Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Profile the VEP annotation pipeline end-to-end and present a structured timing breakdown (pipeline stages, Lance variation/SIFT lookup, engine + transcript-engine stages) to find bottlenecks. Use this whenever the user wants to profile, benchmark, or get a performance/timing breakdown of vepyr annotation, the variation cache lookup, the VEP engine, or asks "where is the time going / what's the bottleneck" for chr-scale annotation — even if they don't say the word "profile". Also use after a cache-layout or encoding change to confirm lookup cost and that the pipeline is still engine-bound.
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: 766e3c229c580eb5641de8885939de6a1b6c7b86fa57dc0ab7006c077f2968a2
About this listing
- Category
- Content & writing
- Reported license
- Apache-2.0
- 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.