← ClaudeAtlas

idea-sparklisted

Generate ONE reviewer-defensible, implementable research idea with a concrete method and falsification plan from a stated research direction. Use when the user asks for a research idea, novelty analysis, bottleneck diagnosis, or paper-shape suggestion. Skip code review, debugging, and unconstrained brainstorming without research context.
wookat/ai-research-skills · ★ 2 · AI & Automation · score 63
Install: claude install-skill wookat/ai-research-skills
# Idea Spark Skill Convert an under-specified research direction into ONE reviewer-defensible Oral-level research proposal — grounded in 1947 ICLR/ICML/NeurIPS papers (2021-2025) — via a 5-phase workflow: retrieve recent literature, diagnose the bottleneck, select + generate a candidate using corpus-derived ideation pattern cards, run it through a quality gauntlet, expand into an idea card. This file is the operational runbook. Design rationale (the 7 design principles, why each contract is shaped this way, removed-check history) lives in [references/design-notes.md](references/design-notes.md) — read it only when modifying or evaluating the skill, never needed to run it. First-time installation lives in [references/setup.md](references/setup.md). ## When to use - "Give me a research idea in {area} I could pursue." / "What's the most impactful next step in this direction?" - "Help me sharpen this vague direction into an Oral-level proposal." - "What's the bottleneck of this problem?" / "Run a novelty audit on this idea." ## When NOT to use - Code review, debugging, refactoring. Summarizing one paper. Cross-decade survey writing. - Free-association brainstorming with no research context. Engineering integration tasks ("ship this feature in our system"). - Pure benchmark / dataset construction work — the 15-pattern vocabulary handles benchmark *audit* (controlled_diagnostic_design) but not benchmark *construction*. ## Setup (first use only) Follow [references/setup.md](