, empowering you to truly understand the microclimate right outside your door. What began as a humble Raspberry Pi on a fence post has grown into something remarkable—a community of over 4,000 backers who raised $1.2 million on Kickstarter. Industry experts agree: the future of gardening is hyperlocal, and this is only the beginning.

The tells are the usual suspects: "beyond excited," "set to revolutionize," "a testament to what's possible," "industry experts agree," "this is only the beginning." Em dashes everywhere.

After the workflow

This is Field, a weather station small enough to sit in your palm. Inside it are sensors for temperature, humidity, soil moisture, wind, and pressure, and it takes a reading from all of them every sixty seconds. The idea is simple: the weather right outside your door is its own little climate, and a forecast for the whole county does not really tell you about it.

It started as a Raspberry Pi I taped to a fence post. I half expected that to be the end of it. Instead, more than 4,000 people backed it on Kickstarter and put in $1.2 million. I am still a little stunned that the fence-post version turned into this.

Same facts in the rewrite: the five sensors, the palm-sized build, the reading every sixty seconds, the fence-post Raspberry Pi, the 4,000 backers and $1.2 million. The difference is it has a voice now that doesn't sound like every other AI-written post.

What it changed

OriginalRewrite
"We're beyond excited to introduce Field, a smart weather station that's set to revolutionize the way you connect with your own backyard.""This is Field, a weather station small enough to sit in your palm."
"In an era of growing climate uncertainty, hyperlocal data has never been more crucial."Cut
"Field isn't just another gadget—it's a testament to what's possible when cutting-edge AI meets thoughtful design."Cut
"What began as a humble Raspberry Pi on a fence post has grown into something remarkable—a community of over 4,000 backers""It started as a Raspberry Pi I taped to a fence post. I half expected that to be the end of it. Instead, more than 4,000 people backed it."
"Industry experts agree: the future of gardening is hyperlocal, and this is only the beginning."Cut

Some lines kept their facts and lost the gloss. The pure slogans got cut. Nothing was invented.

The receipt

Every draft goes through three checks before it ships. These are the real results for the text above.

CheckBeforeAfter
Banned words and punctuation12 problemsclean
Nothing inventedclean
AI writing patterns6 of 9 failedclean

The word check caught "beyond excited," "a testament to," "cutting-edge," "set to revolutionize," "has never been more crucial," "industry experts agree," and "this is only the beginning," plus both em dashes.

The invention check is the one people underestimate. It reads the rewrite next to the original and fails it if any fact appeared out of nowhere. That is what stops an editing pass from quietly turning into fiction.

Here is the pattern check in full:

CheckBeforeAfter
Content inflationFAILPASS
Superficial analysisFAILPASS
Promotional toneFAILPASS
Vague attributionFAILPASS
AI vocabularyPASSPASS
Formulaic structureFAILPASS
Punctuation and typographyFAILPASS
Structural formattingPASSPASS
Chatbot residue and fillerPASSPASS
Overall verdictFAILPASS

Notice row 5. The pattern check let the AI vocabulary pass, because two buzzwords in a paragraph is not a strong enough signal on its own. The word check caught "a testament to" anyway. That is why there are three checks and not one: a judgment call can round off a single bad word, and a plain word list never does.

A draft does not ship until all three come back clean.

Use this template

Your agent fetches this runbook and runs it, revising the output until the verifiers pass.

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Connect your agent over MCP, then ask it to fetch this template by its identifier. Or install the CLI and run the command below.

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claude mcp add --transport http goodeye https://mcp.goodeye.dev/mcp
Or install the CLI
uv tool install goodeye

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Set up another clientFull quickstart

Fetch or fork

Fetch with CLI
goodeye templates get @randalolson/writing-humanizer
Fork with CLI
goodeye templates fork @randalolson/writing-humanizer

Also available from

MCP
get_template(identifier="@randalolson/writing-humanizer")
REST
curl https://api.goodeye.dev/v1/templates/@randalolson/writing-humanizer