pylabrobot
No security findings. Scanned 1 time, most recently 2026-10-21.
Second scanner: NVIDIA SkillSpector
Independent static run, no language model, over the same files as the Cisco scan above. How the two scanners compare across the whole corpus: Two scanners, one corpus.
What this skill does
Develops and reviews PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device integrations. Supports PyLabRobot protocols and API questions; keep physical execution behind an explicit operator safety gate.
- Package
- 16 files, 117 KB
- SKILL.md
- 1254 words, 11 sections
- Code
- Python (7)
- Allowed tools
ReadWriteEditBash- License
- MIT
- Compatibility
- Verified against PyLabRobot 0.2.2 on Python 3.9+. Bundled planning CLIs require only Python 3.11+ and make no serial, USB, or network connections. Physical devices need model-specific extras, configuration, calibration, and trained operator approval.
SKILL.md covers: PyLabRobot · Verified snapshot · Non-negotiable hardware boundary · Required intake · Reproducible install · Offline-first workflow · Verified software-only example · API rules that prevent stale code · References · Dated upstream sources · Citing Scientific Agent Skills
Findings
No findings. SAFE
What is in the package
| File | Kind | Size |
|---|---|---|
SKILL.md | doc | 12 KB |
assets/protocol-manifest.schema.json | config | 7.9 KB |
references/analytical-equipment.md | doc | 7.3 KB |
references/hardware-backends.md | doc | 7.5 KB |
references/liquid-handling.md | doc | 8.7 KB |
references/material-handling.md | doc | 8.4 KB |
references/resources.md | doc | 9.1 KB |
references/review.md | doc | 6.3 KB |
references/visualization.md | doc | 6.5 KB |
scripts/__init__.py | script | 72 B |
scripts/_common.py | script | 27 KB |
scripts/check_deck_geometry.py | script | 1.3 KB |
scripts/generate_simulation_plan.py | script | 4.7 KB |
scripts/inspect_backends.py | script | 7.3 KB |
scripts/plan_transfers.py | script | 1.5 KB |
scripts/validate_manifest.py | script | 1.4 KB |
External hosts referenced
docs.pylabrobot.org pypi.org github.com arxiv.org docs.opentrons.com api.github.com doi.org export.arxiv.org json-schema.org
Hostnames that appear in the skill's files. Referencing a host is not a finding; compare against the findings above and the skill's stated purpose.
Package contents recorded 2026-10-22 at commit 593377bb0487. The scan above ran against the version current at scan time; the two can differ if the skill has since been updated.
What we checked
- Static analyzer. Pattern rules over SKILL.md and bundled files: known-bad commands, exfiltration URLs, secrets, obfuscation.
- Bytecode analyzer.
- Pipeline analyzer.
- Correlation analyzer.
- Behavioral analyzer. Checks what the skill asks the agent to do against what its description claims it does.
- Trigger analyzer. Looks for instructions that fire on conditions the user did not ask for.
What we did not check
- Runtime behaviour. The skill was not executed; findings come from reading its files.
- Anything fetched at install or run time, including remote scripts, package dependencies, and URLs the skill tells the agent to open.
- Content the analyzers cannot read: images, binaries, and some non-English text.
- Known scanner bypass classes. See the methodology and limitations page.
Sources
- Repository: https://github.com/K-Dense-AI/scientific-agent-skills
- Raw scan result: skills-pylabrobot-scan.json
- Badge for your README:
 - Request a re-scan