A skill your agent uses to compute summary statistics (count/sum/mean/min/max) from a readings artifact, preserving the upstream source trace.

MITAuto-check passedBusiness, Finance & HR

Install Compute

skills CLI
$ npx skills add s0912758806p/agentic-sop-to-work --skill compute -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install s0912758806p/agentic-sop-to-work compute --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/s0912758806p/agentic-sop-to-work.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/agentic-sop-kit/kit/skills/compute .claude/skills/compute && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
compute
GitHub stars
209
Token cost
~209 tokens
SKILL.md length
47 words
Files
2
Skills in repo
11
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses to compute summary statistics (count/sum/mean/min/max) from a readings artifact, preserving the upstream source trace.

  • Compute summary statistics (count/sum/mean/min/max) from a readings artifact
  • SKILL.md covers 綁定的單一工具, 依賴(完整宣告;缺項明確報錯), 參數化(無硬編碼) and 介面, plus 2 more sections
  • Runs Python scripts from its folder; calls python3
  • Preserving the upstream source trace

What it does

Compute is an agent skill from s0912758806p/agentic-sop-to-work. Use to compute summary statistics (count/sum/mean/min/max) from a readings artifact, preserving the upstream source trace. Single tool. Reusable standalone.

Its SKILL.md is about 210 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `tool.py`).

It sits in Business, Finance & HR, covering Operations and SOPs and Data analysis. It works with Python. The repository describes itself as: Turn human SOPs into deterministic, gated agentic workflows — a Claude Code plugin. The licence is MIT.

When your agent uses it

  • Compute summary statistics (count/sum/mean/min/max) from a readings artifact
  • Preserving the upstream source trace

Example prompts

  • “/compute”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 246d966. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships script files (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Compute loads about 209 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 47 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~209

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from s0912758806p/agentic-sop-to-work at commit 246d966, republished under its MIT licence (© s0912758806p). 47 words, ~209 tokens.

Download SKILL.mdSave it as .claude/skills/compute/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
compute
description
Use to compute summary statistics (count/sum/mean/min/max) from a readings artifact, preserving the upstream source trace. Single tool. Reusable standalone.

Skill B — compute(計算統計)

SOP 流程的第 2 步。讀上游 readings、算統計、透傳來源追溯。

綁定的單一工具

  • python3(標準庫 statistics)。本 skill 只此一個工具。

依賴(完整宣告;缺項明確報錯)

  • python >= 3.8

參數化(無硬編碼)

  • 輸入:--in <readings artifact.json>
  • 輸出:--out <stats artifact.json>

介面

  • 輸入 artifact:readings@1(讀 data.readings[].value)。
  • 輸出 artifact:{"schema":"stats@1","produced_by":"compute","data":{"stats":{count,sum,mean,min,max}},"trace":[...透傳...]}
  • 下游(report)讀 data.stats 與 trace。

執行

python3 skills/compute/tool.py --in <out/a.json> --out <out/b.json>

獨立重用

skills/compute/ + lib/kit.py 可單獨抽出;只要上游給 readings@1 artifact 即可運作。

© s0912758806p, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in plugins/agentic-sop-kit/kit/skills/compute of s0912758806p/agentic-sop-to-work.

  • SKILL.md
  • tool.py

Open the folder on GitHubat commit 246d966

Compare with similar skills

Compute next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Compute compared with similar skills
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Compute this skills0912758806p/agentic-sop-to-work209—~209Automated safety check: PassMIT
Process Mapperalirezarezvani/claude-skills28k—~2.2kAutomated safety check: PassMIT
Audit Swimlane Flowchart Generatornigo81/nigo-skills133—~2.1kAutomated safety check: PassMIT
Excel and CSV Data Analysisbytedance/deer-flow84k4 repos~2.2kAutomated safety check: PassMIT
Neuropixels Data Analysisdavila7/claude-code-templates32k9 repos~2.8kAutomated safety check: PassMIT
Pandas ProJeffallan/claude-skills12k1 repos~1.5kAutomated safety check: PassMIT

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Works with

Questions about Compute

What does Compute do?

A skill your agent uses to compute summary statistics (count/sum/mean/min/max) from a readings artifact, preserving the upstream source trace. Compute is an agent skill from s0912758806p/agentic-sop-to-work. Use to compute summary statistics (count/sum/mean/min/max) from a readings artifact, preserving the upstream source trace.

When should I use Compute?

Compute fits situations like: compute summary statistics (count/sum/mean/min/max) from a readings artifact; preserving the upstream source trace.

How do I install Compute in Claude Code?

Run `npx skills add s0912758806p/agentic-sop-to-work --skill compute -a claude-code`. Or copy the skill folder (plugins/agentic-sop-kit/kit/skills/compute in s0912758806p/agentic-sop-to-work) into .claude/skills/compute in your project. Claude Code loads it when a task matches its description.

How do I install Compute in Codex?

Run `npx skills add s0912758806p/agentic-sop-to-work --skill compute -a codex`. Or copy the skill folder (plugins/agentic-sop-kit/kit/skills/compute in s0912758806p/agentic-sop-to-work) into .agents/skills/compute in your project. Codex loads it when a task matches its description.

Can I use Compute in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add s0912758806p/agentic-sop-to-work --skill compute -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/compute, .gemini/skills/compute, .github/skills/compute and .opencode/skills/compute in your project.

What does Compute need to run?

Going by SKILL.md and its folder, Compute needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Compute access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Compute safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Compute use?

Compute is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Compute use?

About 209 tokens (SKILL.md is roughly 836 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Compute?

Skills that share tags, products or a category with Compute: Process Mapper (alirezarezvani/claude-skills, 28k stars), Audit Swimlane Flowchart Generator (nigo81/nigo-skills, 133 stars), Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars) and Neuropixels Data Analysis (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Compute?

s0912758806p (a GitHub user) maintains it in s0912758806p/agentic-sop-to-work, which has 209 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on September 8, 2026.

Source: s0912758806p/agentic-sop-to-work on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.