Incident Response Commander Agent

Production use case: SRE teams need fast, evidence-backed triage during incidents without giving an LLM the ability to mutate infrastructure directly.

This project uses LangChain tool calling with Nebius as the model backend. The agent reads an alert, searches logs, checks runbooks, reviews recent deploys, and drafts a mitigation/comms plan.

Run

python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
cp .env.example .env
# add NEBIUS_API_KEY
python main.py

Production Pattern Demonstrated

• Evidence-gathering tools before recommendation
• Read-only diagnostics
• Human-approved mitigation plan instead of direct infra changes
• Typed JSON output for incident systems
• Audit trail of tools used