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flink-job-creator

Flink Job Creator - Auto-activating skill for Data Pipelines. Triggers on: flink job creator, flink job creator Part of the Data Pipelines skill category.

34

0.98x

Quality

3%

Does it follow best practices?

Impact

87%

0.98x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./planned-skills/generated/11-data-pipelines/flink-job-creator/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

84%

-6%

Real-Time Order Processing Pipeline

Production-ready Flink streaming job

Criteria
Without context
With context

Step-by-step breakdown

100%

100%

Error handling

100%

100%

Checkpointing enabled

100%

100%

Parallelism configured

100%

40%

Logging present

100%

100%

Kafka consumer group

100%

100%

Exactly-once or at-least-once semantics

100%

100%

Configuration externalised

100%

100%

Restart strategy

0%

0%

Standards validation step

100%

100%

Without context: $1.3899 · 5m 46s · 42 turns · 43 in / 23,006 out tokens

With context: $1.5443 · 5m 28s · 55 turns · 472 in / 22,200 out tokens

95%

2%

Daily Sales ETL Pipeline

ETL data transformation with validation

Criteria
Without context
With context

Step-by-step guidance

100%

100%

Data validation logic

100%

100%

Standards validation section

100%

100%

Production config file

100%

100%

Resource configuration

100%

100%

Logging instrumented

100%

100%

Error/bad-record handling

70%

100%

Idempotent or transactional load

60%

50%

Test or verification artifact

100%

100%

Industry-standard sink connector

100%

100%

Without context: $2.2311 · 10m 19s · 50 turns · 90 in / 41,198 out tokens

With context: $1.5072 · 5m 57s · 52 turns · 52 in / 22,440 out tokens

82%

-1%

Real-Time Infrastructure Alerting Pipeline

Streaming workflow orchestration and state management

Criteria
Without context
With context

Step-by-step workflow description

100%

100%

Windowing applied

100%

100%

Stateful operator

100%

100%

Checkpointing configured

100%

100%

Watermark strategy

100%

100%

Production configuration file

100%

100%

Logging at key stages

40%

20%

Restart or failure strategy

10%

0%

Late data handling

80%

100%

Validation or test artifact

100%

100%

Without context: $1.1838 · 4m 36s · 41 turns · 43 in / 18,736 out tokens

With context: $1.8520 · 6m 55s · 53 turns · 134 in / 28,685 out tokens

Repository
jeremylongshore/claude-code-plugins-plus-skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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