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azure-eventhub-java

Build real-time streaming applications with Azure Event Hubs SDK for Java. Use when implementing event streaming, high-throughput data ingestion, or building event-driven architectures.

Quality

70%

Does it follow best practices?

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SecuritybySnyk

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tessl review fix ./plugins/AI-Agents-Safe-Coding-Skills-claude/skills/azure-eventhub-java/SKILL.md

The canonical home for this skill is azure-eventhub-java in administrakt0r/AI-Agents-Safe-Coding-Skills

SKILL.md
Quality
Evals
Security

Quality

Content

57%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A code-rich, broadly executable reference for the Azure Event Hubs Java SDK that stays lean in prose. Weaknesses are structural: it is a monolithic inline API reference with no progressive disclosure, no validation/verification guidance for batch and processor operations, and a few filler sections that add tokens without value.

Suggestions

Remove the 'Trigger Phrases' and 'When to Use' filler sections — routing belongs in the description, and 'This skill is applicable to execute the workflow...' conveys nothing.

Split advanced/API-detail sections (Event Positions, hub/partition properties, async clients, error handling) into a references/ file, keeping SKILL.md as a concise overview with one-level-deep pointers.

Add verification guidance for batch operations, e.g. confirming sent batches via sequence numbers, or validating checkpoint progress after EventProcessorClient runs, and complete fragmentary snippets (missing imports, dangling '.processError(...)' builder).

DimensionReasoningScore

Conciseness

The body is mostly lean, code-first, and free of basic-concept explanations, but includes unnecessary padding: a 'Trigger Phrases' section that duplicates the description's routing job, a contentless 'When to Use' section ('This skill is applicable to execute the workflow or actions described in the overview.'), and a thin Environment Variables block. This fits 'mostly efficient but includes some unnecessary explanation or could be tightened'.

3 / 5

Actionability

Extensive executable Java covering client builders, batch handling with tryAdd, partition keys, EventProcessorClient with a BlobCheckpointStore, error handling, and try-with-resources cleanup — largely copy-paste ready. Minor gaps keep it below anchor 5: some snippets omit imports (Collections, EventHubProperties, PartitionProperties, AmqpException), and the Error Handling snippet is a dangling '.processError(...)' fragment rather than a complete builder.

4 / 5

Workflow Clarity

Sections follow a logical order (installation → client creation → core patterns → error handling → cleanup), but the content is a reference, not a sequenced workflow: there are no validation or verification steps for batch send or processor operations (e.g. verifying delivery or confirming checkpoint progress), which caps workflow clarity at 3 per the batch-operations guideline.

3 / 5

Progressive Disclosure

There are no bundle files (references/, scripts/, assets/ are absent), so all ~350 lines of API-reference-style content are inlined in SKILL.md. Headers provide reasonable structure, but content that would belong in separate reference files (e.g. full Event Positions, properties, and async sections) is inline, fitting 'some structure but could be better organized'.

3 / 5

Total

13

/

20

Passed

Description

70%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A solid description with an explicit 'Use when...' trigger clause and clear domain identification. Its main weakness is a generic single 'what' action ('build applications') that understates the concrete capabilities, and trigger coverage that misses common synonyms.

Suggestions

Replace the generic 'Build real-time streaming applications' with concrete capabilities, e.g. 'Produce and consume events, batch sends, process partitions with load balancing and checkpointing'.

Add natural trigger variations users might say, such as 'Event Hub', 'event publisher/consumer', 'message streaming', or 'Azure event ingestion'.

Clarify the boundary against adjacent services (e.g. mention it is for Event Hubs specifically, not Service Bus or Kafka) to reduce mis-triggering.

DimensionReasoningScore

Specificity

The description names the domain ("Azure Event Hubs SDK for Java") but offers only one generic action — "Build real-time streaming applications" — matching the 'names domain and 1-2 concrete actions, but not comprehensive' anchor rather than the 'several specific actions' of level 4. Voice is third-person imperative, so no person penalty applies.

3 / 5

Completeness

Both a 'what' ("Build real-time streaming applications with Azure Event Hubs SDK for Java") and an explicit 'Use when...' clause with concrete triggers are present. The 'what' is a single generic action, so it sits at anchor 4 ('when' present, 'what' could be more specific) rather than the fully concrete anchor 5.

4 / 5

Trigger Term Quality

Natural keywords a user would say are present ("event streaming", "high-throughput data ingestion", "event-driven architectures", "Java"), but common variations like "Event Hub" (singular), "message streaming", or "publish/subscribe" are missing. Good coverage with a few gaps fits anchor 4.

4 / 5

Distinctiveness Conflict Risk

"Azure Event Hubs SDK for Java" carves a clear niche, but the broader phrases "event streaming" and "event-driven architectures" could also match requests intended for Kafka, Azure Service Bus, or other streaming skills. This is anchor 4: mostly distinct with minor overlap risk against closely related skills.

4 / 5

Total

15

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository

administrakt0r/AI-Agents-Safe-Coding-Skills

Path

plugins/AI-Agents-Safe-Coding-Skills-claude/skills/azure-eventhub-java/SKILL.md

Reviewed

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