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Agent skill · Audited from source

Tutorial Context Pack

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
InstallView source on GitHub ↗

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 module planning and source coverage are done and the run needs writer-ready per-module packs.

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Cite this page

ModelsAtlas. “Tutorial Context Pack (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/tutorial-context-pack

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/tutorial-context-packThe 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 module planning and source coverage are done and the run needs writer-ready per-module packs.

---
name: tutorial-context-pack
description: "Use when module planning and source coverage are done and the run needs writer-ready per-module packs."
---

# Tutorial Context Pack

## Triggers & routing

- **Trigger**: tutorial context pack, module pack, writer pack, 教程上下文包, 模块写作包.
- **Use when**: `source-tutorial` 的 C2,已有 module plan + source coverage,需要组织成稳定写作输入。
- **Skip if**: module/source coverage 还没完成。
- **Network**: none.
- **Guardrail**: 只整理上下文,不直接写教程正文。


Combines module structure, source coverage, and source snippets into one deterministic JSONL pack per module.

## Inputs

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

## Output

- `outline/tutorial_context_packs.jsonl`

## Contract

Each pack must include:
- `module_id`
- `title`
- `objective`
- `core_concepts`
- `exercise_seed`
- `source_snippets`

## Script boundary

`scripts/run.py` should:
- read the current module plan and coverage file
- select source snippets per module
- write one stable pack per module

Keep snippet ranking and pack synthesis in shared tutorial tooling rather than in the thin wrapper script.

## Acceptance

- one pack per module
- every pack has `module_id` and `objective`
- every pack includes actual source-backed snippets

## Non-goals

- final tutorial prose
- PDF/slides delivery

Excerpt, first 1,334 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

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Questions about Tutorial Context Pack

What does the Tutorial Context Pack 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 Tutorial Context Pack 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 Tutorial Context Pack 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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