Distributed Tracing
Follow complete agent chains across model calls, tools, and memory steps with parent-child context.
Apache 2.0 · Open Source
See what your agents actually do.
Open-source observability for AI agents. Trace every step, attribute every dollar, score every output.
- Distributed tracing for agent chains
- Cost attribution per agent and task
- Quality scoring and eval framework
- Works with any agent framework
Self-host in minutes. Cloud access by waitlist.
trace_id: 3f8a2f9c session: prod/us-east-1
orchestrator 1200ms
├── search_tool 120ms
├── llm_call/gpt-4o 820ms · 1240 tokens · $0.0124
├── memory_retrieve 45ms
└── write_output 23ms
Total: 1.2s Cost: $0.0156 Quality: 94/100
Live Demo View
Debug spans, costs, and quality in one timeline
Switch views instantly to isolate slow steps, expensive calls, or failing outputs.
agent.orchestrator.runok1.20s
tool.search.webok120ms
llm.openai.chatslow820ms
memory.retrieve.vectorok45ms
orchestrator$0.001811.5%
llm_call/gpt-4o$0.012479.5%
search_tool$0.00095.8%
memory_retrieve$0.00053.2%
factuality96/100pass
tool reliability93/100pass
response consistency88/100watch
safety guardrails71/100alert
Core Features
Built for multi-agent workflows in production
Cost Attribution
Break down spend by agent, task, and provider to identify runaway loops before they hit budgets.
Quality Scoring
Attach eval scores and confidence signals to every run so teams track behavior, not just latency.
Integrations
Works with OpenAI Agents SDK, LangChain, CrewAI, AutoGen, and custom orchestrators via OTLP.
Self-Host Ready
Run locally or in your VPC with a single Docker Compose command and keep sensitive traces in-house.
Alerts & Guardrails
Trigger alerts on cost spikes, score drops, and anomalous agent behavior with actionable run context.
Self-Host
Run AgentScope in your own environment
Bring your own infra while keeping the same trace and quality model as managed cloud.
docker compose up agentscope Pricing
Start free, scale with your agent volume
Free (Self-host)
$0
- Unlimited local traces
- Community support
- Docker Compose setup
Cloud
From $99/mo
- Managed ingestion + storage
- Team dashboards and alerts
- Priority roadmap access
Enterprise
Custom
- Private deployment options
- SSO + compliance exports
- Dedicated support channel
Cloud Access
Join the AgentScope cloud waitlist
Tell us your stack and we will invite teams in rollout order.