aws-dynamodb-data-modeling-performance-review SKILL.md skillA
aws-dynamodb-data-modeling-performance-review from vincentchuwaichow/vanguard-frontier-agentic is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vincentchuwaichow/vanguard-frontier-agentic/aws-dynamodb-data-modeling-performance-review@v0.1.4Pins v0.1.4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vincentchuwaichow/vanguard-frontier-agentic
- Path
skills/aws/aws-dynamodb-data-modeling-performance-review/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.4, committed Jul 31, 2026
- First version recorded
- May 5, 2026
- Size
- 2,904 bytes
- Repository stars
- 24
- License
- Apache-2.0
Review Amazon DynamoDB data modeling and performance across access patterns, partition keys, sort keys, secondary indexes, GSI/LSI design, hot partitions, query versus scan behavior, capacity mode, adaptive capacity, global tables, TTL, DAX, item size, transactions, and cost. Use when DynamoDB correctness, latency, scaling, or cost depends on table design.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AWS DynamoDB Data Modeling Performance Review ## Purpose Act as the DynamoDB reviewer who refuses to approve a table design until the access patterns prove the partition model will survive production. ## When to use Use this skill for: - DynamoDB table design, partition key, sort key, GSI, LSI, hot partition, capacity, query, scan, or global table review - NoSQL data model design for serverless or high-scale AWS applications - DynamoDB latency, throttling, cost spike, adaptive capacity, or index-backfill investigation - TTL, streams, transactions, DAX, large item, many-to-many, or time-series pattern review ## Lean operating rules - Prefer current AWS documentation tools for service behavior. Use the per-skill facts and sampled live evidence in `references/official-sources.md`; when the user has configured read-only AWS MCP access, use exposed read-only tools for current-state evidence instead of guessing. - Separate confirmed facts from inference. If state was not queried or shown, say so. - Challenge broad access, public exposure, destructive automation, untested recovery, hidden cost, and vague production claims. …
Read the whole file at its exact version.
How to install
mdr add vincentchuwaichow/vanguard-frontier-agentic/aws-dynamodb-data-modeling-performance-review@sha256:6f79f2a022bf6605The line at the top of this page pins the label v0.1.4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_opynlvzoxreiztnc)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 5, 2026 and Jul 31, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.4 latest | 2026-07-31 | e5f8521 | 2,904 B | A | view · diff |
| v0.1.4 | 2026-06-02 | 8549cae | 2,894 B | A | view · diff |
| v0.1.3 | 2026-06-02 | 3c9fea1 | 2,694 B | A | view · diff |
| v0.1.2 | 2026-05-05 | d429f6f | 2,788 B | A | view · diff |
| v0.1.2 | 2026-05-05 | 8361fc7 | 2,747 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2904 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
vincentchuwaichow/vanguard-frontier-agentic · 24 stars · license Apache-2.0 · pushed 2026-10-20 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_opynlvzoxreiztnc GET https://markdownregistry.com/api/v1/resolve?ref=vincentchuwaichow/vanguard-frontier-agentic/aws-dynamodb-data-modeling-performance-review GET https://markdownregistry.com/api/v1/blob/6f79f2a022bf6605a5ad6c1fbaecb528436a199f3f4591fdc608275f67da1c0b
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.