Mosaic AI Agent FrameworkA suite of tools by Databricks for building, deploying, and evaluating high-quality AI agents and RAG applications.

4.0 (4)

Reviewed by Daniel Nikulshyn·Updated June 2026

AI Agents RAG Enterprise Databricks LLMOps Evaluation Deployment Framework

Overview

The Databricks Agent Framework (AAF) is a set of tools provided by Databricks for building, deploying, and governing AI agents. These agents can connect to any tool, database, or SaaS application through a single, governed protocol (Model Context Protocol, MCP). The framework includes integrated AI development, experimentation, and deployment into serverless computing using Databricks Apps without managing infrastructure. Agent Bricks and Unity Catalog are essential for governance and security; they apply predefined policies on models, tools, and connections while enforcing rate limits, fallbacks, and other safeguards required for prompt injection prevention, sensitive data detection, and content filtering.

Key features

Agent Bricks
Unity Catalog
Databricks Apps
Model Context Protocol (MCP)
Centralized governance
Per-user control

Pricing

Model: Contact for pricing
Category: AI Agent Development Frameworks
Rating: 4.0 / 5 (4)

Use cases

Build Production RAG Applications

Develop retrieval-augmented generation apps that connect LLMs to enterprise data sources for accurate, context-aware responses.

Deploy AI Agents at Scale

Create and deploy AI agents within the Databricks ecosystem, leveraging integrated tooling for reliable production rollout.

Evaluate Agent Quality

Assess the performance and quality of AI agents and RAG pipelines using built-in evaluation tools to ensure high standards.

Iterate on LLM Workflows

Prototype, test, and refine generative AI workflows in a unified framework that streamlines the agent development lifecycle.

Pros & Cons

Pros

Centralized governance
Per-user control
Serverless computing

Cons

Limited non-AI integration
No pre-built agents
Documentation gap

Reviews

4.0

Average from 4 ratings.

Nadia Petrova

Apr 3, 2026

Years in this space

I've evaluated a lot of these over the years. What stands out here is the integrations — handled better than most — and the value for money is strong. The mobile experience lags is my one real gripe. Worth the time if this is your use case.

Kwame Mensah

Dec 5, 2025

Solid for our team

We rolled this out across the team last quarter and it saves real time. The core workflow fits neatly into how we already work, and the integrations removed a step we used to do by hand. The mobile experience lags, which is the main caveat, but it has held up under daily use.

Mei-Ling Wong

Oct 16, 2025

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the integrations, and it is genuinely easy to set up caught me off guard. Pricing gets steep at scale is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Tomáš Novák

Jul 11, 2025

Solid for our team

We rolled this out across the team last quarter and the value for money is strong. The automation fits neatly into how we already work, and the API removed a step we used to do by hand. The mobile experience lags, which is the main caveat, but it has held up under daily use.