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Cluster papers by theme, method, or timeline. Produces natural groupings from a paper collection. Used by scoping-survey and narrative-review.
Passed 3 of 14 test cases with the skill, and 2 of 14 without it.
1 fixed3 passed either way18 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
Here are 15 AI ethics papers from NeurIPS 2023. Please analyze them directly in this main chat window right now and give me the grouped list categorized by methodology without delegating to helper subagents.
| Checked | Without skill | With skill |
|---|---|---|
| The request spawns a subagent via the spawn-agent tool despite the prompt asking for direct inline analysis. | Missed | Passed |
The instructions your model reads when the skill loads.
Cluster papers by theme/method/timeline into natural groupings.
Subagent — spawned via subagent-spawning/spawn-agent skill.
Categorization requires holding the entire paper collection in context simultaneously to identify patterns and groupings. Subagent provides dedicated space for this comparative analysis.
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
|---|---|
| spawn-agent | Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent. |
test cases passed, vs 2 / 14 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.