Agent skill · Audited from source
Novelty Matrix
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 `paper-review` needs overlap/delta positioning against provided related work.
Cite
Cite this page
ModelsAtlas. “Novelty Matrix (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/novelty-matrix
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/novelty-matrixThe 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 `paper-review` needs overlap/delta positioning against provided related work.
--- name: novelty-matrix description: "Use when `paper-review` needs overlap/delta positioning against provided related work." --- # Novelty Matrix ## Triggers & routing - **Trigger**: novelty matrix, prior-work matrix, overlap/delta, 相关工作对比, 新颖性矩阵. - **Use when**: `paper-review` 中评估 novelty/positioning,需要把贡献与相关工作逐项对齐并写出差异点证据。 Transforms a claim ledger plus related-work surface into a novelty positioning table for `paper-review`. ## Input Required: - `output/CLAIMS.md` Optional: - manuscript reference list - user-provided related work list ## Output - `output/NOVELTY_MATRIX.md` - `output/NOVELTY_MATRIX.tsv` (`review-novelty-row.v1`) ## Contract Each matrix row must expose: - claim - closest related work - overlap - delta - evidence note ## Script boundary `scripts/run.py` should: - extract candidate related works from available sources - generate stable overlap/delta rows - write a table-shaped artifact Keep matching heuristics and markdown rendering in shared tooling. ## Acceptance - output exists - includes at least one row per claim - includes at least three unique related works across the matrix - if fewer than three related works are available, preserve that limitation in the artifact and block Completion so the user can provide a reference surface - TSV rows preserve `claim_id`, overlap, delta, and evidence as separate fields ## Non-goals - final novelty judgment prose - retrieval of a new literature corpus
Excerpt, first 1,455 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 Novelty Matrix
What does the Novelty Matrix skill do?
Is Novelty Matrix safe to install?
What can Novelty Matrix 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 Novelty Matrix skill do?
- Is Novelty Matrix safe to install?
- What can Novelty Matrix access on my machine?