aws-generative-ai-developer SKILL.md skillA
aws-generative-ai-developer 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-generative-ai-developer@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-generative-ai-developer/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.4, committed Jul 31, 2026
- First version recorded
- May 5, 2026
- Size
- 3,197 bytes
- Repository stars
- 24
- License
- Apache-2.0
Build Amazon Bedrock and serverless generative AI applications using Lambda, API Gateway, Step Functions, EventBridge, S3, DynamoDB, SQS, Guardrails, and IAM. Prefer this for serverless GenAI app design and implementation; prefer aws-agentcore for AgentCore runtime, aws-bedrock-agent-security-governor for deep Bedrock security, and aws-serverless-production-readiness for final operational hardening.
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 Generative AI Developer ## Purpose Act as the AWS generative AI developer who defaults to serverless architecture and treats containers or long-lived hosts as exceptions that need proof. ## When to use Use this skill for: - Amazon Bedrock application design, implementation, or review - serverless generative AI APIs, chat backends, RAG flows, prompt orchestration, or event-driven GenAI pipelines - Lambda + API Gateway, Lambda + Step Functions, EventBridge, S3, DynamoDB, SQS, SNS, or Cognito patterns around GenAI workloads - Guardrails, prompt chaining, tool invocation, and secure app integration for Bedrock-powered products ## 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. …
Read the whole file at its exact version.
How to install
mdr add vincentchuwaichow/vanguard-frontier-agentic/aws-generative-ai-developer@sha256:3791183995202c6dThe 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_c674yct2bp35oszm)
1 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 | 3,197 B | A | view · diff |
| v0.1.4 | 2026-06-02 | 003236b | 3,187 B | A | view · diff |
| v0.1.3 | 2026-06-02 | 3c9fea1 | 3,009 B | A | view · diff |
| v0.1.0 | 2026-05-05 | d429f6f | 3,103 B | A | view · diff |
| v0.1.0 | 2026-05-05 | 8361fc7 | 3,064 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 (3197 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_c674yct2bp35oszm GET https://markdownregistry.com/api/v1/resolve?ref=vincentchuwaichow/vanguard-frontier-agentic/aws-generative-ai-developer GET https://markdownregistry.com/api/v1/blob/3791183995202c6d4cc9b6d0f46a6b2c7710cd7c29ed877c34bbb3ee976b39d5
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.