What it does
Turns unfamiliar data or log files into concise, actionable summaries. The skill profiles file type and shape, estimates row/record counts, infers column/key types, reports missingness and obvious anomalies, and suggests safe next steps for cleaning or further analysis. It prefers statistics over raw values and redacts likely PII unless the user explicitly requests raw samples.
When to use it
Use when a user provides a local file path or paste and asks to analyze, validate, clean, or summarize the data. Trigger on commands like ‘profile file’, ‘summarize CSV’, ‘inspect JSONL’, or when preparing datasets for modeling or debugging logs.
What's included
- Scripts: bundled profiling/triage scripts under
scripts/(e.g.data_triage.py) for structured profiles and JSON output. - References: none bundled.
- Instructions: stepwise workflow — identify file type, run the profiler, produce a safe summary, propose reversible cleaning steps and write outputs to new files.
Compatible agents
Works with agents that can run local scripts and handle file paths (any code-capable assistant). The skill emphasizes local processing and safety, avoiding uploads of sensitive data.
Tags
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Information
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