 OpenTelemetry-native, open-source tracing and evaluation for LLM and agent applications MCPOpenAPIllms.txt | observability+3 | MCP+2 | — | api-key, Observability | 5/5 | | |
 Eval-first platform — datasets, scorers, CI gating, and logging for agent changes MCPOpenAPIllms.txt | evals+3 | MCP+2 | — | api-key, Observability | 5/5 | | |
 Open-source LLM and agent observability — traces, evals, prompt management, and cost tracking MCPOpenAPIllms.txt | observability+4 | MCP+2 | — | api-key, Observability | 5/5 | | |
 Tracing, evals, and prompt management with the deepest LangChain and LangGraph integration MCPOpenAPI | observability+3 | MCP+1 | — | api-key, Observability | 5/5 | | |
 Error and performance monitoring with AI agent tracing, plus a remote MCP server MCPOpenAPIllms.txt | errors+3 | MCP+2 | — | api-key, Observability | 5/5 | | |
 One-line proxy for LLM logging, caching, rate limits, and cost analytics MCPOpenAPIllms.txt | observability+3 | MCP+2 | — | api-key, Observability | 4/5 | | |
 OpenTelemetry-native agent observability with trace compression and low-volume pricing MCPOpenAPI | observability+3 | MCP+1 | — | api-key, Observability | 4/5 | | |
 Tracing, evaluation, and monitoring for LLM apps inside Weights and Biases MCPOpenAPI | observability+3 | MCP+1 | — | api-key, Observability | 4/5 | | |