Capability
Production Error Trace Collection And Enrichment
4 artifacts provide this capability.
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mcp-benchMCP Server29/100
via “agent execution trace collection and structured logging”
MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
Unique: Structured JSON trace collection with per-step latency and server metadata, enabling quantitative analysis of planning patterns. Supports both streaming and batch modes for real-time debugging and post-hoc analysis.
vs others: More detailed than simple success/failure logs by capturing tool sequences and reasoning; more analyzable than unstructured logs by using JSON schema.