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prose-humanizer

prose-humanizer is an agent for Claude Code from kylehughes/writing-prose-like-a-human-for-agents. It costs 35 tokens per session (290 once invoked), scanned A, original, no licence file.

An agent that rewrites prose to remove common patterns associated with AI-written text.

In plain words
What is it for?
Use it to edit documentation, README files, pull-request descriptions, commit messages, and other prose.
Why use it?
It helps text read less formulaically when an agent has drafted it.

Agent for Claude Code

Written for Claude Code: effort in frontmatter. Also seen: model in frontmatter.

Part of the writing-prose-like-a-human-for-agents plugin — 1 skill, 1 agent shipped together

not rated 22repo changed 14d ago A scan 35 tokens custom licence

Good fit Use it to edit documentation, README files, pull-request descriptions, commit messages, and other prose.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer
View source ↗ kylehughes/writing-prose-like-a-human-for-agents
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/kylehughes/writing-prose-like-a-human-for-agents

Made for: Claude Code.

Or install writing-prose-like-a-human-for-agents, the plugin that ships this one along with the rest of its 1 skill, 1 agent.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for prose-humanizer

README.md
[![agentmods](https://agentmods.dev/badge/agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer/github.svg)](https://agentmods.dev/agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer)
Your own site
<a href="https://agentmods.dev/agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer"><img src="https://agentmods.dev/badge/agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for prose-humanizer

Your own site · 80×15
<a href="https://agentmods.dev/agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer"><img src="https://agentmods.dev/badge/agents/kylehughes/writing-prose-like-a-human-for-agents/prose-humanizer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 35 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 290 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00035 $0.00290
Opus 5.5 $0.00014 $0.00116
Sonnet 5.5 $0.00007 $0.00058
Haiku 4.5 $0.00003 $0.00029

Measured 14d ago against content hash d6a6c63da135, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prose-humanizer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 14d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

agents/prose-humanizer.md · 19 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 14d ago Changed · -72 lines · -5 tokens per session d6a6c63da135
  2. 2mo ago First seen · 91 lines · 40 tokens per session scan A fdfb642c9c45

Subscribe to this mod's changes

prose-humanizer is an agent published in the GitHub repository kylehughes/writing-prose-like-a-human-for-agents (22 stars, last pushed 14d ago), with no licence file. It adds 35 tokens to every session and 290 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Claude CodeWriting and docsagentagent-skillclaudeclaude-code-pluginclaude-desktop
Related

prose-humanizer compared with agents from other repositories

prose-humanizer next to 6 agents from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
prose-humanizerkylehughes/writing-prose-like-a-human-for-agentsAgent2214d agononeA35Claude Code
plannerTT-Wang/forgeAgent353d agoMITA13Claude Code
debuggerTT-Wang/forgeAgent353d agoMITA17Claude Code
devils-advocatemarkshust/hcfAgent8329d agoMITA42Claude Code
architectalvin-reyes/better-agentic-ideAgent452d agoMITA36Claude Code
designeralvin-reyes/better-agentic-ideAgent452d agoMITA28Claude Code
scrum-masteralvin-reyes/better-agentic-ideAgent452d agoMITA30Claude Code