AI OBSERVABILITY PLATFORM

Debug AI agents
before users do.

AgentTrace gives you full trace visibility into every LLM call, tool use, and agent decision. Know exactly why your pipeline failed — and fix it in minutes, not hours.

View traces →Browse examples
agent-trace · live
[✓] agent:planner — tool_call: search_web (120ms)
[✓] agent:executor — llm_call: claude-3-5-sonnet (340ms, $0.0002)
[→] agent:validator — tool_call: check_output (80ms)
[✓] pipeline complete — 3 steps, 540ms total

Full-stack agent observability

Everything you need to understand production AI behaviour

🔍

Full Trace Visibility

See every LLM call, tool invocation, and agent decision in a unified timeline. No more guessing.

🐛

Root Cause Debugging

TraceBot pinpoints where your pipeline failed — wrong tool call, hallucination, timeout, or bad prompt.

📊

Latency & Cost Analytics

Track p50/p95 latency per agent step and token cost per run. Optimise before it hurts in production.

🛡️

Production Monitoring

Set anomaly thresholds. Get alerted when agent behaviour drifts from expected baseline.

From instrumentation to insight

01

Instrument once

Drop one SDK call in your agent. Traces flow automatically.

02

See every step

Full call graph: prompts, tools, decisions, outputs — timestamped.

03

Debug with AI

TraceBot reads your trace and explains exactly what went wrong.

04

Monitor live

Set baselines. Get Slack/webhook alerts when agents misbehave.

Open Source·Self-Hostable

Agent observability built for agents
— not retrofitted from LLM logging.

Real-time trace view, issue lifecycle tracking, and step-by-step execution— for AI agents that actually run.

agentlogs.app — live trace streamLIVE
14:32:01.423[INFO]research-agentStarting task: "Summarize latest AI papers"
14:32:01.891[CALL]research-agenttool_call: search_arxiv(query="transformer architecture 2024")
14:32:02.340[INFO]research-agentRetrieved 47 papers, filtering by relevance score > 0.85
14:32:02.891[CALL]research-agentllm_call: claude-3-5-sonnet (tokens: 4,291)
14:32:04.102[INFO]research-agentStep completed: latency=1.2s cost=$0.0043
Req/sec
2,847
+12%24h
P99 Latency
1.24s
-8ms24h
Error Rate
0.3%
-0.1%24h
Cost/1k
$0.041
-4%24h
// capabilities

Everything you need to ship reliable AI

Built-in observability. Zero vendor lock-in. Works with any framework.

Real-time Tracing
Watch agents think step-by-step with full execution visibility
Cost Analytics
Track token usage and API costs across every agent run
Latency Profiling
Find bottlenecks. P50/P95/P99 breakdowns per step
Error Detection
Auto-categorize failures. Alert before users notice
Multi-Framework
LangChain, CrewAI, AutoGPT, or your own custom agents
Self-Hostable
Your data never leaves your infra. Docker in 2 minutes
SDK First
Python + TypeScript. 3 lines to full instrumentation
Production Scale
Built on FastAPI + Postgres. Async event ingestion designed to scale
// quickstart

Instrument in 60 seconds

01Install SDK
pip install agenttrace-sdk
02Set endpoint
export AGENTTRACE_API_URL="https://agentlogs.app"
export AGENTTRACE_PROJECT="my-agent"
03Instrument
from agenttrace import AgentTrace

client = AgentTrace()
with client.trace("agent-run") as trace:
    trace.step("llm_call", metadata={"model": "gpt-4o", "tokens": 1200})
    # your agent logic
    trace.step("done", metadata={"output": result})
// pricing

Simple. Developer-first.

Start free. Upgrade when you need more.

Free
$0
Forever free, open source
  • 10,000 trace events / month
  • 7-day log retention
  • 1 project
  • Community support
Get started free
POPULAR
Pro
$19
per month, billed monthly
  • 1,000,000 trace events / month
  • 30-day log retention
  • Unlimited projects
  • Team seats (up to 5)
  • Webhook + REST API export
  • Email support (24h SLA)
// compare

How we stack up

FeatureAgentTraceLangSmithHeliconeArize
Agent-Focused
Real-time Trace View
Issue Lifecycle Tracking
Multi-Step Tracing
Cost Analytics
Self-Hosting
Open Source
Starting PriceFree$39/momaintenance$500+/mo
$ ready to deploy

Ship AI agents with confidence

Open-source observability for AI agents. Free forever for the core. Self-host or use our hosted version.

Start Free Trial →