humanize

humanize is a plugin for Claude Code from XRenSiu/claude-code-forge. Its manifest loads nothing; the 3 skills, 1 agent it bundles cost 635 tokens per session together, scanned A, original, MIT.

A rewriting tool for technical prose that keeps the original facts while improving how the ideas connect. It checks surface style, compares facts such as numbers and dates, and uses an isolated reader to find places where the thread is lost.

In plain words
What is it for?
Use it to revise English or Chinese drafts, including technical documents, proposals, and other professional writing. It can also report what changed and whether facts or certainty shifted.
Why use it?
Text can use familiar words yet still be difficult to follow because its structure, emphasis, or lists do not explain the argument. This tool targets those reading problems instead of only replacing vocabulary.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest. Also seen: mentions CLAUDE.md.

Good fit Use it to revise English or Chinese drafts, including technical documents, proposals, and other professional writing. It can also report what changed and whether facts or certainty shifted.

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Install in Claude Code
/plugin marketplace add XRenSiu/claude-code-forge
/plugin install humanize
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/XRenSiu/claude-code-forge

Made for: Claude Code.

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 humanize

README.md
[![agentmods](https://agentmods.dev/badge/plugins/xrensiu/claude-code-forge/humanize/github.svg)](https://agentmods.dev/plugins/xrensiu/claude-code-forge/humanize)
Your own site
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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 humanize

Your own site · 80×15
<a href="https://agentmods.dev/plugins/xrensiu/claude-code-forge/humanize"><img src="https://agentmods.dev/badge/plugins/xrensiu/claude-code-forge/humanize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 3 skills, 1 agent cost 635 tokens a session between them.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

humanize 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 1mo 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.

plugins/humanize/.claude-plugin/plugin.json · 36 lines

How it starts

The opening of the file, as written. The whole thing — 36 lines — stays where its author put it; the contents beside it link to each section on GitHub.

{
  "name": "humanize",
  "description": "Humanize — make AI-written technical prose read like a competent human professional wrote it, at the level where readers actually get lost: discourse, not vocabulary. Three skills. `/humanize` rewrites a draft (zh/en) without changing a single fact: it targets the mechanisms behind 'every word is clear but I can't follow' — given-new inversion, broken topic strings, stress-position leakage (participle / 以实现… tails), lists replacing argument, cross-section restatement, stance flattening, generic openings, summary closers — plus the solved lexical/syntax/format layer (Wikipedia 'Signs of AI writing' + 2026 density-era tics: mannered prose, invented jargon, 'not X, it's Y') and Chinese translationese (yage.ai four classes + 余光中 欧化 catalog, CCL-2023 corpus-backed). Three non-skippable gates: humanlint.py (23 surface metrics, zh/en, 0-100 AI-flavor index, calibrated on four fixtures: AI 60/63 vs human 2/0), factdiff.py (numbers / dates / identifiers / URLs / paths zero add-or-drop, plus certainty-drift warning per Belem 2026), and a context-isolated cold-reader agent that records per paragraph where a reader who never saw the brief loses the thread (expected / got / lost_at / told_not_shown) — never self-graded in the drafting context (self-refine amplifies self-bias); verify_coldread.py recomputes the reader's verdict from its five declared rules and enforces the 2-round cap mechanically (v0.2.0). Max 2 revision rounds, then deliver with the residual named. Genre decides whether structure may move (v0.3.0): proposal / design / adr / memo may be reorganised; report / readme / reference run with --keep-structure, where structdiff.py rejects any change to the heading-level sequence, list blocks and item counts, table shapes or code blocks — only the sentences inside prose paragraphs change; humanlint gained a matching `report` threshold tier. `/techdoc` writes a proposal / design doc / ADR / postmortem / memo from a brief in the sh

Read the full file on GitHub · 36 lines

Contents

What it installs

The manifest is a name and a version. 3 skills, 1 agent travel with it, and installing the plugin installs all of them — 635 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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. 1mo ago Changed 710c86f0bf7e
  2. 1mo ago Changed b7272a6ce37a
  3. 1mo ago First seen · 36 lines scan A f2c071fba8ca

Subscribe to this mod's changes

humanize is a plugin published in the GitHub repository XRenSiu/claude-code-forge (2 stars, last pushed 29d ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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 2026-09-05.