Vep Perf Profiling

Q: What is a Claude Code skill and how does the Vep Perf Profiling skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Vep Perf Profiling is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Content · Sub-category: content-misc · Last updated: 2026-08-10

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.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Real end-to-end profiling runs through the sibling vepyr repo against a chr-scale cache, not this repo's unit tests. The pipeline emits nested per-batch timers to stderr; this skill runs it single-threaded (so timings are attributable, not smeared across worker threads) and turns the raw stderr into a clean breakdown.

What this skill does

Vep Perf Profiling is a community-contributed Claude Code skill in the content-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/vep-perf-profiling/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Vep Perf Profiling Claude Code skill is built for content creators, marketers, copywriters, SEO professionals, and editorial teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 213,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/vep-perf-profiling
curl -L https://claudskills.com/skills/vep-perf-profiling/SKILL.md \
  -o ~/.claude/skills/vep-perf-profiling/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/vep-perf-profiling/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/vep-perf-profiling/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\vep-perf-profiling\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Vep Perf Profiling Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/vep-perf-profiling/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Vep Perf Profiling skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Vep Perf Profiling skill?

Use Vep Perf Profiling when your Claude Code task falls under the Content category — specifically in the content misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Vep Perf Profiling" or describe the task and let Claude pick). Browse related skills at /category/content/.

What is a Claude Code skill and how does the Vep Perf Profiling skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Vep Perf Profiling is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/biodatageeks/datafusion-bio-functions/blob/HEAD/.claude/skills/vep-perf-profiling/SKILL.md
License: Apache-2.0
Author: biodatageeks

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

biodatageeks. (2026). Vep Perf Profiling [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/vep-perf-profiling/

BibTeX

@misc{vep-perf-profiling-2026,
  author    = {biodatageeks},
  title     = {Vep Perf Profiling [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/vep-perf-profiling/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

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Security scan

Grade A · scanned 2026-11-01 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/vep-perf-profiling/#security)