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Agent Orchestration
Skill

/extract

Use to extract numeric readings (key: value lines) from a plain-text input into a structured readings artifact with source-location trace. Single tool. Reusable standalone.

BOOST
From plugin
agentic-sop-to-work
20911 skills4 commands
Install
$ npx -y skills add s0912758806p/agentic-sop-to-work --skill extract --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/extract

Context preview

The summary Claude sees to decide when to auto-load this skill.

Use to extract numeric readings (key: value lines) from a plain-text input into a structured readings artifact with source-location trace. Single tool. Reusable standalone.

SKILL.md

extract.SKILL.md
name: extract
description: Use to extract numeric readings (key: value lines) from a plain-text input into a structured readings artifact with source-location trace. Single tool. Reusable standalone.

Skill A — extract(抽取讀數)

SOP 流程的第 1 步。把文字輸入中的 `key: number`(或 `key = number`)抽成結構化 readings。

綁定的單一工具

  • `python3`(標準庫;正規表示式 `re`)。**本 skill 只宣告/使用這一個工具。**

依賴(完整宣告;缺項由 `kit.require_deps` 明確報錯,非靜默失敗)

  • `python` >= 3.8

參數化(無硬編碼專案值)

  • 輸入:`--in <text 檔>`(任意路徑,由編排層/呼叫端提供)
  • 輸出:`--out <artifact.json>`

介面(與上下游 skill 的資料格式)

  • **輸入**:純文字(每行 `key: number`)。
  • **輸出 artifact**:`{"schema":"readings@1","produced_by":"extract","data":{"readings":[{"key","value"}]},"trace":[{"value","source","locator"}]}`
  • 下游(compute)讀 `data.readings`。

執行

`python3 skills/extract/tool.py --in <input.txt> --out <out/a.json>`

獨立重用

本目錄(`skills/extract/`)+ `lib/kit.py` 可單獨抽出放到別專案;無專案專屬硬編碼,依 `--in/--out` 即可運作。

Ships withagentic-sop-to-work

Loop Engineering — make an agent's loop produce verifiable progress, stay honest, and stay bounded, by deterministic mechanism rather than vibes.

Get the whole plugin

Other skills on agentic-sop-to-work.