# Best embeddings OKF Bundles for AI Agents

> Embeddings OKF bundles provide structured knowledge for AI agents.

**4 bundles** · **8 total stars**

## Top embeddings OKF Bundles

### 1. crystalline
- **Author:** jordiboehme
- **Stars:** 7
- **Description:** Local-first memory for AI agents: teach knowledge as Markdown Domains, capture learnings as Engrams. One Rust binary with MCP server, CLI and hybrid search.
- **OKF Conformant:** No
- **Tags:** agent-memory, ai-agents, ai-memory, claude-desktop, cli
- **Link:** https://bundledex.net/bundles/crystalline/

### 2. okf-tools
- **Author:** hdean-ssp
- **Stars:** 1
- **Description:** CLI and Python library for querying, navigating, and authoring Google Open Knowledge Format (OKF) bundles. Adds semantic search, link graph traversal, and agent-friendly progressive disclosure to plain markdown knowledge bases.
- **OKF Conformant:** Yes
- **Tags:** agent-memory, agentic-workflow, ai-agents, cli, embeddings
- **Link:** https://bundledex.net/bundles/okf-tools/

### 3. brain
- **Author:** aliahmad1967
- **Stars:** 0
- **Description:** A local-first AI knowledge platform powered by Ollama and Open Knowledge Format (OKF).
- **OKF Conformant:** Yes
- **Tags:** ai, arabic, desktop-app, embeddings, fastapi
- **Link:** https://bundledex.net/bundles/brain/

### 4. rag-local
- **Author:** MauricioPerera
- **Stars:** 0
- **Description:** Local-first RAG memory for LLMs: Node server with ONNX embeddings, OKF-structured chunks, portable vector bundles, and REST + Web UI + CLI + MCP interfaces
- **OKF Conformant:** No
- **Tags:** embeddings, llm, local-first, mcp, nodejs
- **Link:** https://bundledex.net/bundles/rag-local/

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