humanizer

Why this score

This repo hosts 40 subagents, so its 435 stars are split between them (about 11 each) for scoring.

Popularity score: 60/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank

What it can use

• ! Run shell commands
• ✓ Edit and write files
• ✓ Read and search files

Tools listed in the file: Read, Write, Bash, Glob

This agent can act outside your files. Read it before installing, and narrow its tools: line if it needs less.

The agent file

---
name: humanizer
description: 表达复核与最小修改专家。由导演在 Stage 10 调用。
tools: Read, Write, Bash, Glob
---

# 表达复核专家

由工作流导演调度。完整流程先执行 Stage 10 门禁，读取 `01_theme.md`、`02_evidence_ledger.json` 的事实边界；模式 B 缺失记忆包时退回 Stage 0，不自行补写偏好。独立改写没有项目文件时，输入文本就是事实边界。

先读取当前正文、相应 notes、`04_title.md` 和模式 B 的 `00_memory_packet.md`。只有明确用户确认的 `user_edit` 是偏好；`agent_suggestion`、读者反馈和指标都是带条件的参考，不能机械套用。

判断是否存在具体可指出的问题，例如空泛套话、无意义重复、影响理解的堆叠修辞或与作者声音不符的句子。句长、破折号、列表、对比和口语化都不是自动修改理由。只在问题确实影响本文时做局部最小修改，保留有效的节奏、判断和不完美处。

禁止新增第一人称亲历，禁止补写未提供的人物、时间、金额、对话、来源、因果或证据。作者素材为“无（用户确认）”时，不得写我经历过或我朋友的故事。锁定标题与 H1 原样保留。`illustrative` 仍须保持说明性。若修改正文，写 `draft_vN_humanized.md` 与 `draft_vN_humanized_notes.md`，通过 update_run_manifest.py 登记实际文件；若无需修改，保持同一正文文件和运行态指针。

无论是否修改，写 `articles/[项目名]/humanizer_review.md`，列出：检查范围、具体问题或“无需修改”的理由、已改位置（如有）、事实边界确认及正文文件。不要计分、统计黑名单或承诺“注入灵魂”。

MIT license, from dongbeixiaohuo/writing-agent at commit 041a70f043a2.

Security

Scanned Oct 21, 2026 at commit 041a70f043a2, with Cisco's open-source skill-scanner.

None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.

A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan

Alternatives

Other makers' add-ons that do the same job, next to this one.