🔍 MULTI-AGENT DEBUGGER

Your Agents Are Talking.
Can You Follow the Conversation?

Multi-agent systems fail silently. Agent A sends bad data to Agent B, which hallucinates a response to Agent C. By the time you notice, it's 4,000 API calls later. AgentMolt traces every message in real-time.

⚡ Start Debugging Free
73%
of multi-agent failures
are communication bugs
12x
faster debug time
with visual traces
< 5ms
trace overhead
per message
🔍 Live Agent Trace — Research Pipeline
Workflow ID: wf-8a3f • 2.3s elapsed

Debugging Multi-Agent Systems is Broken

print() doesn't cut it when 5 agents are talking at once

❌ Without AgentMolt

  • Scroll through 10,000 log lines to find the failing message
  • No idea which agent sent what, when
  • Silent failures cascade through the entire pipeline
  • Reproducing bugs means re-running the whole workflow
  • Cost of a debugging session: 3-6 hours + $50-200 in API calls

✅ With AgentMolt Debugger

  • Visual timeline shows every agent-to-agent message
  • Click any message to inspect payload, tokens, latency
  • Automatic error detection highlights the root cause
  • Replay any workflow from any point — no re-running
  • Average debug time: 4 minutes. Zero extra API calls.

Two Lines to Trace Everything

Works with any framework. Zero config.

from agentmolt import trace

# Wrap your multi-agent workflow
with trace("research-pipeline"):
    planner = PlannerAgent()
    researcher = ResearchAgent()
    writer = WriterAgent()

    # Every message between agents is traced automatically
    plan = planner.run("Analyze Q4 earnings")
    research = researcher.run(plan)
    report = writer.run(research)

# Dashboard shows the full trace instantly
# Click any message to inspect tokens, cost, latency

Built for Multi-Agent Reality

🔄

Workflow Replay

Replay any failed workflow from any checkpoint. Change inputs, skip steps, test fixes — without burning tokens re-running everything.

🎯

Root Cause Detection

Automatic analysis traces errors back to the originating agent. Highlights the exact message that started the cascade.

⏱️

Latency Heatmap

See which agents are bottlenecks. Identify slow tool calls, queued messages, and token-heavy responses at a glance.

💬

Message Diffing

Compare messages across workflow runs. See exactly what changed between a working run and a failed one.

🔗

Framework Agnostic

CrewAI, LangGraph, AutoGen, custom MCP setups — one trace decorator works everywhere. No framework lock-in.

📊

Token Economics

Per-message token counts and costs. See exactly which agent-to-agent handoff is eating your budget.

Stop Guessing. Start Tracing.

Free for up to 10 agents and 1,000 traces/month. No credit card.

⚡ Start Debugging Free