Overview

Rating

10.0 / 10

Rating

Best For

Developers building multi-agent systems with frameworks like CrewAI, AG2, and the OpenAI Agents SDK who want session-level debugging

Best For

AI teams needing evaluation across multiple modalities

Product Summary

AgentOps is an open-source observability SDK for AI agents, with session replay, time-travel debugging, and cost tracking across 400+ LLMs and frameworks.

Product Summary

Multimodal AI evaluation and observability platform with automated quality scoring across text, image, audio, and video outputs. Open-source TraceAI tracing built on OpenTelemetry.

Starting Price

Free

Free Trial

Yes

Free Version

Yes

Free Version

Yes

Website

agentops.ai

Website

futureagi.com

Key features

Core capabilities each platform advertises.

AgentOps

Session replay with time-travel debugging
Decorators for sessions, agents, operations, and workflows
Multi-agent interaction graphs
Cost and token tracking across 400+ LLMs

Future AGI

Multimodal evaluation (text, image, audio, video)
OpenTelemetry-native tracing (TraceAI)
Automated hallucination detection
Prompt optimization
Safety & compliance monitoring

Strengths and tradeoffs

What each tool does well, and the limitations to keep in mind.

AgentOps

Pros

SDK and dashboard app are both MIT-licensed and self-hostable
Session replay is organized around the full agent run, not single requests
Native integrations with the major agent frameworks, including a built-in CrewAI option

Cons

Evals are limited to custom metrics, with scorecards and an eval playground still on the roadmap
No prompt management or LLM gateway
SSO, SLA, and SOC 2 and HIPAA coverage are Enterprise only
The free tier caps at 5,000 events

Future AGI

Pros

Multimodal evaluation across text, image, audio, and video — a capability few competitors offer
Easy integration via TraceAI SDK with OpenTelemetry compatibility and support for 50+ AI frameworks
Effective hallucination detection that catches issues before they reach end users
Generous free tier with 10K traces/month and meaningful eval credits
Available on AWS Marketplace for streamlined enterprise procurement

Cons

AgentOps or Future AGI — which should you choose?

Choose AgentOps if you wantChoose if you want

Debugging multi-agent CrewAI and AG2 systems
Replaying a failed agent session step by step
Tracking LLM spend per agent session

Choose Future AGI if you wantChoose if you want

LLM output quality evaluation
Multimodal AI assessment
Agent observability
Hallucination detection
Production safety monitoring

Compare AgentOps and Future AGI on your own traffic

10KFree traces/mo

1,000+Models

5 minSetup

Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 1,000+ models through one gateway.

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AgentOps vs Future AGI (2026)

Overview

Key features

Strengths and tradeoffs

AgentOps or Future AGI — which should you choose?

Compare AgentOps and Future AGI on your own traffic

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