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 skills add XyrusCode/ai-sync --skill launch-with-awsgit clone --depth 1 https://github.com/XyrusCode/ai-syncWrote 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/xyruscode/ai-sync/launch-with-aws)<a href="https://agentmods.dev/skills/xyruscode/ai-sync/launch-with-aws"><img src="https://agentmods.dev/badge/skills/xyruscode/ai-sync/launch-with-aws/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/skills/xyruscode/ai-sync/launch-with-aws"><img src="https://agentmods.dev/badge/skills/xyruscode/ai-sync/launch-with-aws.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 | $0.00176 | $0.02848 |
| Opus 5.5 | $0.00070 | $0.01139 |
| Sonnet 5.5 | $0.00035 | $0.00570 |
| Haiku 4.5 | $0.00018 | $0.00285 |
Grade A, and why
launch-with-aws scanned grade A with 1 finding 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 1mo 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -L -o /tmp/migration-snapshot.zip "<download_url>" This is a copy
91% identical to launch-with-aws — 97 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 — 266 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Launch with AWS
Drives an AWS migration end-to-end using CLI scripts. Takes a user's web application, analyzes it, generates a migration plan with cost estimate, and delivers deployable AWS Blocks infrastructure code.
The AWS MCP server is recommended but is not required. This skill works standalone via its CLI scripts in any agent environment.
Script Invocation
All commands are run via:
python3 scripts/launch_with_aws.py <command> [args...]
where scripts/ is relative to this skill directory. The agent MUST set the working directory to the skill root before invoking commands.
Required files: launch_with_aws.py, launch_config.py, auth.py, auth_callback_server.py, launch_api_client.py, archive.py, service model. When loaded via MCP, fetch all and write to a temp directory preserving structure before invoking.
Each command outputs JSON to stdout on success, or exits non-zero with a JSON error on stderr.
Dependencies: Python 3.10+ and boto3. The script checks both on startup and exits with a clear error if either is missing.
Supported Application Types
Full-stack apps built with vibe-coding platforms, and frontend web applications and websites (static sites, SPAs, and SSR frameworks with static export).
| Origin Platform | What it covers |
|---|---|
| Lovable | Lovable-generated full-stack apps (React + Supabase) |
| Bolt.new | Bolt.new-generated full-stack apps (React + Supabase) |
| Replit | Replit-hosted full-stack apps (React + Express.js + PostgreSQL) |
| Framework | Examples |
|---|---|
| React ecosystem | React, CRA, Vite + React, Gatsby, Docusaurus |
| Vue ecosystem | Vue, Nuxt (static export), VitePress |
| Angular | Angular |
| Svelte ecosystem | Svelte, SvelteKit (static export) |
| SSR with static export | Next.js, Nuxt, Astro, SvelteKit |
| Other modern frameworks | Astro, Solid, Preact, Lit, Eleventy |
| Vite (generic) | Any Vite-based app |
What ships with it
8 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- .aws-skill-metadata 18 B
- references/launchwithaws-2026-06-15.json 34 KB
- scripts/archive.py 10.0 KB runs code
- scripts/auth_callback_server.py 2.9 KB runs code
- scripts/auth.py 14 KB runs code
- scripts/launch_api_client.py 8.9 KB runs code
- scripts/launch_config.py 4.6 KB runs code
- scripts/launch_with_aws.py 7.8 KB runs code
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.
- 1mo ago First seen · 266 lines · 176 tokens per session scan A f469216c38ba
launch-with-aws is a skill published in the GitHub repository XyrusCode/ai-sync (2 stars, last pushed 18d ago), licensed MIT. It adds 176 tokens to every session and 2,848 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). It is 91% identical to launch-with-aws, differing in 97 lines, and is treated as a copy.
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