azure-ai-agents-persistent-java

Azure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.

Install with Tessl CLI

npx tessl i github:boisenoise/skills-collections --skill azure-ai-agents-persistent-java

What are skills?

1.63x

Quality

60%

Does it follow best practices?

Impact

100%

1.63x

Average score across 3 eval scenarios

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/antigravity-azure-ai-agents-persistent-java/SKILL.md

SKILL.md

Review

Evals

Evaluation results

100%

53%

Java AI Study Buddy Application

Core agent conversation workflow

Criteria

Without context

With context

Correct groupId

100%

Correct artifactId

100%

Correct version

25%

100%

Endpoint from env var

50%

100%

PersistentAgentsClientBuilder usage

25%

100%

DefaultAzureCredential auth

100%

createAgent call

62%

100%

createThread call

62%

100%

createMessage with USER role

62%

100%

createRun call

37%

100%

Polling loop with QUEUED/IN_PROGRESS

100%

500ms polling delay

100%

listMessages retrieval

62%

100%

Resource cleanup

71%

100%

Without context: $0.4852 · 4m 56s · 21 turns · 28 in / 8,193 out tokens

With context: $0.4277 · 3m 35s · 22 turns · 184 in / 5,403 out tokens

100%

Resilient Azure AI Agent Runner

Run status handling and error resilience

Criteria

Without context

With context

Correct Maven artifact

100%

HttpResponseException import

100%

Try/catch for agent creation

100%

Status code in error output

100%

RequiresAction status check

100%

Failed status check

100%

Cancelled status check

100%

Polling loop present

100%

Thread cleanup

100%

Agent cleanup

100%

Without context: $0.5422 · 4m 54s · 24 turns · 77 in / 9,718 out tokens

With context: $0.4853 · 4m 10s · 23 turns · 28 in / 7,132 out tokens

100%

58%

Concurrent AI Agent Query Processor

Async client for high-concurrency workloads

Criteria

Without context

With context

Correct Maven artifact

100%

Correct version

100%

Async client used

100%

Async client builder

100%

Endpoint from env var

100%

DefaultAzureCredential auth

100%

Concurrent execution

100%

Thread cleanup

100%

Agent cleanup

100%

Without context: $0.4875 · 4m 39s · 18 turns · 22 in / 9,154 out tokens

With context: $0.5887 · 3m 59s · 22 turns · 27 in / 10,489 out tokens

Evaluated: 4 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Java AI Study Buddy Application Resilient Azure AI Agent Runner Concurrent AI Agent Query Processor

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If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.