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
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.
Synthetic monitoring + Playwright checks controllable via hosted Checkly MCP and OpenAPI.
Open observability stack and Grafana Cloud with official MCP for agents.
Observability platform for complex systems with first-party MCP for agents.
Incident/on-call platform with remote MCP for incidents, alerts, schedules, and investigations.
Bug capture with full repro context; hosted Jam MCP so agents can file and inspect bug reports.
Product analytics; hosted Mixpanel MCP for events, funnels, retention, and session replay queries.
Observability platform with hosted New Relic MCP for APM, infra, and SRE agent workflows.
Incident response platform with hosted remote MCP for ops and SRE agents (US + EU).
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&has_mcp=trueMCP server:https://mcp.botfriendly.xyz