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Documentation Index

Fetch the complete documentation index at: https://docs.inference.net/llms.txt

Use this file to discover all available pages before exploring further.

Use this checklist when traces do not appear in Catalyst or when spans are missing expected attributes.

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No Spans Appear

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Confirm Export Configuration

echo "$CATALYST_OTLP_ENDPOINT"
echo "$CATALYST_OTLP_TOKEN"
echo "$CATALYST_SERVICE_NAME"

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Enable Debug Logging

export CATALYST_DEBUG=true

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Initialize Before Clients

Call setup() before constructing provider or framework clients. Many integrations patch shared prototypes or callback configuration paths.
TypeScript
const tracing = await setup({ modules: { openai: OpenAI } });
const client = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });

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Spans Disappear In Short-Lived Processes

Batch exporters flush on an interval. CLIs, scripts, workers, and tests should call shutdown() before the process exits. 
await tracing.shutdown();

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Framework Spans Are Missing

IntegrationCheck
LangChain / LangGraph JSPass @langchain/core/callbacks/manager as a namespace to setup()
LangSmithSet LANGSMITH_TRACING=true and use otel or hybrid mode
Claude Agent SDK TSUse wrapClaudeAgentSdkQuery(query, tracing)
OpenAI AgentsPair openaiAgents with openai in setup()

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Attributes Are Missing

Some attributes only appear when the upstream provider returns the data. For example, token counts depend on provider usage fields, and Anthropic prompt-cache details appear only when prompt caching actually engages for the request.

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Next Steps

If setup order, export configuration, and shutdown are correct, reduce the issue to the smallest provider call and compare it with Traces Quickstart.