microsoft / microsoft/agent-framework

Python SDK : Add native vector database connectors and retrieval patterns

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#1,188 5 comments 4 reactions 1 assignee View on GitHub

@eavanvalkenburg is already working on this.

Since Feb 23, 2026.

memory python question
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Description

Currently, the Agent Framework lacks built-in support for vector databases, which are essential for RAG patterns in production agent systems.

Proposed Enhancement:

Add first-class connectors for popular vector databases:

Azure AI Search (given Azure ecosystem focus)
Pinecone
Weaviate
Qdrant
Chroma
PostgreSQL with pgvector

Include built-in retrieval patterns:

Semantic search tools for agents
Hybrid search (vector + keyword)
Re-ranking capabilities
Metadata filtering

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