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@arsenyinfo arsenyinfo commented Dec 3, 2025

Changes

Restructure the MCP context management into three layers to establish separation of concerns.
Prompts are not changed here, subject for a separate change.

Why

Why separate context layers?

The previous implementation mixed different types of guidance in a single template — app-specific validation rules sat alongside TypeScript SDK patterns, making it hard to support new target types (jobs, pipelines) or new templates (Python apps). By separating into L0 (tool descriptions), L1 (universal workflow), L2 (target-specific), and L3 (template-specific), each layer can evolve independently. Adding a new target type now means creating one target_.tmpl file rather than modifying shared templates.

Why replace first-call middleware with explicit databricks_discover?

The middleware approach injected context into whatever tool happened to run first — fragile and non-recoverable if the agent missed it. The explicit databricks_discover tool lets agents request context when they need it, re-call it when switching directories, and get project-aware guidance (detecting apps/jobs from databricks.yml). The tool description itself serves as L0 context, instructing agents to call it first during planning without any middleware magic.

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eng-dev-ecosystem-bot commented Dec 3, 2025

Commit: 5ca293e

Run: 19896354824

Env 🟨​KNOWN 🔄​flaky 💚​RECOVERED 🙈​SKIP ✅​pass 🙈​skip Time
🟨​ aws linux 7 2 2 369 637 20:56
🟨​ aws windows 7 4 2 369 635 23:17
🔄​ aws-ucws linux 3 6 2 512 522 29:35
💚​ aws-ucws windows 7 2 516 520 27:59
🔄​ azure linux 4 1 4 367 636 21:02
🔄​ azure windows 3 4 371 634 21:58
💚​ azure-ucws linux 1 4 510 521 33:10
💚​ azure-ucws windows 1 4 512 519 33:55
🔄​ gcp linux 3 4 362 640 24:24
💚​ gcp windows 1 4 366 638 20:09
22 interesting tests: 13 flaky, 7 KNOWN, 2 SKIP
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 🔄​f 💚​R 💚​R 🔄​f 💚​R 💚​R 🔄​f 💚​R
🔄​ TestAccept/bundle/local_state_staleness 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/local_state_staleness/DATABRICKS_BUNDLE_ENGINE=terraform 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/resources/dashboards/detect-change ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/resources/dashboards/detect-change/DATABRICKS_BUNDLE_ENGINE=direct ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🙈​ 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 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
🔄​ TestAccept/bundle/templates/default-python/combinations/classic ✅​p ✅​p ✅​p ✅​p 🔄​f 🔄​f ✅​p ✅​p 🔄​f ✅​p
🔄​ TestAccept/bundle/templates/default-python/combinations/classic/DATABRICKS_BUNDLE_ENGINE=direct/DLT=no/NBOOK=yes/PY=yes ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/templates/default-python/combinations/classic/DATABRICKS_BUNDLE_ENGINE=direct/DLT=yes/NBOOK=no/PY=no ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/templates/default-python/combinations/classic/DATABRICKS_BUNDLE_ENGINE=direct/DLT=yes/NBOOK=no/PY=yes ✅​p 🔄​f ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/templates/default-python/combinations/classic/DATABRICKS_BUNDLE_ENGINE=direct/DLT=yes/NBOOK=yes/PY=no ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/templates/default-python/combinations/classic/DATABRICKS_BUNDLE_ENGINE=terraform/DLT=no/NBOOK=yes/PY=yes ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/templates/default-python/combinations/classic/DATABRICKS_BUNDLE_ENGINE=terraform/DLT=yes/NBOOK=yes/PY=yes ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p
🔄​ TestAccept/bundle/templates/default-python/integration_classic ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/templates/default-python/integration_classic/DATABRICKS_BUNDLE_ENGINE=terraform/UV_PYTHON=3.9 ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p ✅​p
Top 28 slowest tests (at least 2 minutes):
duration env testname
13:25 azure windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
11:20 azure-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
8:08 azure-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
7:46 azure linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
6:58 azure windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
6:04 gcp windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
5:47 gcp linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
5:40 aws-ucws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
5:26 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
5:23 aws-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
4:51 azure linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
4:46 gcp linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
3:49 azure-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
3:42 azure-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
3:39 azure-ucws windows TestAccept/bundle/resources/synced_database_tables/basic
3:07 azure-ucws linux TestAccept/bundle/resources/synced_database_tables/basic
2:36 aws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
2:26 aws-ucws linux TestAccept/bundle/templates/default-python/integration_classic/DATABRICKS_BUNDLE_ENGINE=terraform/UV_PYTHON=3.9
2:25 aws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
2:21 aws windows TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
2:21 azure-ucws linux TestAccept/bundle/templates/default-python/integration_classic/DATABRICKS_BUNDLE_ENGINE=terraform/UV_PYTHON=3.9
2:19 aws-ucws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=terraform
2:17 gcp linux TestAccept/bundle/templates/default-python/integration_classic/DATABRICKS_BUNDLE_ENGINE=terraform/UV_PYTHON=3.13
2:14 aws-ucws windows TestAccept/bundle/resources/experiments/basic/DATABRICKS_BUNDLE_ENGINE=terraform
2:07 aws linux TestAccept/bundle/resources/clusters/deploy/update-after-create/DATABRICKS_BUNDLE_ENGINE=direct
2:07 gcp linux TestAccept/bundle/templates/default-python/integration_classic/DATABRICKS_BUNDLE_ENGINE=direct/UV_PYTHON=3.10
2:03 azure-ucws linux TestAccept/bundle/templates/default-python/integration_classic/DATABRICKS_BUNDLE_ENGINE=terraform/UV_PYTHON=3.12

@arsenyinfo arsenyinfo marked this pull request as ready for review December 3, 2025 14:28
@arsenyinfo arsenyinfo requested review from a team, lennartkats-db and pietern as code owners December 3, 2025 14:28
| **L2: Target** | Target-specific: validation, deployment, constraints | When target type detected or after `init-template` |
| **L3: Template** | SDK/language-specific: file structure, commands, patterns | After `init-template`. For existing projects, agent reads CLAUDE.md. |

L0 is implicit - tool descriptions guide agent behavior before any tool is called (e.g., `databricks_discover` description tells agent to call it first during planning).
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lets make the comment there for Claude and Cursor not to modify


| Layer | Content | When Injected |
|-------|---------|---------------|
| **L0: Tools** | Tool names and descriptions | Always (MCP protocol) |
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not clear - if L0 are our MCP tools or not

@arsenyinfo arsenyinfo added this pull request to the merge queue Dec 4, 2025
Merged via the queue into main with commit 6ab1806 Dec 4, 2025
14 checks passed
@arsenyinfo arsenyinfo deleted the apps-mcp-context-management branch December 4, 2025 09:32
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Commit: 6ab1806

Run: 19924224814

Env 🟨​KNOWN 🔄​flaky 💚​RECOVERED 🙈​SKIP ✅​pass 🙈​skip Time
🟨​ aws linux 7 3 1 407 624 43:56
🟨​ aws windows 7 3 1 409 622 47:54
💚​ aws-ucws linux 10 1 568 503 56:36
🔄​ aws-ucws windows 4 8 1 568 501 59:39
💚​ azure linux 4 3 408 622 41:25
🔄​ azure windows 3 3 3 408 620 48:37
💚​ azure-ucws linux 4 3 565 501 58:43
💚​ azure-ucws windows 4 3 567 499 65:20
💚​ gcp linux 4 3 392 629 43:00
💚​ gcp windows 4 3 394 627 46:24
15 interesting tests: 7 KNOWN, 4 flaky, 3 RECOVERED, 1 SKIP
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 💚​R 💚​R 💚​R 🔄​f 💚​R 💚​R 💚​R 💚​R
🔄​ TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version ✅​p ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=SINGLE_USER ✅​p ✅​p ✅​p ✅​p ✅​p 🔄​f ✅​p ✅​p ✅​p ✅​p
🔄​ TestAccept/bundle/integration_whl/serverless 🙈​s 🙈​s ✅​p 🔄​f 🙈​s 🙈​s ✅​p ✅​p 🙈​s 🙈​s
🔄​ TestAccept/bundle/integration_whl/serverless/DATABRICKS_BUNDLE_ENGINE=direct ✅​p 🔄​f ✅​p ✅​p
🙈​ 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 🔄​f 🙈​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 🔄​f
💚​ TestAccept/bundle/run/app-with-job 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R
💚​ TestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=direct 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R
💚​ TestAccept/bundle/run/app-with-job/DATABRICKS_BUNDLE_ENGINE=terraform 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R 💚​R
Top 50 slowest tests (at least 2 minutes):
duration env testname
13:00 azure-ucws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
11:31 azure-ucws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
11:27 aws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
10:53 aws-ucws linux TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform
10:44 aws-ucws linux TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
10:36 gcp windows TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
10:24 gcp linux TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
10:13 aws-ucws windows TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform
10:09 gcp linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
10:05 azure windows TestAccept/bundle/resources/permissions/factcheck/DATABRICKS_BUNDLE_ENGINE=terraform
9:58 aws-ucws linux TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=direct
9:51 azure-ucws linux TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform
9:43 azure-ucws windows TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=terraform
9:42 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=SINGLE_USER
9:36 azure-ucws windows TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=direct
9:19 azure-ucws linux TestAccept/bundle/integration_whl/interactive_single_user/DATABRICKS_BUNDLE_ENGINE=terraform
9:06 azure-ucws windows TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
9:05 azure windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:59 azure-ucws linux TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
8:53 gcp linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:47 azure-ucws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:39 gcp windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:38 azure-ucws windows TestAccept/bundle/integration_whl/custom_params/DATABRICKS_BUNDLE_ENGINE=terraform
8:28 gcp windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:28 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
8:26 gcp linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:24 azure linux TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
8:23 gcp windows TestAccept/bundle/integration_whl/interactive_cluster/DATABRICKS_BUNDLE_ENGINE=terraform
8:20 azure windows TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
8:18 aws-ucws windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
8:16 aws-ucws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:15 aws windows TestAccept/bundle/integration_whl/interactive_cluster/DATABRICKS_BUNDLE_ENGINE=terraform
8:13 aws-ucws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:11 aws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
8:10 aws windows TestAccept/bundle/integration_whl/interactive_cluster/DATABRICKS_BUNDLE_ENGINE=direct
8:09 aws windows TestSparkJarTaskDeployAndRunOnWorkspace/Databricks_Runtime_15.4_LTS
8:03 azure linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
8:02 azure-ucws linux TestAccept/bundle/resources/model_serving_endpoints/running-endpoint/DATABRICKS_BUNDLE_ENGINE=direct
8:00 aws-ucws windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=USER_ISOLATION
7:58 aws-ucws windows TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
7:58 azure-ucws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
7:55 gcp linux TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=terraform/DATA_SECURITY_MODE=USER_ISOLATION
7:53 azure linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=terraform
7:52 aws-ucws linux TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
7:52 aws windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct
7:50 gcp windows TestAccept/bundle/integration_whl/interactive_cluster_dynamic_version/DATABRICKS_BUNDLE_ENGINE=direct/DATA_SECURITY_MODE=USER_ISOLATION
7:49 azure-ucws linux TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_13.3_LTS
7:48 aws-ucws linux TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_15.4_LTS
7:46 azure-ucws linux TestSparkJarTaskDeployAndRunOnVolumes/Databricks_Runtime_14.3_LTS
7:43 azure windows TestAccept/bundle/integration_whl/base/DATABRICKS_BUNDLE_ENGINE=direct

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