Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
LLM-powered multi-attribute reranking of candidate sets via pairwise comparison. Supports canonical attributes (clarity, technicaldepth, insight), custom prompts, model tier selection, and TopK configuration. Use when the task involves: rerank, rank by clarity, rank by insight, rank by depth, best items, quality tier, LLM judge, pairwise comparison, multi-attribute rank, rerank from sql or list. NOT for: simple SQL sorting (ORDER BY date/upvotes/score -- use scry), or semantic search and embedding algebra (use scry-vectors).
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: 549a5c8665b85e7dca5df1e61154b1fdb812f02a46309201caa3b56b2df501b3
About this listing
- Category
- General
- Reported license
- MIT
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.