Confident Trace

Use this skill to instrument an AI application—an LLM app, agent, RAG pipeline, or chatbot—with the confident-trace SDK so its execution is visible span by span in Confident AI. Pick a supported integration when one exists, fall back to custom spans otherwise, give each span a meaningful type, and add useful trace context.

This skill stops at producing well-formed traces. Attaching evaluation metrics and running evals is the deepeval skill's job.

Scope: AI Applications Only

Instrument only the AI parts of the system: agent loops and planning, LLM calls, retrieval/vector search, and tool calls. Do not trace non-AI software such as web servers, CRUD backends, database layers, or infrastructure. If the target has no LLM, agent, retrieval, or tool-calling component, this skill does not apply.