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There are two ways into Flint AI Platform, and they answer different questions. Start with Discover if you want to know what agents you have. Start with Runtime if you already know and want to see what they do in production. Most teams do Discover first — it needs no changes to running code.

Discover your agents

Add a GitHub Action to build an inventory of the agents in your repositories, along with the models, tools, and MCP servers behind them.

Monitor your agents at runtime

Wrap your LLM client with the Python SDK to capture live sessions and enforce guardrails.

What each one needs

Both need a Flint AI API key. Discovery also needs an API key from your own LLM provider — the scan uses a model to analyze your code, so that inference is billed to you. Google Gemini’s free tier is enough to try it.