Name: lakebase-setup
Rating: 80.80000000000001 (1 reviews)
Author: databricks

lakebase-setup

Configure Lakebase for agent memory storage. Use when: (1) Adding memory capabilities to the agent, (2) 'Failed to connect to Lakebase' errors, (3) Permission errors on checkpoint/store tables, (4) User says 'lakebase', 'memory setup', or 'add memory'.

3.40x

Quality

72%

Does it follow best practices?

Impact

92%

3.40x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./agent-langgraph-advanced/.claude/skills/lakebase-setup/SKILL.md

Evaluation results

100%

61%

Add Persistent Memory to a LangGraph Agent App

Provisioned Lakebase config for LangGraph agent

Criteria

Without context

With context

Memory extra dependency

100%

Provisioned resource type

100%

Correct instance name field

100%

database_name field

100%

CAN_CONNECT_AND_CREATE permission

100%

LAKEBASE_INSTANCE_NAME via value_from

100%

EMBEDDING_ENDPOINT in databricks.yml

100%

EMBEDDING_DIMS in databricks.yml

100%

.env LAKEBASE_INSTANCE_NAME

100%

.env EMBEDDING settings

100%

CLI profile included

100%

bundle run after deploy

50%

100%

66%

Wire Up Autoscaling Lakebase for an OpenAI SDK Agent

Autoscaling Lakebase config for OpenAI agent

Criteria

Without context

With context

Autoscaling resource type

100%

Branch field full path

100%

Database field full path with ID

100%

CAN_CONNECT_AND_CREATE permission

100%

LAKEBASE_AUTOSCALING_PROJECT env var

100%

LAKEBASE_AUTOSCALING_BRANCH env var

100%

EMBEDDING_ENDPOINT in databricks.yml

100%

EMBEDDING_DIMS in databricks.yml

100%

.env autoscaling vars

100%

.env EMBEDDING settings

100%

Discovery commands use postgres API

100%

Discovery commands include profile

100%

78%

69%

Debug and Fix Lakebase Permission Errors on First App Start

SP permission grant workflow after deploy

Criteria

Without context

With context

Gets SP client_id via CLI

33%

100%

Runs grant script

100%

Correct memory-type flag

100%

Instance name in grant script

100%

Profile on grant script

100%

Bundle run command

Profile on bundle run

SP client_id used in grant

100%

No deploy command

100%

Repository: databricks/app-templates
Commit: 2302cd3

Evaluated: 15 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Add Persistent Memory to a LangGraph Agent App Wire Up Autoscaling Lakebase for an OpenAI SDK Agent Debug and Fix Lakebase Permission Errors on First App Start

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.