Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/ShaheerKhawaja/ProductionOSWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/commands/shaheerkhawaja/productionos/browse)<a href="https://agentmods.dev/commands/shaheerkhawaja/productionos/browse"><img src="https://agentmods.dev/badge/commands/shaheerkhawaja/productionos/browse/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/commands/shaheerkhawaja/productionos/browse"><img src="https://agentmods.dev/badge/commands/shaheerkhawaja/productionos/browse.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00028 | $0.00307 |
| Opus 5 | $0.00014 | $0.00153 |
| Sonnet 5 | $0.00006 | $0.00061 |
| Haiku 4.5 | $0.00003 | $0.00031 |
Grade A, and why
browse scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
/browse — Headless Browser Interaction
Control a headless browser for testing, QA, and site inspection.
Step 0: Preamble
Run templates/PREAMBLE.md.
Execution
Dispatch browser-controller agent:
Read agents/browser-controller.md
Dispatch with:
URL: $ARGUMENTS.url
Action: $ARGUMENTS.action
Output: .productionos/browse/
Actions
navigate — Load page, report status
Navigate to URL, report HTTP status, page title, key elements found.
screenshot — Full-page capture
Navigate + capture full-page screenshot. Save to .productionos/browse/screenshot-{timestamp}.png.
interact — Interactive session
Navigate + describe all interactive elements (buttons, forms, links). Execute user-directed interactions.
snapshot — Accessibility tree
Navigate + capture full accessibility snapshot. Report missing labels, roles, ARIA attributes.
Self-Eval
After browsing, run templates/SELF-EVAL-PROTOCOL.md on findings quality.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 47 lines · 28 tokens per session scan A 9650a7be64f5
browse is a command published in the GitHub repository ShaheerKhawaja/ProductionOS (8 stars, last pushed 4mo ago), licensed MIT. It adds 28 tokens to every session and 307 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other commands, from other repositories
ia-test-browser
Run browser tests on pages affected by current PR or branch.
record
Record a browser walkthrough of a URL using Antigravity (agy). Generates .webm video, screenshots, and a report. Auto-converts to MP4 if ffmpeg is available.
lavra-qa
Browser-based QA verification of the running app -- systematic testing from the user's perspective.
test-browser
Run browser tests on pages affected by current PR or branch.
qa
Smoke or browser-walk a running app. Report only. Do not implement. Do not merge.
record
Record the browser while validating a flow, then judge it against a rubric.