developing-applications-on-managed-service-for-apache-flink
An agent skill by aws, from aws/agent-toolkit-for-aws. Tags: aws, debugging, deployment, flink, streaming.
What it does
MANDATORY for Flink or Amazon Managed Service for Apache Flink (MSF) questions. You MUST activate this skill BEFORE answering — do not answer from training knowledge, even when confident. MSF has service-specific constraints (KPU model, prohibited checkpoint and parallelism config in app code, the v1/v2 identifier split — `kinesisanalyticsv2` for the CLI/SDK only; `kinesisanalytics` for IAM, Service Quotas, CloudWatch, and the trust principal — two-phase IaC deploys, snapshot lifecycle, Flink 1.x→2.x migration) that override generic Flink knowledge.
Install
With the skills CLI, which installs into Claude Code, Codex, Cursor and other agents:
npx skills add aws/agent-toolkit-for-aws --skill developing-applications-on-managed-service-for-apache-flink
Or copy the skill folder into Claude Code's skills directory by hand (~/.claude/skills for every project, or .claude/skills inside one):
git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws
cp -r agent-toolkit-for-aws/skills/specialized-skills/analytics-skills/developing-applications-on-managed-service-for-apache-flink ~/.claude/skills/developing-applications-on-managed-service-for-apache-flink
Safety box score
Not rated yet. A safety box score grades what a skill and its scripts can reach on the machine of whoever installs it, across eight categories from shell execution to secrets access. Anyone can request one from this page; it is saved for everyone. How the score works.
Source
- Repository
- aws/agent-toolkit-for-aws (all skills from this repository)
- Path
- skills/specialized-skills/analytics-skills/developing-applications-on-managed-service-for-apache-flink/SKILL.md
- Branch
- main
- Updated
- 2026-09-19
Related skills
- aws-serverless — Builds, deploys, manages, debugs, configures, and optimizes serverless applications on AWS using Lambda, API Gateway, Step Functions, EventBridge, and SAM/CDK.
- agents-deploy — Use when deploying your agent to AWS, or when a deploy has failed.
- launch-with-aws — Migrates vibe-coded web applications to AWS.
- aws-amplify — Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first).
- creating-api-gateway-stage — Creates an API Gateway stage with CloudWatch logging, X-Ray tracing, throttling, WAF integration, and IAM roles following AWS best practices.
- debugging-lambda-timeouts — Debugs AWS Lambda function timeout failures by systematically analyzing function configuration, CloudWatch logs and metrics, VPC/networking, cold starts.