AI-DLC for Modernization Starter Packs is a collection of reusable project templates for applying an AI-driven development lifecycle to application modernization work. Each pack gives teams structured instructions, skills, and agent-tool configurations for use with several coding agents. The catalogue entries are components and tool registrations included in these packs.
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 aws-samples/sample-ramp-aidlc-mod-starter-packs --skill amazon-aurora-mysqlgit clone --depth 1 https://github.com/aws-samples/sample-ramp-aidlc-mod-starter-packsWrote 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/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-aurora-mysql)<a href="https://agentmods.dev/skills/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-aurora-mysql"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-aurora-mysql/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/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-aurora-mysql"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-aurora-mysql.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 | $0.00109 | $0.04079 |
| Opus 5 | $0.00055 | $0.02039 |
| Sonnet 5 | $0.00022 | $0.00816 |
| Haiku 4.5 | $0.00011 | $0.00408 |
Grade A, and why
amazon-aurora-mysql 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 11d 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.
The source is not reproduced here
Licensed MIT-0
The repository is licensed MIT-0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
What ships with it
32 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.
- references/commitment-pricing-basics.md 5.4 KB
- references/commitment-pricing-instructions.md 7.2 KB
- references/commitment-pricing-mechanics.md 6.0 KB
- references/commitment-pricing-scenarios.md 4.4 KB
- references/commitment-pricing-skipped-cluster.md 3.5 KB
- references/commitment-pricing-worked-examples.md 5.8 KB
- references/create-instructions.md 4.8 KB
- references/io-optimized-data-collection.md 4.2 KB
- references/io-optimized-instructions.md 6.9 KB
- references/io-optimized-pricing-tables.md 5.9 KB
- references/io-optimized-pricing.md 3.0 KB
- references/io-optimized-worked-examples.md 4.3 KB
- references/serverless-advisory-concepts.md 3.2 KB
- references/serverless-advisory-formulas-and-examples.md 4.5 KB
- references/serverless-advisory-instructions.md 7.0 KB
- references/serverless-advisory-migration.md 6.7 KB
- references/serverless-advisory-worked-examples.md 7.2 KB
- references/shared-foundation-security-considerations.md 5.5 KB
- references/upgrade-planning-documentation-links.md 2.0 KB
- references/upgrade-planning-instructions.md 5.7 KB
- references/upgrade-planning-lts-recommendation.md 4.8 KB
- references/upgrade-planning-mode-b-discovery.md 4.3 KB
- references/upgrade-planning-mode-b-prechecks-checklists.md 4.0 KB
- references/upgrade-planning-post-checklist.md 3.0 KB
- references/upgrade-planning-post-upgrade-detail.md 6.0 KB
- references/upgrade-planning-post-upgrade-validation.md 4.2 KB
- references/upgrade-planning-pre-checklist.md 3.2 KB
- references/upgrade-planning-prechecks-mysql.md 8.7 KB
- references/upgrade-planning-query-load-mysql.md 4.8 KB
- scripts/acu_calculator.py 36 KB runs code
- scripts/commitment_pricing_analyzer.py 33 KB runs code
- scripts/io_optimized_analyzer.py 26 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.
- 11d ago First seen · 147 lines · 109 tokens per session scan A 3a789618fc10
amazon-aurora-mysql is a skill published in the GitHub repository aws-samples/sample-ramp-aidlc-mod-starter-packs (9 stars, last pushed yesterday), licensed MIT-0. It adds 109 tokens to every session and 4,079 once invoked, about $0.0005 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 skills, from other repositories
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ha-data-stores
Map of Hope Agent's local data stores and safe read-only query workflow. Use when the user asks where Hope Agent stores data, wants to inspect sessions/messages/memory/logs/background jobs/knowledge indexes/settings, asks the model to query local app data, or debugging requires checking persisted state. Trigger…
supabase
Supabase / PostgREST Row-Level-Security playbook — pull the anon (or leaked servicerole) key out of the frontend JS, map tables from the auto-generated OpenAPI spec, test anonymous RLS READ disclosures (PII/secret leaks), and anonymous RLS WRITE abuse (insert/update/delete — e.g. forging…
nornicdb-cypher-queries
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dsql
Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, diagnose cluster performance, load data, and develop applications with a serverless, distributed SQL database. Covers IAM auth, multi-tenant patterns, MySQL-to-DSQL and PostgreSQL-to-DSQL schema conversion, foreign key…