Koog 1.0 idioms, gotchas, and scaffolding skills for Kotlin agents on the JVM
87
88%
Does it follow best practices?
Impact
87%
1.85xAverage score across 45 eval scenarios
Advisory
Suggest reviewing before use
{
"context": "Tests whether the agent installs the OpenTelemetry feature with the Langfuse backend integration, configures the session-id trace attribute correctly, and routes everything through the install block — rather than reaching for a bespoke OTel SDK setup or a non-Koog Langfuse client.",
"type": "weighted_checklist",
"checklist": [
{
"name": "Adds the agents-features-opentelemetry dependency",
"description": "Adds ai.koog:agents-features-opentelemetry to build.gradle.kts at 1.0.0 or later. The umbrella does not include observability",
"max_score": 25
},
{
"name": "Installs OpenTelemetry in the trailing lambda",
"description": "Calls install(OpenTelemetry) { ... } inside the AIAgent(...) trailing lambda. Does not configure observability by mutating the agent after construction",
"max_score": 25
},
{
"name": "Calls addLangfuseExporter inside the install block",
"description": "Uses the addLangfuseExporter integration inside the install(OpenTelemetry) block. Does not roll a custom HTTP client targeting Langfuse, does not pull a non-Koog Langfuse library",
"max_score": 20
},
{
"name": "Sets langfuse.session.id from the environment",
"description": "Passes a CustomAttribute (or equivalent supported trace attribute) named langfuse.session.id whose value is read from System.getenv(\"LANGFUSE_SESSION_ID\")",
"max_score": 15
},
{
"name": "Turns on verbose mode",
"description": "Calls setVerbose(true) inside the install block, matching the developer's stated preference for initial rollout",
"max_score": 10
},
{
"name": "Does not stack a second backend integration",
"description": "Does not also call addOtlpExporter, addDatadogExporter, or addWeaveExporter — stacking backends inflates cost without adding signal",
"max_score": 5
}
]
}evals
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skills
add-observability
add-persistence
add-rag
add-structured-output
add-token-budgeting
add-tool
cache-llm-calls
define-prompt
domain-model-subtask-pipeline
references
enable-prompt-caching
handle-agent-events
manage-state
migrate-from-0-x
model-planner-subtasks
persist-chat-history
query-sql-from-agent
scaffold-agent
snapshot-and-restore
test-koog-agents
trace-agent-internals
use-attachments
use-functional-agent
use-llm-node-variants
use-planner
wire-a2a
wire-acp-server
wire-ktor-server
wire-mcp-server
wire-spring-boot