Incident Response Copilot (IRC)

Stop wasting hours on logs. Diagnose and resolve incidents in seconds with AI.

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Incident Response Copilot

Inspiration

Okay, real talk — logs are a nightmare.
You’re trying to ship code, and boom, something breaks. Now you’re stuck scrolling through 300 lines of errors, Googling like a maniac.
We’ve all been there.

So I thought… what if logs could debug themselves?
That’s how Incident Response Copilot was born — your AI buddy that looks at logs and says:
“Here’s what’s broken, why it broke, and how to fix it.” Done.

What it does

It’s simple — you throw in a log file or paste an error message, and it gives you:

  • A root cause analysis
  • Suggested fix
  • Relevant GitHub/StackOverflow links
  • And a clean summary

No backend, no infra mess — everything runs in the browser.

You also get a personal dashboard to track your incidents.
All logs and reports are securely stored using Appwrite's storage and database services.

How I built it

  • Frontend: Next.js 14 (App Router), TailwindCSS, Shadcn UI
  • Backend (kind of):
    • Appwrite – used for user auth, incident DB, and log file storage
  • Multi-Agent Pipeline:
    • Log Parser Agent → pulls out errors & timestamps
    • Root Cause Agent → figures out what broke and where
    • Solution Agent → recommends a fix
    • Research Agent → calls Tavily API to find similar problems from GitHub & Stack Overflow
  • Memory Storage: Integrated Mem0 API to store patterns for long-term learning

No custom backend. All logic happens in the frontend using APIs.

Challenges I ran into

  • Getting the whole agent pipeline to run smoothly in-browser wasn’t easy — had to manage async flows, UI state, and timeouts.
  • Parsing different log formats was tricky. Regex wasn’t always enough — needed contextual parsing.

Accomplishments we’re proud of

  • Built a full AI log analysis tool without any backend
  • Actually made logs useful instead of frustrating
  • Clean UI + meaningful results in under 6 seconds
  • Deployed and working — no dev ops, no setup needed

What I learned

  • Appwrite made auth, DB, and storage feel like magic
  • Logs don’t have to be painful anymore

What’s next for AI Incident Copilot

  • Analytics — track recurring failures across services
  • AI chat interface — talk to your logs like ChatGPT

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