goodmem:python

You have access to the GoodMem Python SDK. Use it to write Python code that accomplishes the user's request.

See reference.md for the complete API reference including all method signatures, convenience shortcuts, available model identifiers, error handling, and common patterns.

Key principles:

• Context managers recommended: with Goodmem(...) as client: (plain construction is fine in short scripts)
• For create methods, pass flat kwargs (convenience transforms handle the rest)
• For update methods, pass either a typed request object or a plain dict
• Use model_identifier for embedders/LLMs/rerankers — the SDK auto-infers provider, endpoint, etc.
• Use api_key="sk-..." on create (not credentials) — the SDK builds the credential struct
• Iterate paginated results directly: for item in client.spaces.list():
• Use stream=False on retrieve if you want a plain list instead of a stream
• SaaS endpoints require api_key: creating an embedder/LLM/reranker for a known SaaS provider (OpenAI, Cohere, Voyage, Jina, Anthropic, Google, Mistral) without api_key raises ValueError: Provider '...' at '...' requires an API key. — always pass api_key="sk-..."