Agent skill · Audited from source
Source Ingest
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 observed filesystem and network access and no hard-coded secrets. What it does: Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
Cite
Cite this page
ModelsAtlas. “Source Ingest (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/source-ingest
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
- FilesystemDeclared1 observation
- NetworkDeclared5 observations
- 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/source-ingestThe 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: Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
--- name: source-ingest description: "Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts." --- # Source Ingest ## Triggers & routing - **Trigger**: source ingest, ingest sources, normalize tutorial sources, 网页抽取, 资料归一化. - **Use when**: `source-tutorial` 的 C1,需要把 `sources/manifest.yml` 中的网页/PDF/repo/docs 变成可追溯文本。 - **Skip if**: source manifest 还没定,或来源尚未确认。 - **Network**: required for remote URLs. - **Guardrail**: 只把成功抽取的内容当作有效 source;失败来源必须落盘记录,不能默默忽略。 Goal: normalize mixed source inputs into local tutorial-ready text while preserving provenance. ## Inputs - `sources/manifest.yml` ## Outputs - `sources/index.jsonl` - `sources/provenance.jsonl` ## Supported kinds - `webpage` - `pdf` - `markdown` - `repo` - `docs_site` - `video` ## Behavior - Accept local file paths or remote URLs from `sources/manifest.yml`. - For `video`, use transcript-first ingestion: - provided `transcript_locator` - Bilibili subtitles when available - otherwise fail clearly instead of pretending the watch page is usable text - Plain YouTube/Bilibili watch pages should not be modeled as `kind: webpage`. - Continue past optional-source failures and record warnings. - Fail closed when any source marked `required: true` cannot be ingested. ## Script ### Quick Start - `uv run python .codex/skills/source-ingest/scripts/run.py --workspace <workspace>` ### All Options - `--workspace <dir>` (required) - `--unit-id <U###>` - `--inputs <semicolon-separated>` - `--outputs <semicolon-separated>` - `--checkpoint <C#>` ### Examples - Ingest all listed sources: - `uv run python .codex/skills/source-ingest/scripts/run.py --workspace <workspace>` ## Troubleshooting ### Issue: repo or docs site ingests too much noise **Fix**: - Narrow the manifest to the most relevant docs root or replace the source with a specific docs page.
Excerpt, first 1,877 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 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/source-ingest/)
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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Add this badge to your README
[](https://modelsatlas.com/skills/willoscar/source-ingest/)
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Questions about Source Ingest
What does the Source Ingest skill do?
Is Source Ingest safe to install?
What can Source Ingest access on my machine?
Which assistants does Source Ingest work with?
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 Source Ingest skill do?
- Is Source Ingest safe to install?
- What can Source Ingest access on my machine?