Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
VLM benchmark CLI — run, compare, and reproduce VLM inference benchmarks. Use when the user wants to: (1) benchmark a VLM model's throughput, latency, or VRAM usage, (2) compare results across models or configs, (3) choose or configure a backend (vLLM Docker, vLLM native, Ollama, SGLang, cloud API), (4) run text-only LLM benchmarks via HF dataset text columns, (5) look up model-specific --serve-args, or (6) debug server startup or GPU detection issues. Triggers on: vlmbench, VLM benchmarking, OCR model evaluation, inference throughput, tokens/sec, TTFT, TPOT, VRAM, text benchmark.
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: 712ba15aad16a073b565f960da911476748f292d65c5a01a9d065679005421fc
About this listing
- Category
- Engineering
- 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.