Examples

The runnable scripts under examples/ are the operational source of truth for end-to-end usage. Use the surrounding guide pages first if you want the mental model, then jump into these scripts when you want concrete runnable flows.

• examples/basic_semantic_search.py Existing-space workflow: bind to one GoodMem space, add documents, and run chunk-level semantic search.

• examples/goodmem_embeddings_bootstrap_workflow.py Clean-slate bootstrap workflow: start from an initialized GoodMem instance, resolve or create a compatible embedder, create a space, and run the first query.

• examples/goodmem_embeddings_workflow.py Embeddings-driven create workflow: use GoodMemEmbeddings directly when you want a retained LangChain Embeddings object as part of the setup.