Agent skill · Audited from source
awesome-human-distillation
skill · mliu98/awesome-human-distillationLicence not declaredAudited 28 Oct 2026 · source 503d85b1697f
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 503d85b1697f and observed network access and no hard-coded secrets. What it does: A curated catalog of human distillliation agent skills
Cite
Cite this page
ModelsAtlas. “awesome-human-distillation (mliu98/awesome-human-distillation)”. Retrieved 28 Oct 2026. https://modelsatlas.com/skills/mliu98/awesome-human-distillation
Trust audit
Audit 0.4.1 · source read 28 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- 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 | PASS | 1 |
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 | WARN | 1 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass, no license.
Findings (2)
MEDIUMInventory / provenanceskill.no_skill_md
- Why
- no SKILL.md at the audited path
- Fix
- a skill without its instruction file cannot be reviewed as one
LOWInventory / provenanceinv.no_license
- Why
- no LICENSE file and no repo licence
- Fix
- add a licence
Audit 0.4.1 · source sha 503d85b1697f · 28 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publishermliu98 GitHub userOwner of the repository this skill is read from
- Source foldermliu98/awesome-human-distillationThe exact folder we audited
- LicenceNot declaredAs the repository states it
- Commit pinned for this verdict503d85b1697fA new audit runs when the source changes
- Repository statusNot archivedPushed today
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗We did not capture a SKILL.md for this skill, so there is no instruction text to quote here.
Install
Pinned to the audited commit 503d85b
git clone https://github.com/mliu98/awesome-human-distillation git -C awesome-human-distillation checkout 503d85b1697f
The author documents no install command, so this uses the repository directly. Our verdict covers commit 503d85b1697f only.
Works in which agents?
What its own text says, not a test
| Agent | Status | More |
|---|---|---|
| Claude Code | Mentioned in its text, not tested | Skills for Claude Code · About Claude Code |
| Codex | Mentioned in its text, not tested | Skills for Codex · About Codex |
| GitHub Copilot | Mentioned in its text, not tested | Skills for GitHub Copilot · About GitHub Copilot |
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
503d85b1697f
README badge
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/mliu98/awesome-human-distillation/)
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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<a href="https://modelsatlas.com/skills/mliu98/awesome-human-distillation/"><img src="https://modelsatlas.com/skills/mliu98/awesome-human-distillation/badge.svg" alt="ModelsAtlas: SAFE B"></a>
Questions about awesome-human-distillation
What does the awesome-human-distillation skill do?
Is awesome-human-distillation safe to install?
What can awesome-human-distillation access on my machine?
Which assistants does awesome-human-distillation work with?
How current is this page?
Sources
- github.com/mliu98/awesome-human-distillation — the audited source at commit 503d85b1697f and every finding aboveObserved · 28 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 awesome-human-distillation skill do?
- Is awesome-human-distillation safe to install?
- What can awesome-human-distillation access on my machine?