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Add an experimental MCP server

Open lennartkats-db opened this issue 1 month ago • 1 comments

Changes

This adds an experimental MCP server:

  experimental/aitools/
  ├── agents/         # Agent detection and installation (Claude Code, Cursor, custom)
  ├── auth/           # Authentication checking
  ├── tools/          # MCP tools: init_project, add_project_resource, analyze_project, explore, invoke_databricks_cli
  │   ├── resources/  # Resource types for add_project_resource: apps, dashboards, jobs, pipelines
  │   └── prompts/    # AI-facing prompts as .tmpl files
  ├── install.go      # Installation command
  ├── server.go       # MCP server implementation
  └── uninstall.go    # Uninstallation command

  $ databricks experimental aitools install

 [████████]  Databricks Experimental AI agent skills & MCP
 [██▌  ▐██]
 [████████]  AI-powered Databricks development and exploration

  ╔════════════════════════════════════════════════════════════════╗
  ║  ⚠️  EXPERIMENTAL: This command may change in future versions  ║
  ╚════════════════════════════════════════════════════════════════╝

  Which coding agents would you like to install the MCP server for?

  Install for Claude Code? [Use arrows to move]
  > yes
    no

  ✓ Installed for Cursor

  Install for Cursor? [Use arrows to move]
  > yes
    no

  ✓ Installed for Claude Code

  Show manual installation instructions for other agents? [Use arrows to move]
  > yes
    no

  You can now use your coding agent to interact with Databricks.
  Try asking: 'Create a new Databricks project with a job or an app'

lennartkats-db avatar Nov 11 '25 14:11 lennartkats-db

Run: 19427187840

Env 💚​RECOVERED 🙈​SKIP ✅​pass 🙈​skip Time
💚​ aws linux 7 2 360 613 17:58
💚​ aws windows 7 2 361 612 14:56
💚​ aws-ucws linux 7 2 498 503 21:17
💚​ aws-ucws windows 7 2 499 502 23:38
💚​ azure linux 1 4 360 612 20:37
💚​ azure windows 1 4 361 611 19:31
💚​ azure-ucws linux 1 4 494 502 24:03
💚​ azure-ucws windows 1 4 495 501 23:43
💚​ gcp linux 1 4 356 615 17:01
💚​ gcp windows 1 4 357 614 19:45
9 failing tests:
Test Name aws linux aws windows aws-ucws linux aws-ucws windows azure linux azure windows azure-ucws linux azure-ucws windows gcp linux gcp windows
TestAccept 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R
TestAccept/bundle/resources/permissions 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions 💚​R 💚​R 💚​R 💚​R 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions/DATABRICKS_BUNDLE_ENGINE=direct 💚​R 💚​R 💚​R 💚​R
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions/DATABRICKS_BUNDLE_ENGINE=terraform 💚​R 💚​R 💚​R 💚​R
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/without_permissions 💚​R 💚​R 💚​R 💚​R 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/without_permissions/DATABRICKS_BUNDLE_ENGINE=direct 💚​R 💚​R 💚​R 💚​R
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/without_permissions/DATABRICKS_BUNDLE_ENGINE=terraform 💚​R 💚​R 💚​R 💚​R
TestAccept/bundle/run/app-with-job 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
Top 35 slowest tests (at least 2 minutes):
duration env testname
6:27 azure windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
6:23 azure windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
6:16 gcp windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
6:01 azure linux TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
5:58 gcp windows TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
5:57 azure-ucws windows TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
5:46 gcp linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
5:31 gcp linux TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
5:30 azure windows TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
5:27 gcp windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
5:24 aws-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
5:17 gcp linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
5:12 aws-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
5:07 aws linux TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
4:57 aws windows TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
4:53 aws-ucws windows TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
4:09 azure-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
4:01 azure-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
3:58 azure linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
3:43 azure linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
3:38 azure-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
3:35 azure-ucws linux TestAccept/bundle/resources/synced_database_tables/basic
3:28 azure-ucws linux TestAccept/bundle/resources/clusters/deploy/data_security_mode/DATABRICKS_BUNDLE_ENGINE=direct
3:20 azure-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
3:18 azure-ucws windows TestAccept/bundle/resources/synced_database_tables/basic
2:28 aws-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
2:21 aws-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
2:18 aws linux TestAccept
2:17 aws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
2:15 aws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
2:12 azure linux TestAccept
2:11 aws-ucws linux TestAccept
2:08 aws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
2:08 gcp linux TestAccept
2:06 aws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct

eng-dev-ecosystem-bot avatar Nov 11 '25 14:11 eng-dev-ecosystem-bot

Commit: https://github.com/databricks/cli/commit/1e978fd89df49f44503840b2fe1633086f11b07e

Run: 19463144587

Env ❌​FAIL 🟨​KNOWN 🔄​flaky 💚​RECOVERED 🙈​SKIP ✅​pass 🙈​skip Time
🟨​ aws linux 10 1 393 600 61:35
🟨​ aws windows 10 1 394 599 64:12
❌​ aws-ucws linux 3 2 2 6 1 546 484 107:37
❌​ aws-ucws windows 3 4 2 6 1 545 483 107:33
🟨​ azure linux 1 3 3 393 599 54:01
🟨​ azure windows 3 1 3 394 598 58:22
❌​ azure-ucws linux 3 2 2 3 542 483 101:03
❌​ azure-ucws windows 3 3 1 3 543 482 94:04
🟨​ gcp linux 4 2 3 378 605 64:05
🟨​ gcp windows 4 3 381 604 64:17
18 failing tests:
Test Name aws linux aws windows aws-ucws linux aws-ucws windows azure linux azure windows azure-ucws linux azure-ucws windows gcp linux gcp windows
TestAccept 🟨​K 🟨​K 🟨​K 🟨​K 🔄​f 🟨​K 🟨​K 🟨​K 🟨​K 🟨​K
TestAccept/bundle/integration_whl/base ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
TestAccept/bundle/resources/dashboards/change-name ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p
TestAccept/bundle/resources/dashboards/change-name/DATABRICKS_BUNDLE_ENGINE=terraform ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p
TestAccept/bundle/resources/model_serving_endpoints/running-endpoint 🙈​s 🙈​s ❌​F ❌​F 🙈​s 🙈​s ❌​F ❌​F 🙈​s 🙈​s
TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=direct ❌​F ❌​F ❌​F ❌​F
TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform ❌​F ❌​F ❌​F ❌​F
TestAccept/bundle/resources/permissions 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions 🟨​K 🟨​K 💚​R 💚​R 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions/DATABRICKS_BUNDLE_ENGINE=direct 🟨​K 🟨​K 💚​R 💚​R
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/with_permissions/DATABRICKS_BUNDLE_ENGINE=terraform 🟨​K 🟨​K 💚​R 💚​R
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/without_permissions 🟨​K 🟨​K 💚​R 💚​R 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/without_permissions/DATABRICKS_BUNDLE_ENGINE=direct 🟨​K 🟨​K 💚​R 💚​R
TestAccept/bundle/resources/permissions/jobs/destroy_without_mgmtperms/without_permissions/DATABRICKS_BUNDLE_ENGINE=terraform 🟨​K 🟨​K 💚​R 💚​R
TestAccept/bundle/run/app-with-job 🟨​K 🟨​K 🔄​f 🟨​K 🔄​f 🟨​K 🔄​f 🟨​K 🟨​K 🟨​K
TestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=direct 🟨​K 🟨​K 🔄​f 🟨​K 🔄​f 🟨​K 🔄​f 🔄​f 🟨​K 🟨​K
TestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=terraform 🟨​K 🟨​K 🟨​K 🟨​K 🟨​K 🔄​f 🟨​K 🟨​K 🟨​K 🟨​K
Top 50 slowest tests (at least 2 minutes):
duration env testname
17:07 aws-ucws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
16:17 azure-ucws linux TestAccept/bundle/resources/permissions/factcheck/DATABRICKS_BUNDLE_ENGINE=terraform
14:26 gcp linux TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
13:06 gcp windows TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
11:58 aws-ucws windows TestAccept/bundle/resources/permissions/factcheck/DATABRICKS_BUNDLE_ENGINE=terraform
11:24 aws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
11:19 azure windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
10:32 aws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
10:30 aws-ucws linux TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
9:39 aws-ucws windows TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
9:01 azure-ucws linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
8:59 aws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:53 azure windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:51 azure-ucws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:48 azure windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:41 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=USER_ISOLATION
8:41 aws-ucws windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
8:27 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
8:24 azure linux TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
8:23 aws-ucws linux TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
8:22 gcp windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:20 gcp linux TestAccept/bundle/integration_whl/interactive_cluster/DATABRICKS_BUNDLE_ENGINE=terraform
8:15 aws linux TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
8:14 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
8:12 azure windows TestAccept/bundle/integration_whl/custom_params/DATABRICKS_BUNDLE_ENGINE=direct
8:11 azure windows TestAccept/bundle/integration_whl/custom_params/DATABRICKS_BUNDLE_ENGINE=terraform
8:06 aws-ucws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:05 aws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:05 azure-ucws linux TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_14.3_LTS
8:01 aws linux TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
7:56 gcp linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
7:53 gcp linux TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
7:53 azure linux TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_14.3_LTS
7:51 aws windows TestAccept/bundle/resources/permissions/factcheck/DATABRICKS_BUNDLE_ENGINE=terraform
7:49 gcp linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=USER_ISOLATION
7:49 azure-ucws windows TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_13.3_LTS
7:48 gcp windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
7:48 gcp windows TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_14.3_LTS
7:47 aws windows TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
7:44 aws windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
7:42 aws-ucws windows TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
7:41 aws-ucws linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=SINGLE_USER
7:41 azure-ucws windows TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
7:38 aws-ucws linux TestAccept/bundle/integration_whl/interactive_cluster/DATABRICKS_BUNDLE_ENGINE=terraform
7:37 aws linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
7:37 azure windows TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_14.3_LTS
7:35 aws-ucws linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
7:35 azure linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
7:32 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=SINGLE_USER
7:32 aws linux TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_14.3_LTS

eng-dev-ecosystem-bot avatar Nov 18 '25 12:11 eng-dev-ecosystem-bot