惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

N
Netflix TechBlog - Medium
Recent Commits to openclaw:main
Recent Commits to openclaw:main
L
LangChain Blog
G
Google Developers Blog
GbyAI
GbyAI
Google DeepMind News
Google DeepMind News
Vercel News
Vercel News
Stack Overflow Blog
Stack Overflow Blog
Hugging Face - Blog
Hugging Face - Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
D
DataBreaches.Net
C
Check Point Blog
月光博客
月光博客
MongoDB | Blog
MongoDB | Blog
F
Fortinet All Blogs
MyScale Blog
MyScale Blog
WordPress大学
WordPress大学
M
MIT News - Artificial intelligence
博客园_首页
S
SegmentFault 最新的问题
The Cloudflare Blog
NISL@THU
NISL@THU
T
The Exploit Database - CXSecurity.com
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
H
Help Net Security
大猫的无限游戏
大猫的无限游戏
Spread Privacy
Spread Privacy
Apple Machine Learning Research
Apple Machine Learning Research
爱范儿
爱范儿
U
Unit 42
S
Schneier on Security
博客园 - 司徒正美
Help Net Security
Help Net Security
O
OpenAI News
PCI Perspectives
PCI Perspectives
T
Troy Hunt's Blog
Microsoft Azure Blog
Microsoft Azure Blog
Forbes - Security
Forbes - Security
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
N
News | PayPal Newsroom
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
T
Threatpost
V
Vulnerabilities – Threatpost
美团技术团队
P
Palo Alto Networks Blog
TaoSecurity Blog
TaoSecurity Blog
V2EX - 技术
V2EX - 技术
IT之家
IT之家
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
I
InfoQ

Databricks

How lakebase architecture delivers 5x faster Postgres writes Why Talent Transformation Is the Missing Focus of Enterprise AI Public Health Intelligence Shouldn't Require a Data Scientist Mean Time to Detect Is a Data Access Problem First-party audience data is the ad sales relationship now Rethinking Distributed Systems for Serverless Performance and Reliability The AI Scaling Gap Hiding in Digital Native Companies 10 trillion samples a day: Scaling beyond traditional monitoring infra at Databricks AI success starts with clean data, not just better models How nOps Rebuilt Their Cloud Optimization Platform on Databricks Lakebase, and Why Other ISVs Should Too Peril Predicts: Precision Payouts for a Volatile World The foundation of AI scalability: one team, one platform, one operating model The Federal Data Paradox: Rich in Data, Poor in Access Driving Budapest Forward: How BKK Uses Databricks to Transform City Mobility LLM Vs AI: A Practical Guide to Differences, Use Cases, and Tools Model Risk Governance Is Not the Same as Risk Intelligence Generative AI for Business: A Complete Strategy and Implementation Guide Data Science vs Data Engineering: Choosing Analysis or Infrastructure AI Applications: Tools, Use Cases, and Platforms MLOps vs DevOps: A Practical Guide for Data Scientists and IT Teams Top Data Warehouse Tools For Modern Data Analytics Unlocking SAP Business Context in Databricks with Semantic Metadata Delta Sharing The marketing activation gap has a fix: Databricks and Stitch partner to turn data infrastructure into marketing performance Alert Fatigue Is a Business Risk Backstage with Lakebase Shipping Faster isn’t Learning Faster Why Your OEE Dashboard Is Lying to You The Turbine That Tried to Tell You It Was Failing Predicting Readmissions Isn't Enough. Acting in Time Is. Clinical Trials Run Longer Than They Have To. That's a Patient Problem Network Quality Is a Revenue Problem, Not a Technical One Shelf Availability Starts with Better Demand Visibility When Predicting the Next Hit Requires More Than Intuition Approximate Answers, Exact Decisions: New Sketch Functions for Analytics Companies Winning with AI Built the Data Layer First Rethinking SQL ETL for modern data platforms Stripe data now available on Databricks via Databricks Marketplace Databricks and Stripe Projects: Infrastructure Built for Agents Agents are ready but your architecture probably isn't Interoperability Between Unity Catalog and Google BigQuery via Catalog Federation Built In, Not Bolted On: What AI-Native Actually Means in Cybersecurity Operationalizing AI for public sector fraud prevention From months to minutes: Building real-time clinical data pipelines with natural language Agentic Data Engineering with Genie Code and Lakeflow Securely send first-party conversion signals with Snapchat Conversions API on Databricks Marketplace How leading tech companies are killing the builder’s tax with Lakebase Inside one of the first production deployments of Lakebase: LangGuard's agentic workflow governance engine The next generation of Databricks Genie Model Risk Management in 2026: A Banker’s Guide to the Revised Interagency Guidance OpenAI GPT-5.5 now available on Databricks, fully-governed through Unity AI Gateway Operational databases: How they work and when to use them Databricks partners with OpenAI on GPT-5.5 Announcing the Public Preview of Lakeflow Designer Are LLM agents good at join order optimization? How conversational analytics removes the BI bottleneck How to transform document activation workflows with Genie and Agent Bricks Beyond the spreadsheet: how Databricks is delivering the modern CFO in Financial Services AI App Development: Guide To Building AI-Powered Apps IoT in Manufacturing: Strategy, Components, Use Cases, and Challenges Stop Hand-Coding Change Data Capture Pipelines Multimodal Data Integration: Production Architectures for Healthcare AI Personalization Strategies for Media Companies A Modern AI Risk Management Framework Introducing the Databricks Excel Add-in for Business Users Real-Time Decisioning for AI Agents: Why you Need a Customer Context Layer First A Practical Guide to LLM Fine Tuning AI Data Transformation Guide for Data Engineers and Data Scientists Concurrency Control in DBMS: How Locking, MVCC and Optimistic Strategies Keep Data Consistent Bridging data science and marketing: Databricks unveils Delta Sharing integration for Adobe Experience Platform and agentic marketing workflows Take Control: Customer-Managed Keys for Lakebase Postgres Get hands on with agents, vibe coding and more at Data+ AI Summit Mercedes-Benz Builds a Cross-Cloud Data Mesh with Delta Sharing and Intelligent Replication, Cutting Costs by 66% What Is a Transactional Database? Introducing Genie Agent Mode Governing coding agent sprawl with Unity AI Gateway Governing Coding Agent Sprawl with Unity AI Gateway What is pgvector? Banks Don’t Have an AI Problem – They Have a Data Platform Problem Open Platform, Unified Pipelines: Why dbt on Databricks is Accelerating Why Your Agents Can’t Read Enterprise Documents — and How to Fix It Building with Databricks Document Intelligence and Lakeflow Databricks on Google Cloud: Innovate Faster. Smarter. Together. Introducing the Databricks Connector for Google Sheets: Real-Time, Governed Lakehouse Data in the Sheets Users Love Expanding agent governance with Unity AI Gateway Agentic reasoning in practice: Making sense of structured and unstructured data Agent Bricks: The Governed Enterprise Agent Platform 8 AI and data trends shaping financial services in 2026 Building real-time product search on Databricks Lovable + Databricks: Build Data-Driven Apps at the Speed of Thought Memory scaling for AI agents Powering clinical research innovation: How TriNetX uses Databricks to accelerate drug development Database Branching in Postgres: Git-Style Workflows with Databricks Lakebase How Zalando built a unified data foundation for AI and analytics on Databricks The next era of the open lakehouse: Apache Iceberg™ v3 in Public Preview on Databricks How FSIs eliminate silos between clients, operations, and finance How MakeMyTrip achieved millisecond personalization at scale with Databricks A multi-agent approach to audience intelligence AiChemy: Next-generation agent with MCP, skills and custom data for drug discovery Accelerate business insights with Lakeflow Connect, now with a Free Tier Unlocking Next-Gen Customer Experiences with Data Intelligence for Marketing
Unity AI Gateway: How to connect agents to external MCPs securely
Ahmed Bilal, Sunish Sheth · 2026-04-16 · via Databricks

As part of Week of Agents, customers can now manage models, MCP and tools through Databricks Unity AI Gateway, fully integrated with Unity Catalog. To deliver real value, agents need to securely reach external tools like GitHub, Glean, and Atlassian. Unity AI Gateway makes this easy and secure, so teams can focus on building agents, not auth infrastructure.

In this post, we'll walk through how to connect an external MCP server and deploy an agent end to end, so that you can build context-aware agents that reason and act on your data.

The problem: Authenticating external MCP servers

AI agents are only as powerful as the tools they can access. The Model Context Protocol (MCP) provides a universal way to discover and interact with those tools, and on Databricks, enterprises already use it to connect agents with native and external MCPs.

Again and again, customers tell us the same thing: auth is the bottleneck. Every provider has its own OAuth app registration, its own client secrets, its own token refresh logic. Secrets need rotating, permissions need auditing, and there's no centralized way to track which agents are accessing what. What should take minutes takes weeks.

The solution: Unity AI Gateway for external connectivity

Unity AI Gateway  solves this by giving teams a single, governed way to connect agents to external systems:

  • Govern external MCP servers through Unity Catalog: Every external MCP server is registered in Unity Catalog, making it discoverable and governed like any other catalog object. Admins can apply fine-grained permissions, with all activity captured in a centralized audit table. Teams can also install MCP servers from partners through Databricks Marketplace.
  • Access on behalf of the user: Agents act on behalf of the end user, so User A's agent only sees what User A is allowed to see. This means agents can safely access personal email, private repos, and restricted documents without overprivileged service accounts. Admins can further restrict what agents are allowed to do by scoping OAuth permissions per connection, like limiting a GitHub connection to read-only repo access.
  • Simplify authentication to external systems: Managed OAuth flows simplify auth, with no need to register OAuth apps or manage secrets per provider. Pick from a dropdown and Databricks handles the full auth lifecycle server-side. Supported providers today include Glean, GitHub, Atlassian (Jira and Confluence), Google Drive, and SharePoint, with more on the way.
  • Works across clouds and providers: The same governance and auth experience whether you run Databricks on AWS, Azure, or GCP, with pre-configured support for third-party providers like GitHub, Glean, and Atlassian.

How it works

Let's walk through connecting GitHub as an external MCP server and taking it all the way to a deployed agent.

Step 1. Create the connection.

  • Navigate to AI Gateway → Register MCP Server -> External MCP
  • Select your auth mode: Per-User OAuth (recommended — each user authenticates with their own identity) or Shared Principal (single identity for all users)
  • Pick GitHub from the provider dropdown
  • Create. Databricks handles OAuth app registration, token exchange, and refresh behind the scenes

Register MCP Server

Step 2. Test it. You can validate the connection in two ways. In AI Playground, select a model with tools enabled, browse your external MCP connections, pick GitHub, and ask "What are the open pull requests in repo X?" 

Test in AI Playground

Or test directly in code using DatabricksMCPClient:

Step 3. Deploy your agent. Once validated, deploy with Agent Bricks.

Deploy with Agent Bricks

Step 4. Monitor and trace. Once your agent is live, MLflow Tracing gives you end-to-end observability: every request, every tool call, every MCP server interaction, with full inputs and outputs. Combine with Unity Catalog audit logs to see who accessed what, when, and through which agent.

Monitor

Get started

Don't let auth be the reason your agents can't reach the tools they need. Start building agents that reason and act on both internal and external data. Get started today.