Tracing, error tracking, agent ops
OpenTelemetry-native, open-source tracing and evaluation for LLM and agent applications
Eval-first platform — datasets, scorers, CI gating, and logging for agent changes
Open-source LLM and agent observability — traces, evals, prompt management, and cost tracking
Tracing, evals, and prompt management with the deepest LangChain and LangGraph integration
Error and performance monitoring with AI agent tracing, plus a remote MCP server
Session replay, cost tracking, and failure analysis purpose-built for agent runs
One-line proxy for LLM logging, caching, rate limits, and cost analytics
OpenTelemetry-native agent observability with trace compression and low-volume pricing
Tracing, evaluation, and monitoring for LLM apps inside Weights and Biases
Product analytics; query charts, cohorts, and insights through Amplitude MCP.
APM for errors, perf, logs, and metrics with a hosted MCP — no local server.
AI-powered observability and security with comprehensive agent-ready docs.
Open observability stack and Grafana Cloud with official MCP for agents.
Observability platform for complex systems with first-party MCP for agents.
Observability platform with hosted New Relic MCP for APM, infra, and SRE agent workflows.
Product analytics and feature flags for agents via MCP, OpenAPI, and llms.txt.
Cloud cost visibility and FinOps platform with MCP and llms.txt for agents.
Same query as JSON: /api/v1/services?category=monitor&auth_method=api-keyMCP server:https://mcp.botfriendly.xyz