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General Writer

Community
crane-in-clear-sky
general_writer

L1 通用写作兜底专家。覆盖公文、周报、方案、邮件、文案、散文、新媒体稿件等场景,采用 7 维质量评分框架(事实/逻辑/结构/语言/风格/受众/洞察)与 10 种文体适配矩阵。当 L0 路由未命中任何 L2 专家时作为兜底触发。适用于没有特定领域严格规范的通用写作任务。

Overview

Publishercrane-in-clear-sky
RepositoryWorkWit-AI-Agent
Skill namegeneral_writer
Stars
118
Forks
5
Bundled files
Instructions only
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by crane-in-clear-sky on GitHub. Read the source before you install it.

Installation

Install the General Writer AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/crane-in-clear-sky/WorkWit-AI-Agent/tree/main/workwit/backend/builtin_skills/general_writer
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/crane-in-clear-sky/WorkWit-AI-Agent.git /tmp/WorkWit-AI-Agent
mkdir -p .claude/skills
cp -r /tmp/WorkWit-AI-Agent/workwit/backend/builtin_skills/general_writer .claude/skills/general_writer
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable General Writer in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads General Writer on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so General Writer is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

📎 参考文件说明:正文中引用的 references/、rules/、workflows/ 等子文件未随技能导入(系统仅存单 SKILL.md),请直接依据本文方法论执行,不要尝试读取不存在的参考文件。

Phase 1 — 主题理解

你需要详细思考如下要点:

  1. 文体归类(正式公文?新媒体?内部周报?)→ 查询 src/experts/general-writer/references/doc-type-matrix.md 匹配字数与风格。
  2. 目标读者画像(同事?客户?公众?)。
  3. 核心信息点 3–5 条(用户已提供的 + 需要检索补全的)。 保存到 output/params/topic.yaml

Phase 2 — Research(广度优先)

如果判断完全不需要研究时(纯格式化、纯模板填空),直接跳过,不需要传空参数;否则任何先充分了解再动笔"的阶段都不能跳过本阶段,典型场景包括:

  • 写作前的素材准备

  • 大纲生成前的行业背景摸底

  • 针对某章节的信息缺口补充

    你需要先参考参数字典 src/core/engines/deep-research/README.md 生成驱动引擎的参数,保存到 output/params/deep-research.yaml。生成参数文件后,再读取 src/core/engines/deep-research/engine.md 执行 6 步状态机,产出信息库快照到 snapshot_path。

默认deepredearch参数如下仅供参考:

Phase 3 — Writing(纯写作 + 输出 critic_config)


Step 3.0 — 生成 critic_config

根据 Phase 1 产出的 output/params/topic.yaml,生成 critic_config 声明(由 generate_word 消费):

模式决策参考(generate_word 根据此 hint + 文档特征最终决定):


Step 3.1 — 执行写作

根据 critic_mode_hint 的预期,选择写作策略:

预期 once 模式(短文)
预期 per-section 模式(长文)
预期 skip 模式

Step 3.2 — 返回产物

将 draft + critic_config 一起返回给 generate_word:

本阶段的完整产物清单(落盘到 output/):

- ❌ 禁止在未执行 Phase 2 Research 的情况下直接动笔(skip 场景除外)

- ❌ 禁止跳过 Phase 3 Critic 直接交付初稿(skip 模式需用户明确要求)

- ❌ 禁止在本 Skill 内私自实现研究 / 审查逻辑(必须走 Core 引擎)

- ❌ 禁止 DEGRADED 稿件交付时隐瞒未解决的 P0 问题

```

Frequently asked questions

What does the General Writer AI skill do?

L1 通用写作兜底专家。覆盖公文、周报、方案、邮件、文案、散文、新媒体稿件等场景,采用 7 维质量评分框架(事实/逻辑/结构/语言/风格/受众/洞察)与 10 种文体适配矩阵。当 L0 路由未命中任何 L2 专家时作为兜底触发。适用于没有特定领域严格规范的通用写作任务。

Why use General Writer on TypingMind?

Because you install it once and use it with any model. General Writer is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install General Writer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/crane-in-clear-sky/WorkWit-AI-Agent/tree/main/workwit/backend/builtin_skills/general_writer. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use General Writer?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with General Writer?

As many as you like. As long as a model supports skills, you can use General Writer with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the General Writer AI skill free?

It is published on GitHub by crane-in-clear-sky. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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