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Install in OpenClaw
/install writing-pipeline
Description
内容再创作管线:输入参考资料 → AI 生成中文初稿 → 人工改稿 → 系统对比学习写作偏好 → 多平台格式输出。 支持自动路由——根据输入材料特征自动匹配最合适的写作风格。
Usage Guidance
This skill mostly does what it says (draft → review → publish) but contains two noteworthy risks: (1) it instructs the agent to modify other 'writing-style' skills after learning from edits, and (2) it orchestrates many helper skills (deepreader, x_search, infographic-gen, etc.) without declaring their credentials or access requirements. Before installing: 1) Confirm you trust the owner/source (unknown here). 2) Verify how the platform enforces user confirmation — ensure the agent cannot auto-confirm updates that modify other skills. 3) Back up the skill directories and any writing-style skills that could be changed. 4) Audit the helper skills (deepreader, x_search, etc.) to see whether they require API keys or have network/exfil behavior. 5) If you allow updates to other skills, require explicit, per-change user approval and maintain an audit log. If you cannot verify those controls, treat this skill as higher risk and consider running it in a restricted environment or refusing permission to modify other skills.
Capability Analysis
Type: OpenClaw Skill
Name: writing-pipeline
Version: 1.0.0
The writing-pipeline skill bundle orchestrates a complex multi-stage workflow involving content generation, style adaptation, and multi-platform publishing. It exhibits high-risk behaviors, specifically the capability to modify other writing-style skill files based on an AI-driven 'Diff-and-Learn' process (detailed in SKILL.md and references/diff-learn.md), which could be targeted by indirect prompt injection. While the logic appears aligned with its stated purpose, the combination of broad file system access, orchestration of numerous external skills, and self-modification of the agent's own skill library warrants a suspicious classification.
Capability Assessment
Purpose & Capability
The skill declares a content re‑writing pipeline and its file layout; most read/write operations (saving references, drafts, metadata) align with that purpose. However, the SKILL.md explicitly instructs the agent — after user confirmation — to 'execute updates' to other writing-style skill files (i.e., modify other skills' files/config). That capability is broader than a pipeline's typical remit and is not reflected in any declared requirements or config paths, creating a privilege/scope mismatch.
Instruction Scope
The instructions perform many filesystem operations (create project dirs, save references and sidecar JSON, copy drafts to final.md, write README.md, output assets). They also instruct using other skills (deepreader, x_search, viewpoint-extractor, infographic-gen, wechat-cover, xiaohongshu-cards, and various writing-style-* skills). Most actions are reasonable for a pipeline, but two items stand out as problematic: (1) the snippet showing an import/use of deepreader_skill (implies executing or importing external code), and (2) the explicit flow to edit other skills' files after diff analysis. The SKILL.md does not constrain or document how those cross-skill modifications are authorized or audited.
Install Mechanism
This is instruction-only with no install spec and no bundled code — lower risk in terms of arbitrary code installation. No external download URLs or install scripts are present.
Credentials
The skill declares no required environment variables or credentials, which is consistent with being an orchestration/instruction-only skill. However, it expects to call multiple helper skills (deepreader, x_search, etc.) that in practice may require API keys or access tokens. The skill does not declare or request those credentials nor does it state who provides them. That omission can lead to surprising behavior if those helper skills prompt for or use credentials.
Persistence & Privilege
always:false is appropriate, but the documented ability to propose and then 'execute corresponding skill file updates' grants this skill potential write/modify access to other skills' code/config. Allowing a skill to programmatically change other skills increases blast radius and should be explicitly authorized, logged, and restricted — none of which is described here.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install writing-pipeline - After installation, invoke the skill by name or use
/writing-pipeline - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
initial publish
Metadata
Frequently Asked Questions
What is Writing Pipeline?
内容再创作管线:输入参考资料 → AI 生成中文初稿 → 人工改稿 → 系统对比学习写作偏好 → 多平台格式输出。 支持自动路由——根据输入材料特征自动匹配最合适的写作风格。 It is an AI Agent Skill for Claude Code / OpenClaw, with 97 downloads so far.
How do I install Writing Pipeline?
Run "/install writing-pipeline" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Writing Pipeline free?
Yes, Writing Pipeline is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Writing Pipeline support?
Writing Pipeline is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Writing Pipeline?
It is built and maintained by shing19 (@shing19); the current version is v1.0.0.
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