langsmith-online-eval-engineering
Pass
Audited by Gen Agent Trust Hub on Jul 30, 2026
Risk Level: SAFECOMMAND_EXECUTION
Full Analysis
- Local Execution of Evaluation Logic: The skill supports the creation and local testing of Python-based evaluators. These functions are executed by the agent against sample traces to verify logic and field access before deployment to the LangSmith platform.
- Evidence:
SKILL.md(Section 4) describes executing theperform_evalfunction directly against fetched root-level traces to catch runtime errors. - Interaction with Official API Services: The skill communicates with the LangSmith API to create, list, and manage evaluators and run rules. These network operations are directed exclusively to the platform's official infrastructure.
- Evidence:
references/langsmith-api.mddemonstrates the use of thelangsmithSDK andhttpxto interact with theapi.smith.langchain.comendpoint. - Processing of Trace Context: The skill ingests input and output data from existing LangSmith traces. This data is summarized for the user and used to inform the design of LLM prompts and code evaluators.
- Evidence:
references/trace-inspection.mdoutlines procedures for fetching runs and extracting field names and sample content for analysis.
Audit Metadata