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GNO vs PrivateGPT

Both are privacy-first local RAG. PrivateGPT is a Python-first server stack. GNO is a local knowledge workspace with stronger retrieval UX and agent integration.

Compare GNO and PrivateGPT for local RAG. PrivateGPT gives you backend flexibility and broad LLM provider support. GNO gives you a cohesive workspace with CLI, Web UI, REST API, MCP, and agent skills.

Choose PrivateGPT if
You want a Python-heavy local RAG server with maximum backend flexibility (Ollama, OpenAI, Azure, Gemini, SageMaker, vLLM).
Choose GNO if
You want stronger search quality (BM25 + vector + rerank), simpler setup (single bun install), and direct CLI/API/agent workflows on top of your files.

Setup complexity

GNO installs as a single Bun-compiled binary with an embedded SQLite database. PrivateGPT requires git clone, Poetry, and a backend like Qdrant or Ollama running alongside.

# GNO
bun install -g @gmickel/gno
gno init ~/notes --name notes && gno index

# PrivateGPT (Ollama)
git clone https://github.com/zylon-ai/private-gpt
cd private-gpt
poetry install --extras "ui llms-ollama embeddings-ollama vector-stores-qdrant"
ollama pull llama3.1 && ollama pull nomic-embed-text
PGPT_PROFILES=ollama make run

Key differences

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