Agent skill

Module Source Coverage

by WILLOSCAR in WILLOSCAR/research-units-pipeline-skills

A skill your agent uses when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

No licenceAuto-check passedBusiness, Finance & HR

Install Module Source Coverage

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill module-source-coverage -a claude-code

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills module-source-coverage --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/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/module-source-coverage .claude/skills/module-source-coverage && 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
module-source-coverage
GitHub stars
513
Token cost
~471 tokens
SKILL.md length
190 words
Files
2 (incl. scripts)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

  • A tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose
  • SKILL.md covers Triggers & routing, Inputs, Output and Contract, plus 3 more sections
  • Runs Python scripts from its folder

What it does

Module Source Coverage is an agent skill from WILLOSCAR/research-units-pipeline-skills. Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

Its SKILL.md is about 470 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).

It sits in Business, Finance & HR. The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…

When your agent uses it

  • A tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose

Example prompts

  • “/module-source-coverage”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit c92912a. 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 1 file in scripts/ (Python), which the agent can run.

    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

Module Source Coverage loads about 471 tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 190 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~35
When it runs · the whole SKILL.md, loaded when a task matches
~471

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 190 words (~471 tokens).

“Builds outline/source_coverage.jsonl, one coverage record per module.”

— opening of SKILL.md by WILLOSCAR
name
module-source-coverage

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in .codex/skills/module-source-coverage of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Module Source Coverage 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.

Module Source Coverage compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Module Source Coverage this skillWILLOSCAR/research-units-pipeline-skills513—~471Automated safety check: PassNone
Technical Analysttradermonty/claude-trading-skills3k5 repos~4.6kAutomated safety check: PassMIT
Creating Financial ModelsChen-zexi/open-ptc-agent7294 repos~1.3kAutomated safety check: PassMIT
Stock APIzhangxiangliang/stock-api2k—~507Automated safety check: PassMIT
Theme Detectortradermonty/claude-trading-skills3k2 repos~4.9kAutomated safety check: PassMIT
Itr Walakaranb192/itr-wala871—~3.6kAutomated safety check: PassMIT

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Questions about Module Source Coverage

What does Module Source Coverage do?

A skill your agent uses when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose. Module Source Coverage is an agent skill from WILLOSCAR/research-units-pipeline-skills. Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

When should I use Module Source Coverage?

Module Source Coverage fits situations like: A tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

How do I install Module Source Coverage in Claude Code?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill module-source-coverage -a claude-code`. Or copy the skill folder (.codex/skills/module-source-coverage in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/module-source-coverage in your project. Claude Code loads it when a task matches its description.

How do I install Module Source Coverage in Codex?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill module-source-coverage -a codex`. Or copy the skill folder (.codex/skills/module-source-coverage in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/module-source-coverage in your project. Codex loads it when a task matches its description.

Can I use Module Source Coverage 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 WILLOSCAR/research-units-pipeline-skills --skill module-source-coverage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/module-source-coverage, .gemini/skills/module-source-coverage, .github/skills/module-source-coverage and .opencode/skills/module-source-coverage in your project.

What does Module Source Coverage need to run?

Going by SKILL.md and its folder, Module Source Coverage needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Module Source Coverage 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 Module Source Coverage 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Module Source Coverage use?

No licence was found for Module Source Coverage or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Module Source Coverage use?

About 471 tokens (SKILL.md is roughly 1.9k 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 Module Source Coverage?

Skills that share tags, products or a category with Module Source Coverage: Technical Analyst (tradermonty/claude-trading-skills, 3k stars), Creating Financial Models (Chen-zexi/open-ptc-agent, 729 stars), Stock API (zhangxiangliang/stock-api, 2k stars) and Theme Detector (tradermonty/claude-trading-skills, 3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Module Source Coverage?

WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.

Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.