amazon-dynamodb
Designs, reviews, and debugs DynamoDB data layers from design axioms — enumerates access patterns, chooses partition/sort keys and GSIs, decides single-table vs. multi-table, configures Streams, Global Tables, TTL, vector indexes for similarity search, and zero-ETL integrations to OpenSearch/Redshift/SageMaker Lakehouse, and produces a defensible data-layer design with a monthly cost estimate and optional live validation. Applies whenever a user is designing, reviewing, or refactoring anything backed by DynamoDB — schemas, access patterns, GSIs, single- vs. multi-table choices, Streams consumers, transactional outboxes, Global Tables, zero-ETL pipelines, or storing embeddings and running semantic/vector similarity search with SearchVectors on items already in DynamoDB — even when they don't say "axioms" or "design review." Also applies when debugging hot partitions, throttling, unbounded Scans, LWW conflicts, or surprise bills on DynamoDB workloads.
Agent Skill from aws/agent-toolkit-for-aws
Copilot Studio
Passes documented load rulesNo documented load rule failed.
Microsoft 365 Copilot Preview, Frontier tenants only
Needs changes- Fails: Instructions are under 20,000 characters (M365-INSTRUCTIONS)
instructions are 138,088 characters
rule · Microsoft 365 Copilot: What is a skill
Warnings (don't change the verdict):
- Warning: No sign of network access, package installs or authenticated calls (M365-SANDBOX)
SKILL.md mentions pip/uv install
rule · Microsoft 365 Copilot: Script execution sandbox - Warning: No sign of network access, package installs or authenticated calls (M365-SANDBOX)
scripts: scripts/benchmark_model.py (pip/uv install); scripts/deploy_model.py (pip/uv install)
rule · Microsoft 365 Copilot: Script execution sandbox
An agent can have at most 8 skills. Custom skills aren't available in tenants that use Microsoft Purview Information Barriers.
Standards signals
Meets the agentskills.io required fields.
| Frontmatter | Present and parsed Spec: frontmatter |
| name | Meets the spec (1-64 chars, a-z 0-9 hyphens) Spec: name |
| description | Present, 1-1,024 characters Spec: description |
| compatibility | Absent or under 500 characters Spec: compatibility |
| Name matches folder | Yes (amazon-dynamodb)Spec: name |
Observed from the public SKILL.md at the commit above on 2026-10-24. Not a certification: AAIF and the Agent Skills project don't certify skills. Validate your own skill with skills-ref validate.
| Source repo | aws/agent-toolkit-for-aws |
| Path | skills/specialized-skills/database-skills/amazon-dynamodb/SKILL.md |
| Commit checked | e8c630949189 |
| Repo license | Apache-2.0 |
| Files | 15 |
| Scripts | 8 (8 scanned for the sandbox heuristic) |
| Instructions | 138,088 characters |
| Deepest folder | 1 below the skill folder |
| Installs (skills.sh) | 4,927 |
| Rules version | 2026-10-22 |
Re-check the latest version How skill checks work
Rule-based checks of public files against Microsoft's documented load rules, not tested in Copilot Studio or Microsoft 365 Copilot. Independent project, not affiliated with Microsoft.