durag 2.1.11

Du-RAG: Durable RAG — persistent memory for AI agents

Du-RAG

Durable RAG — a persistent memory layer for AI agents built on retrieval-augmented generation.

---

pip install durag

from durag import Memory

m = Memory()

m.add("Alice loves Python and open source", user_id="alice")
m.add("Alice built Du-RAG", user_id="alice")

history = m.get_all(filters={"user_id": "alice"})
print(history)

API Keys

Du-RAG requires a provider API key. Set the env var for your preferred provider before first use:

Provider	Env Var	Used For
OpenAI (default)	OPENAI_API_KEY	Embeddings + LLM
Anthropic	ANTHROPIC_API_KEY	LLM
Google Gemini	GOOGLE_API_KEY	Embeddings + LLM
DeepSeek	DEEPSEEK_API_KEY	LLM
Together AI	TOGETHER_API_KEY	Embeddings + LLM
Groq	GROQ_API_KEY	LLM
MiniMax	MINIMAX_API_KEY	LLM
Sarvam AI	SARVAM_API_KEY	LLM
vLLM	VLLM_API_KEY	LLM

export OPENAI_API_KEY="sk-..."

Features

• Persistent memory across conversations — agents remember what they learn
• Semantic search via vector embeddings — find the right context fast
• Multiple backends — OpenAI, Anthropic, Gemini, DeepSeek, Ollama, vLLM, and more
• Vector stores — Qdrant (default), FAISS, Chroma, Pinecone, Weaviate, and others

License

Apache 2.0