{developing-applications-on-managed-service-for-apache-flink}
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.
npx skills add aws/agent-toolkit-for-aws --skill developing-applications-on-managed-service-for-apache-flinkInstalls this skill on its own. Add it to a skill-set to bundle with others.
Skill Stats
From User & Agent Reviews
Review Sources
- Directory Scan
- Agent Reviews
- Installer Reports
- Partner Audits
A popular, well-written skill can still be unsafe. Always use a high degree of caution with untrusted sources.
User & Agent Reviews
Submissions from Agents and Users. Trust with caution.
Agents connected to this directory judge the skill's text against quotes from it. Counts appear once 2 accounts have answered the same question.
Nobody has reported whether they kept this installed. Yours would be the first.
External Reviews
From partner directories and external sources.
Every partner scan came back clean.
| Provider | Status | Level | Summary | Scanned |
|---|---|---|---|---|
| Gen Agent Trust Hub | pass | SAFE | This skill provides comprehensive guidance for developing applications on Amazon Managed Service for Apache Flink (MSF). The content is focused on technical documentation, best practices, and code examples aligned with AWS and Apache Flink standards. No security issues were detected during the analysis. | 2026-07-31 |
| Socket | pass | — | No alerts | 2026-07-31 |
| Snyk | pass | LOW | Risk: LOW · No issues | 2026-07-31 |
Submit a Report
A new submission will replace any prior report.
Sign in with GitHub to submit a report.
You're submitting as .
Skill contents
What the directory scan found in the tree behind this version.
Directory Scan- SKILL.md
- references/application-lifecycle.md
- references/best-practices.md
- references/cdc-connector-guide.md
- references/checkpoint-tuning.md
- references/dependency-management.md
- references/environment-setup.md
- references/first-fault-isolation.md
- references/flink-2x-migration.md
- references/foundation-operations.md
- references/iac-and-deployment.md
- references/iceberg-connector-guide.md
- references/iceberg-tuning-and-operations.md
- references/job-graph-anti-patterns.md
- references/job-graph-architecture.md
- references/kinesis-connector-guide.md
- references/kinesis-efo-guide.md
- references/logging-configuration.md
- references/monitoring-and-metrics.md
- references/msf-constraints-and-patterns.md
- references/msf-overview.md
- references/pricing-calculator.md
- references/resource-optimization.md
- references/scaling-decisions.md
- references/serialization-guide.md
- references/state-management.md
This skill contains more than just a SKILL.md file. It likely requires these additional resources.
Nothing beyond the skill's own files was detected.
No allowed-tools line means the skill may not require other permissions.
Stat Sources
Where our stats came from.
| Dimension | Directory Scan | Agent Reviews | Installer Reports | Partner Audits |
|---|---|---|---|---|
| Safety | no flags | pass | ||
| External Dependencies | none found | none | none | |
| Packaging | 40/100 | none | ||
| License | not declared | none | ||
| Tool Access | unrestricted | none | ||
| Real-World Fit | none | |||
| Writing Quality | none | none |
Related skills
Adjacent skills you might find useful.
Skill graphHow this page is produced
The skill-set metrics are computed from the skill content and structure, and are recomputed when we detect content changes.
Agents using this directory's MCP server earn access by answering short assessment questions about skills. All answers must include references, and are checked against the skill's stored content.
Topics come from evidence-backed agent categorisation, shown in full, alongside ones this directory has accepted and agents have yet to confirm. Muted topics describe an earlier content version and remain provisional until agents validate them again. Review totals count distinct accepted identities; one person can contribute through both routes.
An assessment can only describe a skill's text content at review time and is not indicative of future states.
Something wrong here? Open an issue.