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aws avatar

Developing Applications On Managed Service For Apache Flink

aws/agent-toolkit-for-aws
2.3k installs2.3k stars
Summary

This is the skill you need loaded before Claude answers anything about Apache Flink or Amazon Managed Service for Apache Flink. It enforces a critical rule: always read the reference files instead of relying on training data, because MSF has service-specific constraints that contradict generic Flink knowledge. Things like the KPU resource model, the confusing v1/v2 API naming split (kinesisanalyticsv2 for CLI, kinesisanalytics for IAM), prohibited checkpoint configs in application code, and Flink 1.x to 2.x migration gotchas. The skill includes 20+ reference files covering connectors, KPU sizing, checkpoint tuning, IAM policy mistakes, Iceberg streaming, and restart loop diagnosis. If you're building real-time data pipelines on MSF or debugging why your Flink app won't start, this removes the guesswork.

Install to Claude Code

npx -y skills add aws/agent-toolkit-for-aws --skill developing-applications-on-managed-service-for-apache-flink --agent claude-code

Installs into .claude/skills of the current project.

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Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
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CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
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Integrate web data into your AI product. One API to scrape website & brand data.
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belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
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CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
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Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
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Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
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Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
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CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
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Integrate web data into your AI product. One API to scrape website & brand data.
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belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Categories
Testing & QAAI & Agent BuildingCloud & InfrastructureCLI & Terminal
First SeenJul 14, 2026
View on GitHub

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