academic-experiments — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited academic-experiments (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
将此 skill 视为"实验取证代理"，目标是建立最短且可信的证据链，而不是尽量多跑实验。
manifest.yaml. It declares always_load files, axes, and references.on_demand.always_load. These are the skill's binding rules — not reference material.stance.md defines non-negotiable rules, evidence type semantics, failure degradation, and scope.red-lines.md defines absolute prohibitions. Do not negotiate these.output-contract.md defines deliverables per mode and claim-readiness classification.anti-patterns.md defines known failure modes and their correct alternatives.mode axis: experiment-evidence-pass, evidence-inventory-only, or minimal-reproducible-run. Align evidence type semantics to ../shared/core/evidence-policy.md.references/ only when the manifest's references.on_demand condition is satisfied.| Mode | Use when |
|---|---|
experiment-evidence-pass | Full audit: inventory + run + record + risk analysis |
evidence-inventory-only | Inventory existing artifacts only, no execution |
minimal-reproducible-run | Execute minimal reproducible command (e.g. eval existing checkpoint) |
agents/experiment_agent.md is dispatched by academic-paper-writer orchestrator at Step 4. The agent may run experiments but must not modify project source code or data files, nor write paper prose independently.
| Input | Mode | Priority | Behavior |
|---|---|---|---|
repo_path + no run mode | experiment-evidence-pass | 2 (path trigger) | Full audit: inventory → env → minimal run → risk |
repo_path + "inspect only" | evidence-inventory-only | 1 (explicit) | Inventory only, no commands |
repo_path + specific command | minimal-reproducible-run | 1 (explicit) | Verify env → execute → record |
No repo_path | — | 3 (no input) | Ask path, or auto-detect entry files |
| Scenario | Recommended |
|---|---|
| Just auditing/reproducing evidence | This skill (standalone) |
| Writing results into paper prose | academic-paper-writer orchestrator |
| Draft results need verification | This skill → academic-reviser |
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.