AgentOps
Free tierTrace, Debug, & Deploy Reliable AI Agents — the leading developer platform for AI agents and LLM apps.
Free tier available·Technical·API available
Key strengths
Time Travel Debugging — rewind and replay agent runs with point-in-time precisionBroad compatibility with 400+ LLMs and agent frameworks via a single SDKDetailed cost and token tracking across multiple agentsFull audit trail including logs, errors, and prompt injection detectionLLM fine-tuning on saved completions at up to 25x lower cost
Free tier + paid plans · from $40 USD/mo
Self-hostable
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Developer Documentation
Installation
pip install agentops
Quick Initialization
import agentops
agentops.init(api_key="YOUR_API_KEY")
# Your existing agent code runs here — AgentOps auto-instruments LLM calls
Key Capabilities
- Event Tracing — Automatically captures LLM calls, tool invocations, and multi-agent interactions as structured events with timestamps and metadata.
- Time Travel Debugging — Replay any agent session at a specific point in time; useful for reproducing intermittent failures and auditing production runs.
- Cost & Token Tracking — Monitors token consumption and maps it to real-time pricing across 400+ supported LLMs, aggregated per agent or session.
- Security Auditing — Detects and logs prompt injection attacks throughout the full data trail from development to production.
- Fine-tuning Export — Export saved completions to fine-tune specialized LLMs at up to 25x lower cost compared to baseline approaches.
- Enterprise Deployment — Supports self-hosting on AWS, GCP, or Azure with custom SSO, role-based permissioning, and compliance with SOC-2, HIPAA, and NIST AI RMF standards.