Natural Language Queries

Ask questions in plain English — Aegis translates to SQL, CloudWatch Insights, and API calls automatically. No query language needed. "Show me users who uninstalled last week and what domains they were watching."

Multi-Source Correlation

Join data across PostgreSQL, CloudWatch Logs, and IP geolocation in a single conversation. Trace a user from signup → room creation → error log → uninstall without switching tools.

Production Debugging

Built-in investigation patterns for incidents, churn analysis, and performance issues. Follow the 4-phase framework: Scope → Explore →Collect → Analyze. From vague reports to root cause in minutes.

Secure by Default

LLM-generated Python executes in a defense-in-depth sandbox: Docker isolation → iptables network lockdown → NSJail namespacing → seccomp syscall filtering → app-level guards. Zero network access, zero privileges.

Real-Time Streaming

Every tool call, query result, and chart streams live via SSE. Watch the agent think, explore, and analyze step by step — no black-box waiting, full transparency into every decision.

Integrate Anywhere

Deploy as a FastAPI chatbot with a built-in Alpine.js UI, or as a FastMCP server for Claude Desktop and any MCP client. Same engine, any interface — zero code changes between modes.