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 the perform_eval function 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.md demonstrates the use of the langsmith SDK and httpx to interact with the api.smith.langchain.com endpoint.
  • 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.md outlines procedures for fetching runs and extracting field names and sample content for analysis.
Audit Metadata
Risk Level
SAFE
Analyzed
Jul 30, 2026, 04:32 PM
Security Audit — agent-trust-hub — langsmith-online-eval-engineering