Agent skill · Audited from source
Deliverable Selfloop
skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 14 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: Score an existing reader-facing deliverable and emit a deterministic PASS/FAIL scorecard plus bounded repair plan; use after synthesis, not to rewrite content.
Cite
Cite this page
ModelsAtlas. “Deliverable Selfloop (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/deliverable-selfloop
Trust audit
Audit 0.4.1 · source read 14 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 · 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/deliverable-selfloopThe 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: Score an existing reader-facing deliverable and emit a deterministic PASS/FAIL scorecard plus bounded repair plan; use after synthesis, not to rewrite content.
--- name: deliverable-selfloop description: Score an existing reader-facing deliverable and emit a deterministic PASS/FAIL scorecard plus bounded repair plan; use after synthesis, not to rewrite content. --- # Deliverable Self-Loop Runs the final quality gate for a reader-facing deliverable and always writes a PASS/FAIL report. ## Inputs Primary input depends on the active pipeline contract: - brief deliverable - paper-review deliverable - evidence-review deliverable - idea memo bundle - tutorial deliverable ## Output - `output/DELIVERABLE_SELFLOOP_TODO.md` - for `research-brief`: `output/BRIEF_SCORECARD.md` and `output/BRIEF_SCORECARD.json` - for `paper-review`: `output/REVIEW_SCORECARD.md` and `output/REVIEW_SCORECARD.json` - for `idea-brainstorm`: `output/IDEA_SCORECARD.md` and `output/IDEA_SCORECARD.json` - for `evidence-review`: `output/EVIDENCE_SCORECARD.md` and `output/EVIDENCE_SCORECARD.json` ## Dispatch rule The gate should dispatch by pipeline contract first: - `quality_contract.deliverable_kind` Only fall back to legacy profile-name checks when contract metadata is missing. ## Script boundary `scripts/run.py` should: - detect the active deliverable contract - run the matching evaluator - always write a report It should not mutate the deliverable itself. ## Acceptance - report exists - report contains `- Status: PASS` or `- Status: FAIL` - PASS only when the active deliverable satisfies its minimum section / artifact contract - `research-brief` additionally requires valid core-set pointers and the configured score threshold - `paper-review` additionally requires the configured score threshold and all critical rubric dimensions - `idea-brainstorm` additionally requires traceable anchors, actionable lead directions, and the configured score threshold - `evidence-review` additionally requires clause-linked screening, complete extraction rows, synthesis pointers, and the configured score threshold ## Non-goals - rewriting the deliverable - choosing upstream fixes beyond pointing to the missing contract items
Excerpt, first 2,065 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 Deliverable Selfloop
What does the Deliverable Selfloop skill do?
Is Deliverable Selfloop safe to install?
What can Deliverable Selfloop 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 · 14 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 Deliverable Selfloop skill do?
- Is Deliverable Selfloop safe to install?
- What can Deliverable Selfloop access on my machine?