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.
npx agentmods add skills/junmystery/agent-guidance-python/shipping-and-launchnpx skills add JunMystery/Agent-Guidance-Python --skill shipping-and-launchgit clone --depth 1 https://github.com/JunMystery/Agent-Guidance-PythonWrote 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/skills/junmystery/agent-guidance-python/shipping-and-launch)<a href="https://agentmods.dev/skills/junmystery/agent-guidance-python/shipping-and-launch"><img src="https://agentmods.dev/badge/skills/junmystery/agent-guidance-python/shipping-and-launch.svg" alt="Measured on agentmods" 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 | $0.00045 | $0.02294 |
| Opus 5 | $0.00023 | $0.01147 |
| Sonnet 5 | $0.00009 | $0.00459 |
| Haiku 4.5 | $0.00005 | $0.00229 |
Grade A, and why
shipping-and-launch 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 2d 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.
This is a copy
83% identical to shipping-and-launch — 9 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 310 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Shipping and Launch
Overview
Ship with confidence. The goal is not just to deploy — it's to deploy safely, with monitoring in place, a rollback plan ready, and a clear understanding of what success looks like. Every launch should be reversible, observable, and incremental.
When to Use
- Deploying a feature to production for the first time
- Releasing a significant change to users
- Migrating data or infrastructure
- Opening a beta or early access program
- Any deployment that carries risk (all of them)
The Pre-Launch Checklist
Code Quality
- All tests pass (unit, integration, e2e)
- Build succeeds with no warnings
- Lint and type checking pass
- Code reviewed and approved
- No TODO comments that should be resolved before launch
- No
console.logdebugging statements in production code - Error handling covers expected failure modes
Security
- No secrets in code or version control
-
npm auditshows no critical or high vulnerabilities - Input validation on all user-facing endpoints
- Authentication and authorization checks in place
- Security headers configured (CSP, HSTS, etc.)
- Rate limiting on authentication endpoints
- CORS configured to specific origins (not wildcard)
Performance
- Core Web Vitals within "Good" thresholds
- No N+1 queries in critical paths
- Images optimized (compression, responsive sizes, lazy loading)
- Bundle size within budget
- Database queries have appropriate indexes
- Caching configured for static assets and repeated queries
Accessibility
- Keyboard navigation works for all interactive elements
- Screen reader can convey page content and structure
- Color contrast meets WCAG 2.1 AA (4.5:1 for text)
- Focus management correct for modals and dynamic content
- Error messages are descriptive and associated with form fields
- No accessibility warnings in axe-core or Lighthouse
Infrastructure
- Environment variables set in production
- Database migrations applied (or ready to apply)
- DNS and SSL configured
- CDN configured for static assets
- Logging and error reporting configured
- Health check endpoint exists and responds
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.
- 2d ago First seen · 310 lines · 45 tokens per session scan A 3e54575e5dcd
shipping-and-launch is a skill published in the GitHub repository JunMystery/Agent-Guidance-Python (2 stars, last pushed 1mo ago), licensed MIT. It adds 45 tokens to every session and 2,294 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 83% identical to shipping-and-launch, differing in 9 lines, and is treated as a copy.
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