Comparison

AgentOps vs SigNoz

A like-for-like, spec-level comparison. Both entries are verified against their docs and repo.

AgentOps

Observability built specifically for AI agents.

  • + Agent-session mental model fits agentic apps
  • + Easy SDK integration
  • − Cloud-only currently
  • − Newer and less mature than incumbents

SigNoz

Open-source OpenTelemetry observability.

  • + Unified app and LLM tracing on OTel
  • + Fully self-hosted, no vendor lock-in
  • − LLM evals via OpenLLMetry, not native
  • − More ops to run than a SaaS
Spec AgentOps SigNoz
Role Observability Observability
Tags observability, evaluation, persona-data-scientist, persona-platform-engineer observability, persona-platform-engineer
License MIT MIT
Open source Yes Yes
Self-hostable No Yes
MCP support No No
Pricing freemium freemium
Price Free tier Free tier
Usage cost No model cost No model cost
Models multi multi
Languages python, typescript go, typescript
GitHub stars 5.7k 27.6k
Last activity 2026-06-25 2026-07-03