research-workflow-automation
Pass
Audited by Gen Agent Trust Hub on Apr 2, 2026
Risk Level: SAFE
Full Analysis
- [SAFE]: The skill provides educational examples and templates for research automation using well-known tools. All code snippets demonstrate standard usage patterns for Snakemake, Makefiles, and experiment tracking with MLflow.
- [COMMAND_EXECUTION]: The skill includes shell commands for pipeline execution (e.g.,
snakemake,curl,latexmk). These are standard for the described purpose of workflow automation and do not involve untrusted input or suspicious targets. - [EXTERNAL_DOWNLOADS]: A Snakemake rule demonstrates downloading data via
curl. The URL is sourced from a localconfig.yamlfile, which is a standard and safe practice for data pipelines. - [PERSISTENCE_MECHANISMS]: The skill mentions
cronjobs for scheduling tasks. This is presented as a standard automation technique for research data collection and is not used for malicious persistence.
Audit Metadata