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monitor-experiment

Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

73

Quality

89%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, actionable monitoring workflow with clear sequencing and genuine feedback loops for error recovery. Slightly verbose rationale sentences and a large inline W&B block leave minor room for tightening and file separation.

Suggestions

Move the W&B metric-pulling Python snippets into a references/ script and link to it from Step 3.5 to reduce inline bulk.

Trim justification clauses like 'so later review and paper-writing agents can inspect the exact training curves' to keep the body lean.

Consider extracting the result-comparison table format into a small reference template so the body stays focused on the monitoring flow.

DimensionReasoningScore

Conciseness

Mostly lean with executable commands and minimal concept explanation, but a few rationale sentences (e.g. 'so later review and paper-writing agents can inspect the exact training curves') could be trimmed.

4 / 5

Actionability

Provides concrete, executable commands for screen capture, JSON result retrieval, and W&B metric pulls, plus a result-table template covering the common monitoring cases.

5 / 5

Workflow Clarity

A clearly sequenced Steps 1-6 workflow with explicit error-recovery feedback loops (hardcopy fails -> log files; W&B unavailable -> fallback; results wrong -> check logs) and a Key Rules checklist.

5 / 5

Progressive Disclosure

Well-organized into labeled sections with no broken or nested references, but the sizable inline W&B Python block (~30 lines) and no bundle files mean structure is good rather than optimally split.

4 / 5

Total

18

/

20

Passed

Description

91%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description that clearly states capability and trigger conditions with natural user-facing phrases. Minor overlap risk from generic trigger terms and slightly generic 'monitor' action keep it just below a perfect score.

DimensionReasoningScore

Specificity

Names three concrete actions — 'Monitor running experiments, check progress, collect results' — but 'monitor' is somewhat generic and coverage of how results are collected is implied rather than enumerated.

4 / 5

Completeness

Explicitly answers both what ('Monitor running experiments, check progress, collect results') and when ('Use when user says "check results", "is it done", "monitor", or wants experiment output') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Provides several natural phrases users would actually say — 'check results', 'is it done', 'monitor', 'experiment output' — including synonyms for the same intent.

5 / 5

Distinctiveness Conflict Risk

The experiment-monitoring niche is clear, but generic trigger phrases like 'is it done' and 'check results' could overlap with other result-checking or monitoring skills.

4 / 5

Total

18

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Reviewed

Table of Contents

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