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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