Shinka Inspect Skill

Extract the strongest programs from a Shinka run and package them into a context file that coding agents can load directly.

When to Use

Use this skill when:

• A run already produced a results directory and SQLite database
• You want to inspect top-performing programs before launching the next batch
• You want a compact context artifact instead of manually browsing the DB

Do not use this skill when:

• You still need to scaffold a task (shinka-setup)
• You need to run evolution batches (shinka-run)

What it does

• Uses shinka.utils.load_programs_to_df to read program records
• Ranks programs by combined_score
• Selects top-k correct programs (fallback to top-k overall if no correct rows)
• Writes one Markdown bundle with metadata, ranking table, feedback, and code snippets