User Guides

Read these pages in order if you are new to the package:

• Getting Started explains the GoodMem concepts that show up in the public API and helps you choose the right entry point.

• Connect To An Existing Space is the simplest workflow when you already have a GoodMem space.

• Create A Space explains the package-owned create helper and when to choose embedders= versus embedding=.

• Manage GoodMem RAG Resources explains the resource facade for embedders, spaces, memories, and clean-slate vector-store bootstrap.

• Embeddings Workflow explains when GoodMemEmbeddings is necessary and when it is not.

• Examples points to the runnable scripts under examples/ and clarifies which workflow each one demonstrates.

Two cross-cutting rules are worth remembering before you dive in:

• writes create GoodMem memories, while searches return chunk-level LangChain Document values

• GoodMem metadata filters apply to memory-level JSON metadata, not to chunk-level result objects

• Getting Started
• Connect To An Existing Space
• Create A Space
• Manage GoodMem RAG Resources
• Embeddings Workflow
• Examples