Agent skill · Audited from source
Argument Selfloop
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: Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge.
Cite
Cite this page
ModelsAtlas. “Argument Selfloop (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/argument-selfloop
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/argument-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 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: Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge.
--- name: argument-selfloop description: "Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge." --- # Argument Snapshot ## Triggers & routing - **Trigger**: argument snapshot, section ledger, consistency contract, final section manifest, 论证快照, 一致性契约. - **Use when**: section-level mutations are complete and the merge needs a current argument ledger plus content hashes. Create the final C5 snapshot consumed by merge and later audit. Despite the historical Skill name, the current implementation is not an autonomous rewrite loop. It reads the final H3 files, assigns bounded structural move labels, writes a compact consistency contract, refreshes section hashes, and fails when required prose is absent or too thin. ## Position In The Workflow ```text section writing -> style and numeric hygiene -> logic polish -> paragraph compaction -> argument snapshot -> optional transitions -> merge ``` Running the snapshot after every section mutator prevents the ledger and manifest from describing an earlier draft. ## Inputs - `sections/` - `outline/outline.yml` - `queries.md` - `output/PARAGRAPH_CURATION_REPORT.md` ## Outputs - `output/ARGUMENT_SELFLOOP_TODO.md` - `output/SECTION_ARGUMENT_SUMMARIES.jsonl` - `output/ARGUMENT_SKELETON.md` - refreshed `sections/sections_manifest.jsonl` `SECTION_ARGUMENT_SUMMARIES.jsonl` contains one record per expected H3 and one record per paragraph. Current move labels are deterministic signals drawn from: ```text setup, thesis, contrast, evidence, evaluation, limitation, synthesis, takeaway ``` They make section shape inspectable; they do not prove that an argument is scientifically valid. `ARGUMENT_SKELETON.md` contains a `## Consistency Contract` and a chapter-level map. It is a writer-facing audit artifact, never reader-facing paper content. ## PASS Contract - every expected H3 exists; - every H3 meets the profile paragraph floor; - each paragraph has at least one allowed move; - `ARGUMENT_SKELETON.md` contains `## Consistency Contract`; - `sections_manifest.jsonl` carries current `bytes` and `sha256` values. On FAIL, inspect `ARGUMENT_SELFLOOP_TODO.md` and route the named section back to its writer or evidence owner. This Skill does not apply the repair itself. ## Run ```bash uv run python .codex/skills/argument-selfloop/scripts/run.py \ --workspace workspaces/<name> ``` Optional runner fields are `--unit-id`, `--inputs`, `--outputs`, and `--checkpoint`.
Excerpt, first 2,511 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
uv run python .codex/skills/argument-selfloop/scripts/run.py \
git clone https://github.com/WILLOSCAR/research-units-pipeline-skills git -C research-units-pipeline-skills checkout 81994516a430
Commands as the repository documents them: shown, never run by us. Our verdict covers commit 81994516a430 only.
Works in which agents?
What its own text says, not a test
| Agent | Status | More |
|---|---|---|
| Codex | Mentioned in its text, not tested | Skills for Codex · About Codex |
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
81994516a430
README badge
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/willoscar/argument-selfloop/)
The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.
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Questions about Argument Selfloop
What does the Argument Selfloop skill do?
Is Argument Selfloop safe to install?
What can Argument Selfloop access on my machine?
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Sources
- github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.c — the audited source at commit 81994516a430 and every finding aboveObserved · 19 Oct 2026
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Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Argument Selfloop skill do?
- Is Argument Selfloop safe to install?
- What can Argument Selfloop access on my machine?