Cache Spring AI in your data analysis agent with Crowkis
Building data analysis agents on Spring AI? Add a semantic cache so repeated tool calls and the same analytical questions stop costing full price.
Data analysis agents built on Spring AI share one problem: repeated tool calls and the same analytical questions. Each repeat is a full-price Spring AI call for an answer you already have.
Put a semantic cache in front. Point Spring AI's base URL at the Crowkis OpenAI-compatible gateway, or wrap the call in get-or-compute, and reworded repeats are served from cache, no rewrite of your data analysis agents logic.
base_url = "http://127.0.0.1:6380/v1" # Crowkis gateway, semantic cache in front
On repetitive traffic this cuts costs up to 60-70% on repetitive workloads, and every hit carries a confidence score so reuse stays safe. It's one self-hosted binary, Redis-compatible, free to run.