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AgentOps vs HoneyHive

AgentOps: Tracing and debugging for AI agents, with LLM cost tracking HoneyHive: Platform for tracing and evaluating production AI agents

Comparison of AgentOps, HoneyHive
AgentOps
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HoneyHive
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CategoryLLM ObservabilityLLM Ops
PricingFreemiumFree up to 5,000 events–
Platforms
  • Web
  • API
  • Web
Best for
  • AI engineers
  • Agent developers
  • Enterprise teams
  • Agent developers
  • Operations teams
Highlights
  • View LLM calls, tools and agent actions in one timeline
  • Replay agent runs step by step
  • Track token counts and cost per model
  • Replay every step of an agent run
  • Trace long-running agents with retries and handoffs
  • Score live traffic and link scores to outcomes
GitHub stars5.9k–
Last update4 months ago–

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