Python: Phase 2: Embedding Generators for Existing Providers

[eavanvalkenburg]

Parent: #1188
Depends on: #4163

Goal

Add embedding generators to all existing AF provider packages that have chat clients.

Tasks

• Azure AI Inference embedding (packages/azure-ai/)
• Ollama embedding (packages/ollama/)
• Anthropic embedding (packages/anthropic/)
• Bedrock embedding (packages/bedrock/)

Mergeable: Yes — each is independent, added to existing provider packages.

[daric93]

@eavanvalkenburg the Anthropic embedding task is still unchecked here. Looking into it, Anthropic doesn't have a native embedding API — they recommend Voyage AI as their embedding provider. The implementation would use the voyageai SDK (separate API key, separate endpoint), not the anthropic SDK.

Is Voyage AI embedding support something you'd want in the framework? Since it's a separate SDK and API, would a new agent-framework-voyageai package be the right place?

Should I open a separate issue to track this, or is this thread sufficient?

Happy to contribute once there's alignment.