AgentOps Smart SRE
Debug multi-agent failures in minutes, not hours
Production MVP for automated Root Cause Analysis of multi-agent system failures with real-time progress streaming.
The Problem
When AI agents fail in production, finding the root cause across multiple services is like finding a needle in a haystack made of other needles. Multi-agent systems are notoriously hard to debug: agents call other agents, make decisions based on intermediate states, and fail in ways that are nearly impossible to reproduce. Traditional monitoring tools weren't designed for this. You need something that understands agent interactions, follows the reasoning chain, and pinpoints exactly where things went wrong.
What You Can Do
Automated Root Cause Analysis
Submit a failure trace and get a detailed breakdown of what went wrong and why.
Real-time Investigation
Watch the analysis unfold in real-time via Server-Sent Events streaming.
Evidence-based Debugging
Every conclusion is backed by specific log entries, traces, and state snapshots.
Production Observability
OpenTelemetry integration gives you full visibility into agent behavior.
Tech Stack
Backend API
High-performance async API with automatic validation and OpenAPI docs.
Data Layer
Reliable storage with background job processing for heavy analysis.
Frontend
Modern React dashboard with real-time updates.
Observability
Full tracing and live progress streaming for transparency.
Architecture
The system has three main components:
1. Ingestion Service: Receives failure reports and agent traces
2. Analysis Engine: AI-powered root cause analysis running as background jobs
3. Streaming API: Real-time progress updates via Server-Sent Events
4. Dashboard: Next.js interface for investigating failures
Analysis jobs are queued in Redis and processed by RQ workers, allowing the system to handle bursts of failures without blocking.
Results
Key Features
- 1Automated Root Cause Analysis for agent failures
- 2Real-time progress streaming via SSE
- 3Evidence-first analysis methodology
- 4OpenTelemetry integration for observability
- 5Production-ready Next.js dashboard
Interested in this project?
Check out the source code, try the demo, or get in touch to discuss how similar solutions could help your team.