Agent skill · Audited from source
Concept Graph
skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 19 Oct 2026 · source 81994516a430
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 an approved tutorial spec exists and the run needs a deterministic prerequisite graph before module planning.
Cite
Cite this page
ModelsAtlas. “Concept Graph (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/concept-graph
Trust audit
Audit 0.4.1 · source read 19 Oct 2026
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
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | WARN | 2 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | PASS | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass, no license.
Findings (2)
MEDIUMInventory / provenanceinv.symlink · .claude/skills
.claude/skills
- Why
- link not followed
- Fix
- —
LOWInventory / provenanceinv.no_license
- Why
- no LICENSE file and no repo licence
- Fix
- add a licence
Audit 0.4.1 · source sha 81994516a430 · 19 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/concept-graphThe 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 14 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 an approved tutorial spec exists and the run needs a deterministic prerequisite graph before module planning.
---
name: concept-graph
description: "Use when an approved tutorial spec exists and the run needs a deterministic prerequisite graph before module planning."
---
# Concept Graph
## Triggers & routing
- **Trigger**: concept graph, prerequisite graph, dependency graph, 概念图, 先修关系.
- **Use when**: `source-tutorial` 的 C2,已有 `output/TUTORIAL_SPEC.md`,需要把教程概念转成可排序的 DAG。
- **Skip if**: 还没有 tutorial spec。
- **Network**: none.
- **Guardrail**: 只做结构,不写 reader-facing prose;图必须保持无环。
Materializes the tutorial spec's structured concept inventory into `outline/concept_graph.yml`.
## Input
- `output/TUTORIAL_SPEC.md`
## Output
- `outline/concept_graph.yml`
## Contract
The graph must contain:
- `nodes`: `{id, title, summary, source_ids, objective_refs}`
- `edges`: `{from, to}` meaning prerequisite order
## Script boundary
`scripts/run.py` should:
- load structured spec data
- emit stable node ids and prerequisite edges
- fail if the result would be cyclic or empty
Do not duplicate spec-parsing heuristics in multiple places; keep them in shared tutorial tooling.
## Acceptance
- `outline/concept_graph.yml` exists
- all nodes have stable ids
- the graph is a DAG
## Non-goals
- module clustering
- exercise generation
- tutorial proseExcerpt, first 1,249 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
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
- ✓SAFE B 89 / 100
first audit · source
81994516a430
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Questions about Concept Graph
What does the Concept Graph skill do?
Is Concept Graph safe to install?
What can Concept Graph access on my machine?
How current is this page?
Sources
- github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.c — the audited source at commit 81994516a430 and every finding aboveObserved · 19 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Concept Graph skill do?
- Is Concept Graph safe to install?
- What can Concept Graph access on my machine?