Skill audit report
Owns the iteration loop on top of an ML workspace: the `journal/JOURNAL.md` index and the per-experiment `journal/NN_short_name.md` design notes that must be drafted and approved by the user **before** `experiments/NN_short_name.py` is created. Drives the propose → iterate → approve → implement → record loop; dispatches to `iterate-from-skore` / `iterate-from-user` for sourcing. TRIGGER — any of: - A session opens in an ML workspace (whether or not `journal/` exists yet — missing/placeholder → bootstrap mode). - User says "what's next", "resume", "where were we", "let's iterate", "propose next", "first baseline". - About to create a new `experiments/NN_*.py` (the matching `journal/NN_*.md` must exist and be approved first). - User wants to record an outcome from a finished run. - User asks to compare past experiments or review what's been tried ("compare X and Y", "where are we?"). SKIP when: no `journal/` yet AND no workspace scaffold (route to `organize-ml-workspace`); the work is me
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
INFO62
122 GitHub stars
Stars/forks activity
WARN51
122 stars, 8 forks; issue activity unavailable in current metadata
Recent maintenance
PASS100
22d since push
License clarity
PASS86
BSD-3-Clause
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
INFO64
credential or environment access, network or browser surface
Install availability
PASS92
npx skills add probabl-ai/skills --skill iterate-ml-experiment
Install command safety
PASS92
standard package or runtime install path
Permission surface
WARN46
secrets or environment access, filesystem or document access
Repository evidence
PASS86
https://github.com/probabl-ai/skills/tree/main/skills/iterate-ml-experiment
Review status
WARN46
AI review approval is missing
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install path
92
npx skills add probabl-ai/skills --skill iterate-ml-experiment
Repository
88
https://github.com/probabl-ai/skills/tree/main/skills/iterate-ml-experiment
License
86
BSD-3-Clause
Maintenance
100
22d since push
AI review
55
Review approval is missing
README/SKILL.md completeness
86
Warnings
Method
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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Usable description available
Dependency risk
64
credential or environment access, network or browser surface
Install command safety
92
standard package or runtime install path
Permission surface
46
secrets or environment access, filesystem or document access
Stars/forks activity
51
122 stars, 8 forks; issue activity unavailable in current metadata
Adoption
68
122 GitHub stars
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
Network access
mediumSkill likely fetches remote pages, APIs, repositories, or external services.
Filesystem access
mediumSkill may read or write project files, documents, generated artifacts, or local workspace state.
Secrets or environment access
highSkill metadata references credentials, tokens, environment variables, or secret-bearing workflows.