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-dynamodbgit 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-dynamodb)<a href="https://agentmods.dev/skills/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-dynamodb"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-dynamodb/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-dynamodb"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-ramp-aidlc-mod-starter-packs/amazon-dynamodb.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 | $0.00179 | $0.27407 |
| Opus 5.5 | $0.00072 | $0.10963 |
| Sonnet 5.5 | $0.00036 | $0.05481 |
| Haiku 4.5 | $0.00018 | $0.02741 |
Grade B, and why
amazon-dynamodb scanned grade B 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 2mo 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.
Subtle steeringmediumPrompt injection
Instructions that bias recommendations or shape behaviour without the user noticing.
The calculator models request and storage cost only. It does not model Streams read/write costs, PITR, backup, DAX, or data transfer. If those line items are likely material for the workload, call that out alongside the 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
13 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/cost-model-schema.md 16 KB
- references/loop-state-schema.md 4.6 KB
- references/performance-model-schema.md 15 KB
- references/performance-report-format.md 17 KB
- references/reference-architecture.md 49 KB
- scripts/benchmark_lambda.py 65 KB runs code
- scripts/benchmark_model.py 37 KB runs code
- scripts/calculate_costs.py 47 KB runs code
- scripts/deploy_model.py 35 KB runs code
- scripts/find_skill_dir.sh 3.5 KB runs code
- scripts/generate_perf_report.py 70 KB runs code
- scripts/generate_teardown.py 11 KB runs code
- scripts/iterate_design.py 29 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.
- 2mo ago First seen · 636 lines · 179 tokens per session scan B 616571b75419
amazon-dynamodb is a skill published in the GitHub repository aws-samples/sample-ramp-aidlc-mod-starter-packs (10 stars, last pushed yesterday), licensed MIT-0. It adds 179 tokens to every session and 27,407 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it B with 1 finding (subtle steering). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
amazon-dynamodb compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| amazon-dynamodbaws-samples/sample-ramp-aidlc-mod-starter-packs | Skill | 10 | yesterday | MIT-0 | B | 179 | Claude Code, Codex |
| create-prprisma/orm | Skill | 48k | yesterday | Apache-2.0 | A | 48 | Claude Code, Codex |
| schema-explorationlangchain-ai/deepagents | Skill | 31k | yesterday | MIT | A | 57 | Claude Code, Codex |
| atlas-mssqlariga/atlas | Skill | 8.8k | yesterday | Apache-2.0 | A | 163 | Claude Code |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 115 | Claude Code, Codex |
| nornicdb-cypher-queriesorneryd/NornicDB | Skill | 923 | yesterday | MIT | A | 79 | Claude Code, Codex |
| volcengine-rds-postgresqlbytedance/agentkit-samples | Skill | 484 | today | Apache-2.0 | A | 63 | Claude Code, Codex |