MCPInstall

wewrite-stats

WeWrite 数据复盘模块:拉取微信公众号文章的阅读/分享/点赞数据,回填历史记录并给出 选题、标题、框架的调整建议。 触发关键词:看看文章数据、文章数据怎么样、效果复盘、看看表现、阅读量怎么样。 需要公众号/WeWrite 上下文;不应被通用的"数据分析"触发。

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/imraywang/wewrite --skill wewrite-stats
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads wewrite-stats automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

wewrite-stats — 文章数据复盘

运行约定

  • CLI:确定性操作走 wewrite 命令(需在 PATH;缺失则引导 uv tool install wewrite,或在仓库里 bash install.sh)。
  • {home}:用户状态目录 = $WEWRITE_HOME 或 ~/.wewrite(wewrite home 可查)。config/style/history/playbook/output/exemplars 全在 {home},不在仓库;references 文档中的状态路径同此约定。
  • 读取: <路径> = 用文件读取工具真实读完该文件再继续,不是注释。
  • references/:本 skill 自带 {skill_dir}/references/;references 文档内的 {skill_dir} 即本 skill 目录。

执行

读取: {skill_dir}/references/effect-review.md

按其流程执行:fetch_stats.py --days 7 拉数据 → 匹配并回填 history.yaml 的 stats 字段 → 分析最好/最差表现及原因 → 给出后续选题/标题/框架的调整建议。

前置:需要 config.yaml 里的微信 API 凭证。缺凭证 → 告知用户"数据复盘需要配置 公众号 API(config.yaml),当前只能基于 history.yaml 已有记录做定性分析",然后就 history.yaml 现有内容能分析多少分析多少。刚发布的文章 → 告知等 24h 后再看。

下游影响:回填的 stats 会被选题模块(wewrite-topic)读取——哪种框架/增强策略 表现好会加权到下次推荐。这是数据闭环的一半,另一半是 wewrite-learn 的改稿飞轮。

FAQ

What does the wewrite-stats skill do?

WeWrite 数据复盘模块:拉取微信公众号文章的阅读/分享/点赞数据,回填历史记录并给出 选题、标题、框架的调整建议。 触发关键词:看看文章数据、文章数据怎么样、效果复盘、看看表现、阅读量怎么样。 需要公众号/WeWrite 上下文;不应被通用的"数据分析"触发。

How do I install wewrite-stats?

Run npx skills add https://github.com/imraywang/wewrite --skill wewrite-stats in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/wewrite-stats/ (personal) or .claude/skills/wewrite-stats/ (project).

Which AI agents can use wewrite-stats?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is wewrite-stats safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains wewrite-stats?

It is published by imraywang in imraywang/wewrite. It has 134 recorded installs.

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