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
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
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.
AI-powered observability and security with comprehensive agent-ready docs.
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.
IAB VAST XML validator (118 rules) exposed as an MCP server for agents.
Same query as JSON: /api/v1/services?category=monitor&has_llms_txt=trueMCP server:https://mcp.botfriendly.xyz