guidesFebruary 28, 2026· 4 min read

Cache the Anthropic SDK in your API documentation bot with Crowkis

Building API documentation bots on the Anthropic SDK? Add a semantic cache so the same endpoint questions from every developer stop costing full price.

API documentation bots built on the Anthropic SDK share one problem: the same endpoint questions from every developer. Each repeat is a full-price the Anthropic SDK call for an answer you already have.

Put a semantic cache in front. Point the Anthropic SDK'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 API documentation bots logic.

the Anthropic SDK + Crowkis

base_url = "http://127.0.0.1:6380/v1"   # Crowkis gateway, semantic cache in front

In plain words: The API documentation bots keep working exactly as before; the repeats just stop hitting the model.

On repetitive traffic this cuts costs up to 60-70% on repetitive workloads, and every hit carries a confidence score so reuse stays safe. Community edition ships at full power, free to run.