Generate and rank publishable research ideas from a research direction.
npx skills add https://github.com/Shallow-W/llm-wiki --skill idea-creator-shallow-w
Please help me install this Agent Skill. Skill: idea-creator Source: https://github.com/Shallow-W/llm-wiki/tree/main/.claude/skills/idea-creator Command: npx skills add https://github.com/Shallow-W/llm-wiki --skill idea-creator-shallow-w
It converts a broad research direction into concrete, publishable research ideas and ranks them by feasibility, novelty risk, and expected impact.
research-wiki/ exists, writes idea pages and (when available) adds edges and rebuilds the query pack for memory and traceability.Ask the agent to run the idea discovery pipeline for your topic and return a ranked report: "Generate and rank research ideas for: [your research direction]".
High-intent search queries and answers about installing and using this skill.
To generate research ideas, provide a broad research direction and the pipeline surveys literature to identify gaps, brainstorms 8–12 ideas, filters by feasibility and novelty, and outputs a ranked report.
Checking research novelty and feasibility is handled by applying an external LLM review to filter brainstormed ideas, supplemented by running short GPU pilot experiments to obtain empirical signal for re-ranking top candidates.
Finding structural gaps in recent literature involves scanning local papers and performing web searches to map sub-directions, which explicitly identifies areas where publishable research ideas can be generated.
GPU pilot experiments can validate research ideas by running short, cheap tests on top candidates to gather empirical signal, allowing the system to re-rank ideas based on actual performance data.
A research-wiki directory is optional; if it exists, the pipeline writes idea pages and adds edges for memory and traceability, but the core ranking and report generation works without it.
The ranked research idea report includes structured entries of top candidates ranked by expected impact, novelty risk, and feasibility, generated after literature review and pilot validation.
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