Agent skill · Audited from source
Source Manifest
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: Build or validate the source manifest for the source-tutorial pipeline from user-provided URLs/files.
Cite
Cite this page
ModelsAtlas. “Source Manifest (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/source-manifest
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/source-manifestThe 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: Build or validate the source manifest for the source-tutorial pipeline from user-provided URLs/files.
--- name: source-manifest description: "Build or validate the source manifest for the source-tutorial pipeline from user-provided URLs/files." --- # Source Manifest ## Triggers & routing - **Trigger**: source manifest, sources list, tutorial sources, url list, 资料清单, 教程来源. - **Use when**: `source-tutorial` 的 C1,需要把多源输入落成统一的 `sources/manifest.yml`,并在内容不完整时显式阻塞。 - **Skip if**: 已经有完整且经过确认的 `sources/manifest.yml`。 - **Network**: none. - **Guardrail**: 不要伪造来源;manifest 不完整时应返回 BLOCKED,而不是假装完成。 Goal: collect the source candidates for `source-tutorial` into one explicit manifest before ingest starts. ## Inputs - `GOAL.md` - `DECISIONS.md` ## Outputs - `sources/manifest.yml` ## Workflow 1. Read `GOAL.md` and any existing `DECISIONS.md` notes to understand what kinds of sources the tutorial is expected to use. 2. If `sources/manifest.yml` does not exist, scaffold it with a minimal example. 2. Validate that each source has: - `source_id` - `kind` - `locator` - `label` - for `kind: video`, prefer `transcript_locator` unless the platform exposes public subtitles 3. Reject placeholder/example-only manifests. 4. Return success only when at least one real source exists. ## Accepted `kind` - `webpage` - `pdf` - `markdown` - `repo` - `docs_site` - `video` For `video`: - preferred: add `transcript_locator` - Bilibili may succeed from public subtitles when available - YouTube should currently be paired with `transcript_locator` ## Script ### Quick Start - `uv run python .codex/skills/source-manifest/scripts/run.py --workspace <workspace>` ### All Options - `--workspace <dir>` (required) - `--unit-id <U###>` - `--inputs <semicolon-separated>` - `--outputs <semicolon-separated>` - `--checkpoint <C#>` ### Examples - Scaffold or validate the manifest: - `uv run python .codex/skills/source-manifest/scripts/run.py --workspace <workspace>` ## Troubleshooting ### Issue: the unit keeps blocking after scaffold **Cause**: - The manifest still contains example placeholders. **Fix**: - Replace the scaffold entry with real URLs or local file paths, then rerun the unit.
Excerpt, first 2,112 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-manifest/)
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
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Questions about Source Manifest
What does the Source Manifest skill do?
Is Source Manifest safe to install?
What can Source Manifest 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 · 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 Manifest skill do?
- Is Source Manifest safe to install?
- What can Source Manifest access on my machine?