Menu
Use a deterministic browser workflow only when direct fetch or extraction is insufficient for a public-web task.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Run the smallest correct verification lane and report it precisely.
Keep public-web research compliant, bounded, and efficient through rule checks, caching, and backoff instead of evasive scraping.
Optimize a parity-proven ome-zarr native C++ surface for measurable speedups by improving data layout, copies, cache behavior, and boundary design without changing behavior.
Benchmark converted code against the frozen upstream implementation before making performance claims.
Port one upstream ome-zarr-py surface to standalone native C++ without touching the frozen snapshot.
Legacy reference only. Current main does not use pybind11 ports; use this only to understand old debt before removing it.
| name | browser-fallback |
| description | Use a deterministic browser workflow only when direct fetch or extraction is insufficient for a public-web task. |
| origin | repo-local web research workflow |
Use this skill when static fetches fail because a page is JS-heavy, stateful, lazy-loaded, or otherwise not inspectable enough without a real browser session.
site-extract are insufficient first.site-extract and source-audit.docs/reference/ai-agent-web-research-stack.mdsite-extract, source-audit, and compliance-and-rate-limit