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Agent skill · Audited from source

Module Source Coverage

skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 14 Oct 2026 · source 81994516a430

★ 514pushed 9 days ago
✓SAFEGrade B · 89/100 · 14 Oct 2026 · 8199451
514repo stars · whole WILLOSCAR/research-units-pipeline-skills

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 81994516a430 and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

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Cite this page

ModelsAtlas. “Module Source Coverage (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/module-source-coverage

Trust audit

Audit 0.4.1 · source read 14 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high1 medium1 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityWARN2
L1 Static sourceSecrets, path traversal, supply chain, hidden codePASS0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass, no license.

Findings (2)

LOWInventory / provenanceinv.no_license
F-13 Inventory / provenanceCWE-1104Layer L0
Why
no LICENSE file and no repo licence
Fix
add a licence

Audit 0.4.1 · source sha 81994516a430 · 14 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • PublisherWILLOSCAR GitHub userOwner of the repository this skill is read from
  • Source folderWILLOSCAR/research-units-pipeline-skills/.codex/skills/module-source-coverageThe exact folder we audited
  • LicenceNot declaredAs the repository states it
  • Commit pinned for this verdict81994516a430A new audit runs when the source changes
  • Repository statusNot archivedLast push 9 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

---
name: module-source-coverage
description: "Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose."
---

# Module Source Coverage

## Triggers & routing

- **Trigger**: module coverage, source coverage, tutorial grounding, 模块覆盖, 来源覆盖.
- **Use when**: `source-tutorial` 的 C2,已有 `outline/module_plan.yml`,需要确认每个模块都能回指到 sources。
- **Skip if**: module plan 或 source ingest 不完整。
- **Network**: none.
- **Guardrail**: 只做 grounding audit,不写教程正文。


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

## Inputs

- `outline/module_plan.yml`
- `sources/index.jsonl`
- `sources/provenance.jsonl`

## Output

- `outline/source_coverage.jsonl`

## Contract

Each module record must include:
- `module_id`
- `module_title`
- `source_ids` and/or explicit `gaps`

Plus exactly one corpus-reconciliation record (`record_type: corpus_reconciliation`,
no `module_id`) listing `ingested_source_ids`, `attributed_source_ids`, and
`unused_source_ids`, with an explicit `gaps` entry whenever a source was ingested
but used by no module. A per-module audit alone cannot surface a source that
contributed to zero modules, so this record keeps an unused source explicit
instead of silently dropped.

## Script boundary

`scripts/run.py` should:
- score module-to-source relevance
- choose a small source set per module
- record explicit grounding gaps when coverage is weak
- append the corpus-reconciliation record so unused ingested sources are flagged

Keep text matching and snippet scoring in shared tutorial tooling, not in the wrapper.

## Acceptance

- `outline/source_coverage.jsonl` exists
- every module appears exactly once
- exactly one `corpus_reconciliation` record accounts for every ingested source
- missing grounding is explicit instead of silent

## Non-goals

- context pack assembly
- tutorial prose

Excerpt, first 1,880 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 8199451

Download folder ↗
git clone https://github.com/WILLOSCAR/research-units-pipeline-skills
git -C research-units-pipeline-skills checkout 81994516a430

The author documents no install command, so this uses the repository directly. Our verdict covers commit 81994516a430 only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 81994516a430

Questions about Module Source Coverage

What does the Module Source Coverage skill do?
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
Is Module Source Coverage safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Module Source Coverage access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (81994516a430), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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