Skill audit report
executing-spark Audit report.
Execute arbitrary Python or PySpark code on Fabric Spark compute without creating a notebook artifact; ephemeral Livy sessions with full Delta table access. Automatically invoke when the user asks to "run PySpark in Fabric", "create a Livy session", "execute Python on Fabric compute", "run Spark without a notebook", "submit code to Fabric", "ephemeral Spark execution", "run ETL in Fabric".
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
INFO76
893 GitHub stars
Stars/forks activity
INFO71
893 stars, 131 forks; issue activity unavailable in current metadata
Recent maintenance
PASS88
3mo since push
License clarity
PASS86
GPL-3.0
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
FAIL28
command execution surface, credential or environment access
Install availability
PASS92
npx skills add data-goblin/power-bi-agentic-development --skill executing-spark
Install command safety
PASS92
standard package or runtime install path
Permission surface
FAIL18
secrets or environment access, shell or command execution
Repository evidence
PASS86
https://github.com/data-goblin/power-bi-agentic-development/tree/main/plugins/etl/skills/executing-spark
Review status
INFO66
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add data-goblin/power-bi-agentic-development --skill executing-spark
Repository
88
https://github.com/data-goblin/power-bi-agentic-development/tree/main/plugins/etl/skills/executing-spark
License
86
GPL-3.0
Maintenance
88
3mo since push
AI review
55
The skill relies on the Azure CLI being installed and authenticated, which is a prerequisite but not always available in agent environments.
README/SKILL.md completeness
86
Usable description available
Dependency risk
28
command execution surface, credential or environment access
Install command safety
92
standard package or runtime install path
Permission surface
18
secrets or environment access, shell or command execution
Stars/forks activity
71
893 stars, 131 forks; issue activity unavailable in current metadata
Adoption
88
893 GitHub stars
Warnings
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- The skill relies on the Azure CLI being installed and authenticated, which is a prerequisite but not always available in agent environments.
- The SKILL.md does not explicitly mention that the agent should verify the user's intent before executing arbitrary code, though this is implied by the skill's purpose.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
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.
Compare nearby options
Related skills to audit next
Code Review
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
169K Stars · Audit report
Appsmith
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
41K Stars · Audit report
Vercel React Best Practices
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
33K Stars · Audit report