From bd4f3b6daf510a444604152c573615dc3bcacd43 Mon Sep 17 00:00:00 2001
From: scottDBX1886 <scott.johnson@databricks.com>
Date: Fri, 27 Mar 2026 15:21:18 -0400
Subject: [PATCH 1/5] initial checkin of dab'ed builder app code

---
 .../versions/20260327_add_executions.py       |   36 +
 databricks-builder-app/databricks.yml         |   27 +
 databricks-builder-app/pyproject.toml         |    2 +
 databricks-builder-app/requirements.txt       | 2533 ++---------------
 databricks-builder-app/scripts/deploy.sh      |  444 +--
 databricks-builder-app/uv.lock                | 1467 +++++-----
 .../databricks_mcp_server/tools/pdf.py        |    4 +-
 .../databricks_mcp_server/tools/pipelines.py  |    2 +-
 8 files changed, 1313 insertions(+), 3202 deletions(-)
 create mode 100644 databricks-builder-app/alembic/versions/20260327_add_executions.py
 create mode 100644 databricks-builder-app/databricks.yml

diff --git a/databricks-builder-app/alembic/versions/20260327_add_executions.py b/databricks-builder-app/alembic/versions/20260327_add_executions.py
new file mode 100644
index 00000000..c18de243
--- /dev/null
+++ b/databricks-builder-app/alembic/versions/20260327_add_executions.py
@@ -0,0 +1,36 @@
+"""Add executions table for tracking agent execution state.
+
+Revision ID: 20260327_executions
+Revises: 20260115_warehouse_workspace
+Create Date: 2026-03-27
+"""
+
+from alembic import op
+import sqlalchemy as sa
+
+revision = '20260327_executions'
+down_revision = '20260115_warehouse_workspace'
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        'executions',
+        sa.Column('id', sa.String(50), primary_key=True),
+        sa.Column('conversation_id', sa.String(50), sa.ForeignKey('conversations.id', ondelete='CASCADE'), nullable=False),
+        sa.Column('project_id', sa.String(50), sa.ForeignKey('projects.id', ondelete='CASCADE'), nullable=False),
+        sa.Column('status', sa.String(20), nullable=False, server_default='running'),
+        sa.Column('events_json', sa.Text(), nullable=False, server_default='[]'),
+        sa.Column('error', sa.Text(), nullable=True),
+        sa.Column('created_at', sa.DateTime(timezone=True), nullable=False, server_default=sa.func.now()),
+        sa.Column('updated_at', sa.DateTime(timezone=True), nullable=False, server_default=sa.func.now()),
+    )
+    op.create_index('ix_executions_conversation_status', 'executions', ['conversation_id', 'status'])
+    op.create_index('ix_executions_conversation_created', 'executions', ['conversation_id', 'created_at'])
+
+
+def downgrade() -> None:
+    op.drop_index('ix_executions_conversation_created')
+    op.drop_index('ix_executions_conversation_status')
+    op.drop_table('executions')
diff --git a/databricks-builder-app/databricks.yml b/databricks-builder-app/databricks.yml
new file mode 100644
index 00000000..d85774e4
--- /dev/null
+++ b/databricks-builder-app/databricks.yml
@@ -0,0 +1,27 @@
+bundle:
+  name: databricks-builder-app
+
+variables:
+  lakebase_project_id:
+    description: "Lakebase project ID (lowercase, hyphens, 1-63 chars)"
+    default: "builder-app-db"
+
+resources:
+  postgres_projects:
+    builder_db:
+      project_id: ${var.lakebase_project_id}
+      display_name: "builder-app-db"
+      pg_version: 17
+      default_endpoint_settings:
+        autoscaling_limit_min_cu: 0.5
+        autoscaling_limit_max_cu: 2
+        suspend_timeout_duration: "300s"
+
+targets:
+  dev:
+    default: true
+    mode: development
+  prod:
+    mode: production
+    workspace:
+      root_path: /Workspace/Users/${workspace.current_user.userName}/.bundle/${bundle.name}/${bundle.target}
diff --git a/databricks-builder-app/pyproject.toml b/databricks-builder-app/pyproject.toml
index 9e0ec69b..baa3c2dd 100644
--- a/databricks-builder-app/pyproject.toml
+++ b/databricks-builder-app/pyproject.toml
@@ -34,6 +34,8 @@ dependencies = [
   "fastmcp>=0.1.0",
   # databricks-tools-core and databricks-mcp-server are bundled in packages/ directory
   "requests>=2.31.0",
+  # MLflow 3+ for Claude Code tracing (not mlflow[databricks] to avoid litellm)
+  "mlflow>=3.9.0",
   "sqlglot>=20.0.0",
   "sqlfluff>=3.0.0",
   "pymupdf>=1.24.0",
diff --git a/databricks-builder-app/requirements.txt b/databricks-builder-app/requirements.txt
index 9255db3c..e1667573 100644
--- a/databricks-builder-app/requirements.txt
+++ b/databricks-builder-app/requirements.txt
@@ -1,24 +1,16 @@
-alembic==1.18.4 \
-    --hash=sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a \
-    --hash=sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc
-    # via databricks-builder-app (pyproject.toml)
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+alembic==1.18.4
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   mlflow
+annotated-doc==0.0.4
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.7.0
     # via pydantic
-anthropic==0.86.0 \
-    --hash=sha256:60023a7e879aa4fbb1fed99d487fe407b2ebf6569603e5047cfe304cebdaa0e5 \
-    --hash=sha256:9d2bbd339446acce98858c5627d33056efe01f70435b22b63546fe7edae0cd57
+anthropic==0.86.0
     # via databricks-builder-app (pyproject.toml)
-anyio==4.12.1 \
-    --hash=sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703 \
-    --hash=sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c
+anyio==4.12.1
     # via
     #   anthropic
     #   claude-agent-sdk
@@ -27,677 +19,131 @@ anyio==4.12.1 \
     #   sse-starlette
     #   starlette
     #   watchfiles
-attrs==25.4.0 \
-    --hash=sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11 \
-    --hash=sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373
+attrs==25.4.0
     # via
     #   cyclopts
     #   jsonschema
     #   referencing
-authlib==1.6.9 \
-    --hash=sha256:d8f2421e7e5980cc1ddb4e32d3f5fa659cfaf60d8eaf3281ebed192e4ab74f04 \
-    --hash=sha256:f08b4c14e08f0861dc18a32357b33fbcfd2ea86cfe3fe149484b4d764c4a0ac3
+authlib==1.6.9
     # via fastmcp
-blinker==1.9.0 \
-    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
-    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+blinker==1.9.0
     # via flask
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+cachetools==7.0.5
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+certifi==2026.2.25
     # via
     #   httpcore
     #   httpx
     #   requests
     #   sentry-sdk
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.0.0
     # via cryptography
-chardet==7.2.0 \
-    --hash=sha256:13a94d2c0dace263b8dcb61593c165d5749d60e2e2314231938eb87755c9de9f \
-    --hash=sha256:195c54d8f04a7a9c321cb7cebececa35b1c818c7aa7c195086bae10fcbb3391f \
-    --hash=sha256:23e6acd1a58050d7c2aeecca700c0cf27b5ec4f6153a82c3b51c31b94c6ebfad \
-    --hash=sha256:347ed77bb5eed8929fae7482671690a15c731d66808f1ff0ce7d22224ca7ec79 \
-    --hash=sha256:427d091994456cc16dbd1e20ae73fee068b9a31f3c90b75072f722d5dbbf156f \
-    --hash=sha256:4c51a3d8aa3c162be0495404b39bb1c137b44a634c1f46e2909e2c6a60349c00 \
-    --hash=sha256:4ef7292b1342ea805c32cce58a45db204f59d080ed311d6cdaa7ca747fcc0cd5 \
-    --hash=sha256:556d6f81bd4131f7b2d4aa535f3061cd381853d4db7ea5c0a15dd5f1a3f39b66 \
-    --hash=sha256:6cdbe9404534cda0d28f172e91fa50db7655ae6262d093b0337a5aa47a47a5f6 \
-    --hash=sha256:7077dc2435b95163db4206aa71ebc329da5bcddb8bfce69440ff8ecf637400bf \
-    --hash=sha256:719c572c4751c201f42134bd2aa0826928ed5113d29dfa482338c1a89bb925fa \
-    --hash=sha256:8190584663b8c051db28be5174d1c5774d7b7a5112e47152c02fd50bdf6405ad \
-    --hash=sha256:8f6af0fa005b9488c8fbf8fec2ad7023531970320901d6334c50844ccca9b117 \
-    --hash=sha256:a1f081a0f3fce8e1c8f5d6b3691a4960aacc33f213f77ef8b89a6b5f0af4cadf \
-    --hash=sha256:a8685b331c4896e9135bd748387f713dd53c019475ae1b8238b8f59be1668acd \
-    --hash=sha256:a8b4c05733a517a2f53beb8d740cd6c5a1f4387c3dcbeb78380b848498fee8a6 \
-    --hash=sha256:b56152a17d19249388ae99a85a31c35bb8d5b421b90581226de34b2b316be806 \
-    --hash=sha256:c4604344380a6f9b982c28855c1edfd23a45a2c9142b9a34bc0c08986049f398 \
-    --hash=sha256:cad2cd094dfb14cfcb86b0a77568d23375b0005ea0144a726910df6f5c8a46b8 \
-    --hash=sha256:ce80e8b62bb88135d36b9d4b95a6d9624ea862090bfd0228f9fee4a6aafaffc8 \
-    --hash=sha256:d298762002a6b6e81dbcc81ade9e0882e579e968f4801daf4d8ffd6a31b99552 \
-    --hash=sha256:dc5d034faa5b4a2a3af54e24881b2caef9b41fea00a4dddccf97a1e8ec51a213 \
-    --hash=sha256:ddd03a67fca8c91287f8718dfbe3f94c2c1aa1fd3a82433b693f5b868dedf319 \
-    --hash=sha256:dfcf826f413be2d94605ecb2089f29e189cf6ed9baa30d9b2c8868da2e142398 \
-    --hash=sha256:e8853c71ea1261bcc1b8f8b171acb7c272a5cfd06b57729c460241ee38705049 \
-    --hash=sha256:f8ea866b9fbd8df5f19032d765a4d81dcbf6194a3c7388b44d378d02c9784170 \
-    --hash=sha256:fa14cc0e7d2142dd313524b3a339e15cbd8b7a8a7e11a560686e0b6f58038ec9
+chardet==7.2.0
     # via
     #   diff-cover
     #   sqlfluff
-charset-normalizer==3.4.6 \
-    --hash=sha256:06a7e86163334edfc5d20fe104db92fcd666e5a5df0977cb5680a506fe26cc8e \
-    --hash=sha256:0c173ce3a681f309f31b87125fecec7a5d1347261ea11ebbb856fa6006b23c8c \
-    --hash=sha256:0e28d62a8fc7a1fa411c43bd65e346f3bce9716dc51b897fbe930c5987b402d5 \
-    --hash=sha256:0e901eb1049fdb80f5bd11ed5ea1e498ec423102f7a9b9e4645d5b8204ff2815 \
-    --hash=sha256:11afb56037cbc4b1555a34dd69151e8e069bee82e613a73bef6e714ce733585f \
-    --hash=sha256:150b8ce8e830eb7ccb029ec9ca36022f756986aaaa7956aad6d9ec90089338c0 \
-    --hash=sha256:172985e4ff804a7ad08eebec0a1640ece87ba5041d565fff23c8f99c1f389484 \
-    --hash=sha256:197c1a244a274bb016dd8b79204850144ef77fe81c5b797dc389327adb552407 \
-    --hash=sha256:1ae6b62897110aa7c79ea2f5dd38d1abca6db663687c0b1ad9aed6f6bae3d9d6 \
-    --hash=sha256:1cf0a70018692f85172348fe06d3a4b63f94ecb055e13a00c644d368eb82e5b8 \
-    --hash=sha256:1ed80ff870ca6de33f4d953fda4d55654b9a2b340ff39ab32fa3adbcd718f264 \
-    --hash=sha256:22c6f0c2fbc31e76c3b8a86fba1a56eda6166e238c29cdd3d14befdb4a4e4815 \
-    --hash=sha256:231d4da14bcd9301310faf492051bee27df11f2bc7549bc0bb41fef11b82daa2 \
-    --hash=sha256:259695e2ccc253feb2a016303543d691825e920917e31f894ca1a687982b1de4 \
-    --hash=sha256:2a24157fa36980478dd1770b585c0f30d19e18f4fb0c47c13aa568f871718579 \
-    --hash=sha256:2b1a63e8224e401cafe7739f77efd3f9e7f5f2026bda4aead8e59afab537784f \
-    --hash=sha256:2bd9d128ef93637a5d7a6af25363cf5dec3fa21cf80e68055aad627f280e8afa \
-    --hash=sha256:2e1d8ca8611099001949d1cdfaefc510cf0f212484fe7c565f735b68c78c3c95 \
-    --hash=sha256:2ef7fedc7a6ecbe99969cd09632516738a97eeb8bd7258bf8a0f23114c057dab \
-    --hash=sha256:2f7fdd9b6e6c529d6a2501a2d36b240109e78a8ceaef5687cfcfa2bbe671d297 \
-    --hash=sha256:30f445ae60aad5e1f8bdbb3108e39f6fbc09f4ea16c815c66578878325f8f15a \
-    --hash=sha256:31215157227939b4fb3d740cd23fe27be0439afef67b785a1eb78a3ae69cba9e \
-    --hash=sha256:34315ff4fc374b285ad7f4a0bf7dcbfe769e1b104230d40f49f700d4ab6bbd84 \
-    --hash=sha256:3516bbb8d42169de9e61b8520cbeeeb716f12f4ecfe3fd30a9919aa16c806ca8 \
-    --hash=sha256:3778fd7d7cd04ae8f54651f4a7a0bd6e39a0cf20f801720a4c21d80e9b7ad6b0 \
-    --hash=sha256:39f5068d35621da2881271e5c3205125cc456f54e9030d3f723288c873a71bf9 \
-    --hash=sha256:404a1e552cf5b675a87f0651f8b79f5f1e6fd100ee88dc612f89aa16abd4486f \
-    --hash=sha256:419a9d91bd238052642a51938af8ac05da5b3343becde08d5cdeab9046df9ee1 \
-    --hash=sha256:423fb7e748a08f854a08a222b983f4df1912b1daedce51a72bd24fe8f26a1843 \
-    --hash=sha256:4482481cb0572180b6fd976a4d5c72a30263e98564da68b86ec91f0fe35e8565 \
-    --hash=sha256:461598cd852bfa5a61b09cae2b1c02e2efcd166ee5516e243d540ac24bfa68a7 \
-    --hash=sha256:47955475ac79cc504ef2704b192364e51d0d473ad452caedd0002605f780101c \
-    --hash=sha256:48696db7f18afb80a068821504296eb0787d9ce239b91ca15059d1d3eaacf13b \
-    --hash=sha256:4be9f4830ba8741527693848403e2c457c16e499100963ec711b1c6f2049b7c7 \
-    --hash=sha256:4d1d02209e06550bdaef34af58e041ad71b88e624f5d825519da3a3308e22687 \
-    --hash=sha256:4f41da960b196ea355357285ad1316a00099f22d0929fe168343b99b254729c9 \
-    --hash=sha256:517ad0e93394ac532745129ceabdf2696b609ec9f87863d337140317ebce1c14 \
-    --hash=sha256:51fb3c322c81d20567019778cb5a4a6f2dc1c200b886bc0d636238e364848c89 \
-    --hash=sha256:5273b9f0b5835ff0350c0828faea623c68bfa65b792720c453e22b25cc72930f \
-    --hash=sha256:530d548084c4a9f7a16ed4a294d459b4f229db50df689bfe92027452452943a0 \
-    --hash=sha256:530e8cebeea0d76bdcf93357aa5e41336f48c3dc709ac52da2bb167c5b8271d9 \
-    --hash=sha256:54fae94be3d75f3e573c9a1b5402dc593de19377013c9a0e4285e3d402dd3a2a \
-    --hash=sha256:572d7c822caf521f0525ba1bce1a622a0b85cf47ffbdae6c9c19e3b5ac3c4389 \
-    --hash=sha256:58c948d0d086229efc484fe2f30c2d382c86720f55cd9bc33591774348ad44e0 \
-    --hash=sha256:5d11595abf8dd942a77883a39d81433739b287b6aa71620f15164f8096221b30 \
-    --hash=sha256:5f8ddd609f9e1af8c7bd6e2aca279c931aefecd148a14402d4e368f3171769fd \
-    --hash=sha256:5feb91325bbceade6afab43eb3b508c63ee53579fe896c77137ded51c6b6958e \
-    --hash=sha256:60c74963d8350241a79cb8feea80e54d518f72c26db618862a8f53e5023deaf9 \
-    --hash=sha256:613f19aa6e082cf96e17e3ffd89383343d0d589abda756b7764cf78361fd41dc \
-    --hash=sha256:659a1e1b500fac8f2779dd9e1570464e012f43e580371470b45277a27baa7532 \
-    --hash=sha256:695f5c2823691a25f17bc5d5ffe79fa90972cc34b002ac6c843bb8a1720e950d \
-    --hash=sha256:69dd852c2f0ad631b8b60cfbe25a28c0058a894de5abb566619c205ce0550eae \
-    --hash=sha256:6cceb5473417d28edd20c6c984ab6fee6c6267d38d906823ebfe20b03d607dc2 \
-    --hash=sha256:71be7e0e01753a89cf024abf7ecb6bca2c81738ead80d43004d9b5e3f1244e64 \
-    --hash=sha256:74119174722c4349af9708993118581686f343adc1c8c9c007d59be90d077f3f \
-    --hash=sha256:74a2e659c7ecbc73562e2a15e05039f1e22c75b7c7618b4b574a3ea9118d1557 \
-    --hash=sha256:7504e9b7dc05f99a9bbb4525c67a2c155073b44d720470a148b34166a69c054e \
-    --hash=sha256:79090741d842f564b1b2827c0b82d846405b744d31e84f18d7a7b41c20e473ff \
-    --hash=sha256:7a6967aaf043bceabab5412ed6bd6bd26603dae84d5cb75bf8d9a74a4959d398 \
-    --hash=sha256:7bda6eebafd42133efdca535b04ccb338ab29467b3f7bf79569883676fc628db \
-    --hash=sha256:7edbed096e4a4798710ed6bc75dcaa2a21b68b6c356553ac4823c3658d53743a \
-    --hash=sha256:7f9019c9cb613f084481bd6a100b12e1547cf2efe362d873c2e31e4035a6fa43 \
-    --hash=sha256:802168e03fba8bbc5ce0d866d589e4b1ca751d06edee69f7f3a19c5a9fe6b597 \
-    --hash=sha256:80d0a5615143c0b3225e5e3ef22c8d5d51f3f72ce0ea6fb84c943546c7b25b6c \
-    --hash=sha256:82060f995ab5003a2d6e0f4ad29065b7672b6593c8c63559beefe5b443242c3e \
-    --hash=sha256:836ab36280f21fc1a03c99cd05c6b7af70d2697e374c7af0b61ed271401a72a2 \
-    --hash=sha256:8761ac29b6c81574724322a554605608a9960769ea83d2c73e396f3df896ad54 \
-    --hash=sha256:87725cfb1a4f1f8c2fc9890ae2f42094120f4b44db9360be5d99a4c6b0e03a9e \
-    --hash=sha256:899d28f422116b08be5118ef350c292b36fc15ec2daeb9ea987c89281c7bb5c4 \
-    --hash=sha256:8bc5f0687d796c05b1e28ab0d38a50e6309906ee09375dd3aff6a9c09dd6e8f4 \
-    --hash=sha256:8bea55c4eef25b0b19a0337dc4e3f9a15b00d569c77211fa8cde38684f234fb7 \
-    --hash=sha256:8e5a94886bedca0f9b78fecd6afb6629142fd2605aa70a125d49f4edc6037ee6 \
-    --hash=sha256:90ca27cd8da8118b18a52d5f547859cc1f8354a00cd1e8e5120df3e30d6279e5 \
-    --hash=sha256:92734d4d8d187a354a556626c221cd1a892a4e0802ccb2af432a1d85ec012194 \
-    --hash=sha256:947cf925bc916d90adba35a64c82aace04fa39b46b52d4630ece166655905a69 \
-    --hash=sha256:95b52c68d64c1878818687a473a10547b3292e82b6f6fe483808fb1468e2f52f \
-    --hash=sha256:97d0235baafca5f2b09cf332cc275f021e694e8362c6bb9c96fc9a0eb74fc316 \
-    --hash=sha256:9ca4c0b502ab399ef89248a2c84c54954f77a070f28e546a85e91da627d1301e \
-    --hash=sha256:9cc4fc6c196d6a8b76629a70ddfcd4635a6898756e2d9cac5565cf0654605d73 \
-    --hash=sha256:9cc6e6d9e571d2f863fa77700701dae73ed5f78881efc8b3f9a4398772ff53e8 \
-    --hash=sha256:a056d1ad2633548ca18ffa2f85c202cfb48b68615129143915b8dc72a806a923 \
-    --hash=sha256:a26611d9987b230566f24a0a125f17fe0de6a6aff9f25c9f564aaa2721a5fb88 \
-    --hash=sha256:a4474d924a47185a06411e0064b803c68be044be2d60e50e8bddcc2649957c1f \
-    --hash=sha256:a4ea868bc28109052790eb2b52a9ab33f3aa7adc02f96673526ff47419490e21 \
-    --hash=sha256:a9e68c9d88823b274cf1e72f28cb5dc89c990edf430b0bfd3e2fb0785bfeabf4 \
-    --hash=sha256:aa9cccf4a44b9b62d8ba8b4dd06c649ba683e4bf04eea606d2e94cfc2d6ff4d6 \
-    --hash=sha256:ab30e5e3e706e3063bc6de96b118688cb10396b70bb9864a430f67df98c61ecc \
-    --hash=sha256:ac2393c73378fea4e52aa56285a3d64be50f1a12395afef9cce47772f60334c2 \
-    --hash=sha256:ad8faf8df23f0378c6d527d8b0b15ea4a2e23c89376877c598c4870d1b2c7866 \
-    --hash=sha256:b35b200d6a71b9839a46b9b7fff66b6638bb52fc9658aa58796b0326595d3021 \
-    --hash=sha256:b3694e3f87f8ac7ce279d4355645b3c878d24d1424581b46282f24b92f5a4ae2 \
-    --hash=sha256:b4ff1d35e8c5bd078be89349b6f3a845128e685e751b6ea1169cf2160b344c4d \
-    --hash=sha256:bbc8c8650c6e51041ad1be191742b8b421d05bbd3410f43fa2a00c8db87678e8 \
-    --hash=sha256:bc72863f4d9aba2e8fd9085e63548a324ba706d2ea2c83b260da08a59b9482de \
-    --hash=sha256:bf625105bb9eef28a56a943fec8c8a98aeb80e7d7db99bd3c388137e6eb2d237 \
-    --hash=sha256:c2274ca724536f173122f36c98ce188fd24ce3dad886ec2b7af859518ce008a4 \
-    --hash=sha256:c45a03a4c69820a399f1dda9e1d8fbf3562eda46e7720458180302021b08f778 \
-    --hash=sha256:c8ae56368f8cc97c7e40a7ee18e1cedaf8e780cd8bc5ed5ac8b81f238614facb \
-    --hash=sha256:c907cdc8109f6c619e6254212e794d6548373cc40e1ec75e6e3823d9135d29cc \
-    --hash=sha256:ca0276464d148c72defa8bb4390cce01b4a0e425f3b50d1435aa6d7a18107602 \
-    --hash=sha256:cd5e2801c89992ed8c0a3f0293ae83c159a60d9a5d685005383ef4caca77f2c4 \
-    --hash=sha256:d08ec48f0a1c48d75d0356cea971921848fb620fdeba805b28f937e90691209f \
-    --hash=sha256:d1a2ee9c1499fc8f86f4521f27a973c914b211ffa87322f4ee33bb35392da2c5 \
-    --hash=sha256:d5f5d1e9def3405f60e3ca8232d56f35c98fb7bf581efcc60051ebf53cb8b611 \
-    --hash=sha256:d60377dce4511655582e300dc1e5a5f24ba0cb229005a1d5c8d0cb72bb758ab8 \
-    --hash=sha256:d73beaac5e90173ac3deb9928a74763a6d230f494e4bfb422c217a0ad8e629bf \
-    --hash=sha256:d7de2637729c67d67cf87614b566626057e95c303bc0a55ffe391f5205e7003d \
-    --hash=sha256:dad6e0f2e481fffdcf776d10ebee25e0ef89f16d691f1e5dee4b586375fdc64b \
-    --hash=sha256:dda86aba335c902b6149a02a55b38e96287157e609200811837678214ba2b1db \
-    --hash=sha256:df01808ee470038c3f8dc4f48620df7225c49c2d6639e38f96e6d6ac6e6f7b0e \
-    --hash=sha256:e1f6e2f00a6b8edb562826e4632e26d063ac10307e80f7461f7de3ad8ef3f077 \
-    --hash=sha256:e25369dc110d58ddf29b949377a93e0716d72a24f62bad72b2b39f155949c1fd \
-    --hash=sha256:e3c701e954abf6fc03a49f7c579cc80c2c6cc52525340ca3186c41d3f33482ef \
-    --hash=sha256:e5bcc1a1ae744e0bb59641171ae53743760130600da8db48cbb6e4918e186e4e \
-    --hash=sha256:e68c14b04827dd76dcbd1aeea9e604e3e4b78322d8faf2f8132c7138efa340a8 \
-    --hash=sha256:e8aeb10fcbe92767f0fa69ad5a72deca50d0dca07fbde97848997d778a50c9fe \
-    --hash=sha256:e985a16ff513596f217cee86c21371b8cd011c0f6f056d0920aa2d926c544058 \
-    --hash=sha256:ecbbd45615a6885fe3240eb9db73b9e62518b611850fdf8ab08bd56de7ad2b17 \
-    --hash=sha256:ee4ec14bc1680d6b0afab9aea2ef27e26d2024f18b24a2d7155a52b60da7e833 \
-    --hash=sha256:ef5960d965e67165d75b7c7ffc60a83ec5abfc5c11b764ec13ea54fbef8b4421 \
-    --hash=sha256:f0cdaecd4c953bfae0b6bb64910aaaca5a424ad9c72d85cb88417bb9814f7550 \
-    --hash=sha256:f1ce721c8a7dfec21fcbdfe04e8f68174183cf4e8188e0645e92aa23985c57ff \
-    --hash=sha256:f50498891691e0864dc3da965f340fada0771f6142a378083dc4608f4ea513e2 \
-    --hash=sha256:f5ea69428fa1b49573eef0cc44a1d43bebd45ad0c611eb7d7eac760c7ae771bc \
-    --hash=sha256:f61aa92e4aad0be58eb6eb4e0c21acf32cf8065f4b2cae5665da756c4ceef982 \
-    --hash=sha256:f6e4333fb15c83f7d1482a76d45a0818897b3d33f00efd215528ff7c51b8e35d \
-    --hash=sha256:f820f24b09e3e779fe84c3c456cb4108a7aa639b0d1f02c28046e11bfcd088ed \
-    --hash=sha256:f98059e4fcd3e3e4e2d632b7cf81c2faae96c43c60b569e9c621468082f1d104 \
-    --hash=sha256:fcce033e4021347d80ed9c66dcf1e7b1546319834b74445f561d2e2221de5659
+charset-normalizer==3.4.6
     # via requests
-claude-agent-sdk==0.1.49 \
-    --hash=sha256:a869330d4a15b12c96ae24144b8e29999ff25315267f248634986179e9536a04
+claude-agent-sdk==0.1.49
     # via databricks-builder-app (pyproject.toml)
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.3.1
     # via
     #   flask
+    #   mlflow-skinny
     #   rich-toolkit
     #   sqlfluff
     #   typer
     #   uvicorn
-colorama==0.4.6 \
-    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
-    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+cloudpickle==3.1.2
+    # via mlflow-skinny
+colorama==0.4.6
     # via sqlfluff
-cryptography==46.0.5 \
-    --hash=sha256:02f547fce831f5096c9a567fd41bc12ca8f11df260959ecc7c3202555cc47a72 \
-    --hash=sha256:039917b0dc418bb9f6edce8a906572d69e74bd330b0b3fea4f79dab7f8ddd235 \
-    --hash=sha256:1abfdb89b41c3be0365328a410baa9df3ff8a9110fb75e7b52e66803ddabc9a9 \
-    --hash=sha256:2ae6971afd6246710480e3f15824ed3029a60fc16991db250034efd0b9fb4356 \
-    --hash=sha256:2b7a67c9cd56372f3249b39699f2ad479f6991e62ea15800973b956f4b73e257 \
-    --hash=sha256:351695ada9ea9618b3500b490ad54c739860883df6c1f555e088eaf25b1bbaad \
-    --hash=sha256:38946c54b16c885c72c4f59846be9743d699eee2b69b6988e0a00a01f46a61a4 \
-    --hash=sha256:3b4995dc971c9fb83c25aa44cf45f02ba86f71ee600d81091c2f0cbae116b06c \
-    --hash=sha256:3ce58ba46e1bc2aac4f7d9290223cead56743fa6ab94a5d53292ffaac6a91614 \
-    --hash=sha256:3ee190460e2fbe447175cda91b88b84ae8322a104fc27766ad09428754a618ed \
-    --hash=sha256:4108d4c09fbbf2789d0c926eb4152ae1760d5a2d97612b92d508d96c861e4d31 \
-    --hash=sha256:420d0e909050490d04359e7fdb5ed7e667ca5c3c402b809ae2563d7e66a92229 \
-    --hash=sha256:47fb8a66058b80e509c47118ef8a75d14c455e81ac369050f20ba0d23e77fee0 \
-    --hash=sha256:4c3341037c136030cb46e4b1e17b7418ea4cbd9dd207e4a6f3b2b24e0d4ac731 \
-    --hash=sha256:4d7e3d356b8cd4ea5aff04f129d5f66ebdc7b6f8eae802b93739ed520c47c79b \
-    --hash=sha256:4d8ae8659ab18c65ced284993c2265910f6c9e650189d4e3f68445ef82a810e4 \
-    --hash=sha256:4e817a8920bfbcff8940ecfd60f23d01836408242b30f1a708d93198393a80b4 \
-    --hash=sha256:50bfb6925eff619c9c023b967d5b77a54e04256c4281b0e21336a130cd7fc263 \
-    --hash=sha256:556e106ee01aa13484ce9b0239bca667be5004efb0aabbed28d353df86445595 \
-    --hash=sha256:582f5fcd2afa31622f317f80426a027f30dc792e9c80ffee87b993200ea115f1 \
-    --hash=sha256:5be7bf2fb40769e05739dd0046e7b26f9d4670badc7b032d6ce4db64dddc0678 \
-    --hash=sha256:60ee7e19e95104d4c03871d7d7dfb3d22ef8a9b9c6778c94e1c8fcc8365afd48 \
-    --hash=sha256:61aa400dce22cb001a98014f647dc21cda08f7915ceb95df0c9eaf84b4b6af76 \
-    --hash=sha256:68f68d13f2e1cb95163fa3b4db4bf9a159a418f5f6e7242564fc75fcae667fd0 \
-    --hash=sha256:7d1f30a86d2757199cb2d56e48cce14deddf1f9c95f1ef1b64ee91ea43fe2e18 \
-    --hash=sha256:7d731d4b107030987fd61a7f8ab512b25b53cef8f233a97379ede116f30eb67d \
-    --hash=sha256:803812e111e75d1aa73690d2facc295eaefd4439be1023fefc4995eaea2af90d \
-    --hash=sha256:80a8d7bfdf38f87ca30a5391c0c9ce4ed2926918e017c29ddf643d0ed2778ea1 \
-    --hash=sha256:8293f3dea7fc929ef7240796ba231413afa7b68ce38fd21da2995549f5961981 \
-    --hash=sha256:8456928655f856c6e1533ff59d5be76578a7157224dbd9ce6872f25055ab9ab7 \
-    --hash=sha256:890bcb4abd5a2d3f852196437129eb3667d62630333aacc13dfd470fad3aaa82 \
-    --hash=sha256:94a76daa32eb78d61339aff7952ea819b1734b46f73646a07decb40e5b3448e2 \
-    --hash=sha256:9f16fbdf4da055efb21c22d81b89f155f02ba420558db21288b3d0035bafd5f4 \
-    --hash=sha256:a3d1fae9863299076f05cb8a778c467578262fae09f9dc0ee9b12eb4268ce663 \
-    --hash=sha256:a3d507bb6a513ca96ba84443226af944b0f7f47dcc9a399d110cd6146481d24c \
-    --hash=sha256:abace499247268e3757271b2f1e244b36b06f8515cf27c4d49468fc9eb16e93d \
-    --hash=sha256:ba2a27ff02f48193fc4daeadf8ad2590516fa3d0adeeb34336b96f7fa64c1e3a \
-    --hash=sha256:bc84e875994c3b445871ea7181d424588171efec3e185dced958dad9e001950a \
-    --hash=sha256:bfd56bb4b37ed4f330b82402f6f435845a5f5648edf1ad497da51a8452d5d62d \
-    --hash=sha256:c18ff11e86df2e28854939acde2d003f7984f721eba450b56a200ad90eeb0e6b \
-    --hash=sha256:c3bcce8521d785d510b2aad26ae2c966092b7daa8f45dd8f44734a104dc0bc1a \
-    --hash=sha256:c4143987a42a2397f2fc3b4d7e3a7d313fbe684f67ff443999e803dd75a76826 \
-    --hash=sha256:c69fd885df7d089548a42d5ec05be26050ebcd2283d89b3d30676eb32ff87dee \
-    --hash=sha256:ced80795227d70549a411a4ab66e8ce307899fad2220ce5ab2f296e687eacde9 \
-    --hash=sha256:d66e421495fdb797610a08f43b05269e0a5ea7f5e652a89bfd5a7d3c1dee3648 \
-    --hash=sha256:d861ee9e76ace6cf36a6a89b959ec08e7bc2493ee39d07ffe5acb23ef46d27da \
-    --hash=sha256:e9251e3be159d1020c4030bd2e5f84d6a43fe54b6c19c12f51cde9542a2817b2 \
-    --hash=sha256:f145bba11b878005c496e93e257c1e88f154d278d2638e6450d17e0f31e558d2 \
-    --hash=sha256:fe346b143ff9685e40192a4960938545c699054ba11d4f9029f94751e3f71d87
+contourpy==1.3.3
+    # via matplotlib
+cryptography==46.0.5
     # via
     #   authlib
     #   google-auth
-cyclopts==5.0.0a5 \
-    --hash=sha256:438f8d013795a318dd618012d86babd38c294bd8ca4d6a8c04997b1818019cf7 \
-    --hash=sha256:c18e210ed51cb6b3c38ad0ba290d932c2edc7deed81df30c3f2af7522e557661
+    #   mlflow
+cycler==0.12.1
+    # via matplotlib
+cyclopts==5.0.0a5
     # via fastmcp
-databricks-sdk==0.101.0 \
-    --hash=sha256:30b6ecb261aad34c3f9c3dbc84197f1daebe0857c5c89aa1581b96a012b05e36 \
-    --hash=sha256:e643f416892edcfd255e1072f7c96a563f2e44730663b624b2129c3f9636188e
-    # via databricks-builder-app (pyproject.toml)
-diff-cover==10.2.0 \
-    --hash=sha256:59c328595e0b8948617cc5269af9e484c86462e2844bfcafa3fb37f8fca0af87 \
-    --hash=sha256:61bf83025f10510c76ef6a5820680cf61b9b974e8f81de70c57ac926fa63872a
+databricks-sdk==0.101.0
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   mlflow-skinny
+    #   mlflow-tracing
+diff-cover==10.2.0
     # via sqlfluff
-distro==1.9.0 \
-    --hash=sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed \
-    --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
+distro==1.9.0
     # via anthropic
-dnspython==2.8.0 \
-    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
-    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
+dnspython==2.8.0
     # via email-validator
-docstring-parser==0.17.0 \
-    --hash=sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912 \
-    --hash=sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708
+docker==7.1.0
+    # via mlflow
+docstring-parser==0.17.0
     # via
     #   anthropic
     #   cyclopts
-email-validator==2.3.0 \
-    --hash=sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4 \
-    --hash=sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426
+email-validator==2.3.0
     # via
     #   fastapi
     #   pydantic
-exceptiongroup==1.3.1 \
-    --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
-    --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
+exceptiongroup==1.3.1
     # via fastmcp
-fastapi==0.135.1 \
-    --hash=sha256:46e2fc5745924b7c840f71ddd277382af29ce1cdb7d5eab5bf697e3fb9999c9e \
-    --hash=sha256:d04115b508d936d254cea545b7312ecaa58a7b3a0f84952535b4c9afae7668cd
-    # via databricks-builder-app (pyproject.toml)
-fastapi-cli==0.0.24 \
-    --hash=sha256:1afc9c9e21d7ebc8a3ca5e31790cd8d837742be7e4f8b9236e99cb3451f0de00 \
-    --hash=sha256:4a1f78ed798f106b4fee85ca93b85d8fe33c0a3570f775964d37edb80b8f0edc
+fastapi==0.135.1
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   mlflow-skinny
+fastapi-cli==0.0.24
     # via fastapi
-fastapi-cloud-cli==0.15.0 \
-    --hash=sha256:9ffcf90bd713747efa65447620d29cfbb7b3f7de38d97467952ca6346e418d70 \
-    --hash=sha256:d02515231f3f505f7669c20920343934570a88a08af9f9a6463ca2807f27ffe5
+fastapi-cloud-cli==0.15.0
     # via fastapi-cli
-fastar==0.8.0 \
-    --hash=sha256:003b59a7c3e405b6a7bff8fab17d31e0ccbc7f06730a8f8ca1694eeea75f3c76 \
-    --hash=sha256:01084cb75f13ca6a8e80bd41584322523189f8e81b472053743d6e6c3062b5a6 \
-    --hash=sha256:05eb7b96940f9526b485f1d0b02393839f0f61cac4b1f60024984f8b326d2640 \
-    --hash=sha256:069347e2f0f7a8b99bbac8cd1bc0e06c7b4a31dc964fc60d84b95eab3d869dc1 \
-    --hash=sha256:07b70f712d20622346531a4b46bb332569bea621f61314c0b7e80903a16d14cf \
-    --hash=sha256:0902fc89dcf1e7f07b8563032a4159fe2b835e4c16942c76fd63451d0e5f76a3 \
-    --hash=sha256:0a78e5221b94a80800930b7fd0d0e797ae73aadf7044c05ed46cb9bdf870f022 \
-    --hash=sha256:0afbb92f78bf29d5e9db76fb46cbabc429e49015cddf72ab9e761afbe88ac100 \
-    --hash=sha256:0d2fdd1c987ff2300bdf39baed556f8e155f8577018775e794a268ecf1707610 \
-    --hash=sha256:0f10d2adfe40f47ff228f4efaa32d409d732ded98580e03ed37c9535b5fc923d \
-    --hash=sha256:15e3dfaa769d2117ef707e5f47c62126d1b63f8e9c85133112f33f1fbdf8942f \
-    --hash=sha256:175db2a98d67ced106468e8987975484f8bbbd5ad99201da823b38bafb565ed5 \
-    --hash=sha256:187f61dc739afe45ac8e47ed7fd1adc45d52eac110cf27d579155720507d6fbe \
-    --hash=sha256:1aa7dbde2d2d73eb5b6203d0f74875cb66350f0f1b4325b4839fc8fbbf5d074e \
-    --hash=sha256:1c0d5956b917daac77d333d48b3f0f3ff927b8039d5b32d8125462782369f761 \
-    --hash=sha256:1c4ffc06e9c4a8ca498c07e094670d8d8c0d25b17ca6465b9774da44ea997ab1 \
-    --hash=sha256:1ccc1610c05183c0ff82fe93cdbc4eb0ea8b11f2f6d94f6d31ae342164fc6033 \
-    --hash=sha256:1d90cbf984a39afda27afe08e40c2d8eddc49c5e80590af641610c7b6dc20161 \
-    --hash=sha256:1e7d29b6bfecb29db126a08baf3c04a5ab667f6cea2b7067d3e623a67729c4a6 \
-    --hash=sha256:2127cf2e80ffd49744a160201e0e2f55198af6c028a7b3f750026e0b1f1caa4e \
-    --hash=sha256:2716309f7326224b9f1341077d8c65ebb26335e5c93c409e1a23be03f1a01c50 \
-    --hash=sha256:27b404db2b786b65912927ce7f3790964a4bcbde42cdd13091b82a89cd655e1c \
-    --hash=sha256:284036bae786a520456ad3f58e72aaf1bd5d74e309132e568343564daa4ae383 \
-    --hash=sha256:2875a077340fe4f8099bd3ed8fa90d9595e1ac3cd62ae19ab690d5bf550eeb35 \
-    --hash=sha256:2975aca5a639e26a3ab0d23b4b0628d6dd6d521146c3c11486d782be621a35aa \
-    --hash=sha256:299672e1c74d8b73c61684fac9159cfc063d35f4b165996a88facb0e26862cb5 \
-    --hash=sha256:2e88a80b40b7f929a7719a13d7332b4cb1344c5a1ac497044bd24f2adadf04c4 \
-    --hash=sha256:2ff516154e77f4bf78c31a0c11aa78a8a80e11b6964ec6f28982e42ffcbb543c \
-    --hash=sha256:31cd541231a2456e32104da891cf9962c3b40234d0465cbf9322a6bc8a1b05d5 \
-    --hash=sha256:3258d7a78a72793cdd081545da61cabe85b1f37634a1d0b97ffee0ff11d105ef \
-    --hash=sha256:330639db3bfba4c6d132421a2a4aeb81e7bea8ce9159cdb6e247fbc5fae97686 \
-    --hash=sha256:3719541a12bb09ab1eae91d2c987a9b2b7d7149c52e7109ba6e15b74aabc49b1 \
-    --hash=sha256:382bfe82c026086487cb17fee12f4c1e2b4e67ce230f2e04487d3e7ddfd69031 \
-    --hash=sha256:3b1208b5453cfe7192e54765f73844b80d684bd8dc6d6acbbb60ead42590b13e \
-    --hash=sha256:3cb073ab1905127ab6e052a5c7ccd409557ef086571f27de938764d3eaadfe07 \
-    --hash=sha256:3dbca235f0bd804cca6602fe055d3892bebf95fb802e6c6c7d872fb10f7abc6c \
-    --hash=sha256:40e9d763cf8bf85ce2fa256e010aa795c0fe3d3bd1326d5c3084e6ce7857127e \
-    --hash=sha256:41527617a8b592a29fa874e4dba305874b150601e2bf2e17a9f8099a9d179f28 \
-    --hash=sha256:42ff3052d74684a636423d4f040db88eebd4caf20842fa5f06020e0130c01f69 \
-    --hash=sha256:4ae6a145c1bff592644bde13f2115e0239f4b7babaf506d14e7d208483cf01a5 \
-    --hash=sha256:4cc9e77019e489f1ddac446b6a5b9dfb5c3d9abd142652c22a1d9415dbcc0e47 \
-    --hash=sha256:4fbe775356930f3aab0ce709fdf8ecf90c10882f5bbdcea215c89a3b14090c50 \
-    --hash=sha256:50b36ce654ba44b0e13fae607ae17ee6e1597b69f71df1bee64bb8328d881dfc \
-    --hash=sha256:50c18788b3c6ffb85e176dcb8548bb8e54616a0519dcdbbfba66f6bbc4316933 \
-    --hash=sha256:5153aa1c194316d0f67b6884a62d122d51fce4196263e92e4bca2a6c47cd44c0 \
-    --hash=sha256:52455794e6cc2b6a6dbf141a1c4312a1a1215d75e8849a35fcff694454da880f \
-    --hash=sha256:52eda6230799db7bbd44461c622161e9bcd43603399da19b0daab2782e0030b0 \
-    --hash=sha256:5517a8ad4726267c57a3e0e2a44430b782e00b230bf51c55b5728e758bb3a692 \
-    --hash=sha256:558e8fcf8fe574541df5db14a46cd98bfbed14a811b7014a54f2b714c0cfac42 \
-    --hash=sha256:5793b5db86ff0d588057b9089bf904a9ac288de0323a9973452a011a48ec23eb \
-    --hash=sha256:58030551046ff4a8616931e52a36c83545ff05996db5beb6e0cd2b7e748aa309 \
-    --hash=sha256:5a65f419d808b23ac89d5cd1b13a2f340f15bc5d1d9af79f39fdb77bba48ff1b \
-    --hash=sha256:5aba0942b4f56acdb8fa8aa7cb506f70c1a17bf13dcab318a17ffb467cb2e7ec \
-    --hash=sha256:5c41111da56430f638cbfc498ebdcc7d30f63416e904b27b7695c29bd4889cb8 \
-    --hash=sha256:5cbeb3ebfa0980c68ff8b126295cc6b208ccd81b638aebc5a723d810a7a0e5d2 \
-    --hash=sha256:5d98894e4c3a2178f33f695940a615376728f6109f1a3431ac0a9fe98fe84ec7 \
-    --hash=sha256:5f83e60d845091f3a12bc37f412774264d161576eaf810ed8b43567eb934b7e5 \
-    --hash=sha256:619352d8ac011794e2345c462189dc02ba634750d23cd9d86a9267dd71b1f278 \
-    --hash=sha256:620e5d737dce8321d49a5ebb7997f1fd0047cde3512082c27dc66d6ac8c1927a \
-    --hash=sha256:63a892762683d7ab00df0227d5ea9677c62ff2cde9b875e666c0be569ed940f3 \
-    --hash=sha256:63d98b26590d293a9d9a379bae88367a8f3a6137c28819ed6dd6e11aca4a5c6e \
-    --hash=sha256:64cbde8e0ece3d799090a4727f936f66c5990d3ac59416f3de76a2c676e8e568 \
-    --hash=sha256:661a47ed90762f419406c47e802f46af63a08254ba96abd1c8191e4ce967b665 \
-    --hash=sha256:6ae0ff7c0a1c7e1428404b81faee8aebef466bfd0be25bfe4dabf5d535c68741 \
-    --hash=sha256:6ced0a5399cc0a84a858ef0a31ca2d0c24d3bbec4bcda506a9192d8119f3590a \
-    --hash=sha256:722e54bfdee6c81a0005e147319e93d8797f442308032c92fa28d03ef8fda076 \
-    --hash=sha256:74ebfecef3fe6d7a90355fac1402fd30636988332a1d33f3e80019a10782bb24 \
-    --hash=sha256:77d7016f446678d44f1823f40a947db741643fa328142dac6f181046ba205b01 \
-    --hash=sha256:78d06d6897f43c27154b5f2d0eb930a43a81b7eec73f6f0b0114814d4a10ab38 \
-    --hash=sha256:78f3fe5f45437c66d1dbece5f31aa487e48ef46d76b2082b873d5fa18013ebe1 \
-    --hash=sha256:79c441dc1482ff51a54fb3f57ae6f7bb3d2cff88fa2cc5d196c519f8aab64a56 \
-    --hash=sha256:7a9b0fff8079b18acdface7ef1b7f522fd9a589f65ca4a1a0dd7c92a0886c2a2 \
-    --hash=sha256:7b8eb42f346024df3800d078fc0763275b1964d5d0762aa831bb0b539b5f1ee3 \
-    --hash=sha256:7bb2ae6c0cce58f0db1c9f20495e7557cca2c1ee9c69bbd90eafd54f139171c5 \
-    --hash=sha256:7f41c51ee96f338662ee3c3df4840511ba3f9969606840f1b10b7cb633a3c716 \
-    --hash=sha256:7fd135306f6bfe9a835918280e0eb440b70ab303e0187d90ab51ca86e143f70d \
-    --hash=sha256:829b1854166141860887273c116c94e31357213fa8e9fe8baeb18bd6c38aa8d9 \
-    --hash=sha256:82bc445202bbc53f067bb15e3b8639f01fd54d3096a0f9601240690cfd7c9684 \
-    --hash=sha256:83c391e5b789a720e4d0029b9559f5d6dee3226693c5b39c0eab8eaece997e0f \
-    --hash=sha256:8de5decfa18a03807ae26ba5af095c2c04ac31ae915e9a849363a4495463171f \
-    --hash=sha256:908d2b9a1ff3d549cc304b32f95706a536da8f0bcb0bc0f9e4c1cce39b80e218 \
-    --hash=sha256:90957a30e64418b02df5b4d525bea50403d98a4b1f29143ce5914ddfa7e54ee4 \
-    --hash=sha256:90c0c3fe55105c0aed8a83135dbdeb31e683455dbd326a1c48fa44c378b85616 \
-    --hash=sha256:91d4c685620c3a9d6b5ae091dbabab4f98b20049b7ecc7976e19cc9016c0d5d6 \
-    --hash=sha256:923afc2db5192e56e71952a88e3fe5965c7c9c910d385d2db7573136f064f2fa \
-    --hash=sha256:92cad46dfbb9969359823c9f61165ec32d5d675d86e863889416e9b64efea95c \
-    --hash=sha256:98ea7ceb6231e48d7bb0d7dc13e946baa29c7f6873eaf4afb69725d6da349033 \
-    --hash=sha256:997092d31ff451de8d0568f6773f3517cb87dcd0bc76184edb65d7154390a6f8 \
-    --hash=sha256:998e3fa4b555b63eb134e6758437ed739ad1652fdd2a61dfe1dacbfddc35fe66 \
-    --hash=sha256:9a5abd99fcba83ef28c8fe6ae2927edc79053db43a0457a962ed85c9bf150d37 \
-    --hash=sha256:9d0bf655ff4c9320b0ca8a5b128063d5093c0c8c1645a2b5f7167143fd8531aa \
-    --hash=sha256:9d210da2de733ca801de83e931012349d209f38b92d9630ccaa94bd445bdc9b8 \
-    --hash=sha256:a03eaf287bbc93064688a1220580ce261e7557c8898f687f4d0b281c85b28d3c \
-    --hash=sha256:a17abee1febf5363ed2633f5e13de4be481ba1ab5f77860d39470eccdc4b65af \
-    --hash=sha256:a3253a06845462ca2196024c7a18f5c0ba4de1532ab1c4bad23a40b332a06a6a \
-    --hash=sha256:a3d3a27066b84d015deab5faee78565509bb33b137896443e4144cb1be1a5f90 \
-    --hash=sha256:a739abd51eb766384b4caff83050888e80cd75bbcfec61e6d1e64875f94e4a40 \
-    --hash=sha256:a7b96748425efd9fc155cd920d65088a1b0d754421962418ea73413d02ff515a \
-    --hash=sha256:a90695a601a78bbca910fdf2efcdf3103c55d0de5a5c6e93556d707bf886250b \
-    --hash=sha256:a922f8439231fa0c32b15e8d70ff6d415619b9d40492029dabbc14a0c53b5f18 \
-    --hash=sha256:a999263d9f87184bf2801833b2ecf105e03c0dd91cac78685673b70da564fd64 \
-    --hash=sha256:aa02270721517078a5bd61a38719070ac2537a4aa6b6c48cf369cf2abc59174a \
-    --hash=sha256:ac073576c1931959191cb20df38bab21dd152f66c940aa3ca8b22e39f753b2f3 \
-    --hash=sha256:ada877ab1c65197d772ce1b1c2e244d4799680d8b3f136a4308360f3d8661b23 \
-    --hash=sha256:ade56c94c14be356d295fecb47a3fcd473dd43a8803ead2e2b5b9e58feb6dcfa \
-    --hash=sha256:afbdc2e87b7e56e11ad330859fe17d7a93a76cd637d7f33d1c9edd566d2f58d9 \
-    --hash=sha256:afc438eaed8ff0dcdd9308268be5cb38c1db7e94c3ccca7c498ca13a4a4535a3 \
-    --hash=sha256:b1667eae13f9457a3c737f4376d68e8c3e548353538b28f7e4273a30cb3965cd \
-    --hash=sha256:b28753e0d18a643272597cb16d39f1053842aa43131ad3e260c03a2417d38401 \
-    --hash=sha256:b48abd6056fef7bc3d414aafb453c5b07fdf06d2df5a2841d650288a3aa1e9d3 \
-    --hash=sha256:b864a95229a7db0814cd9ef7987cb713fd43dce1b0d809dd17d9cd6f02fdde3e \
-    --hash=sha256:b8922754c66699e27d4f1ce07c9c256228054cdc9bb36363e8bb5b503453a6da \
-    --hash=sha256:b930da9d598e3bc69513d131f397e6d6be4643926ef3de5d33d1e826631eb036 \
-    --hash=sha256:bf440983d4d64582bddf2f0bd3c43ea1db93a8c31cf7c20e473bffaf6d9c0b6d \
-    --hash=sha256:c05fbc5618ce17675a42576fa49858d79734627f0a0c74c0875ab45ee8de340c \
-    --hash=sha256:c4c4bd08df563120cd33e854fe0a93b81579e8571b11f9b7da9e84c37da2d6b6 \
-    --hash=sha256:c4f6c82a8ee98c17aa48585ee73b51c89c1b010e5c951af83e07c3436180e3fc \
-    --hash=sha256:c6129067fcb86276635b5857010f4e9b9c7d5d15dd571bb03c6c1ed73c40fd92 \
-    --hash=sha256:c96abf34135cffb9652360cd827bda19855b803038d932dcd2a686b3d4e7e1ce \
-    --hash=sha256:c9f930cff014cf79d396d0541bd9f3a3f170c9b5e45d10d634d98f9ed08788c3 \
-    --hash=sha256:ca0db5e563d84b639fe15385eeca940777b6d2f0a1f3bb7cd5b55ab7124f0554 \
-    --hash=sha256:ca639b9909805e44364ea13cca2682b487e74826e4ad75957115ec693228d6b6 \
-    --hash=sha256:cd9c0d3ebf7a0a6f642f771cf41b79f7c98d40a3072a8abe1174fbd9bd615bd3 \
-    --hash=sha256:d5ea223170ee6eb1eaf25ff8193df66a939c891f85a9a33def3add9df2ee1232 \
-    --hash=sha256:d80e4dad8ee2362a71870b1e735800bb5e97f12ebbee4bd0cf15a81ad2428b5a \
-    --hash=sha256:d81ee82e8dc78a0adb81728383bd39611177d642a8fa2d601d4ad5ad59e5f3bd \
-    --hash=sha256:d8df22cdd8d58e7689aa89b2e4a07e8e5fa4f88d2d9c2621f0e88a49be97ccea \
-    --hash=sha256:d949a1a2ea7968b734632c009df0571c94636a5e1622c87a6e2bf712a7334f47 \
-    --hash=sha256:dbfd87dbd217b45c898b2dbcd0169aae534b2c1c5cbe3119510881f6a5ac8ef5 \
-    --hash=sha256:dfba078fcd53478032fd0ceed56960ec6b7ff0511cfc013a8a3a4307e3a7bac4 \
-    --hash=sha256:e380b1e8d30317f52406c43b11e98d11e1d68723bbd031e18049ea3497b59a6d \
-    --hash=sha256:e48d938f9366db5e59441728f70b7f6c1ccfab7eff84f96f9b7e689b07786c52 \
-    --hash=sha256:e59673307b6a08210987059a2bdea2614fe26e3335d0e5d1a3d95f49a05b1418 \
-    --hash=sha256:e6c4d6329da568ec36b1347b0c09c4d27f9dfdeddf9f438ddb16799ecf170098 \
-    --hash=sha256:e6eab95dd985cdb6a50666cbeb9e4814676e59cfe52039c880b69d67cfd44767 \
-    --hash=sha256:e7f07c4a3dada7757a8fc430a5b4a29e6ef696d2212747213f57086ffd970316 \
-    --hash=sha256:e8a5e6ad722685128521c8fb44cf25bd38669650ba3a4b466b8903e5aa28e1a0 \
-    --hash=sha256:ec9b23da8c4c039da3fe2e358973c66976a0c8508aa06d6626b4403cb5666c19 \
-    --hash=sha256:ef0bcf4385bbdd3c1acecce2d9ea7dab7cc9b8ee0581bbccb7ab11908a7ce288 \
-    --hash=sha256:ef94901537be277f9ec59db939eb817960496c6351afede5b102699b5098604d \
-    --hash=sha256:f10ef62b6eda6cb6fd9ba8e1fe08a07d7b2bdcc8eaa00eb91566143b92ed7eee \
-    --hash=sha256:f1d2a54f87e2908cc19e1a6ee249620174fbefc54a219aba1eaa6f31657683c3 \
-    --hash=sha256:f4d4d68dbf1c4c2808f0e730fac5843493fc849f70fe3ad3af60dfbaf68b9a12 \
-    --hash=sha256:f4eb9560a447ff6a4b377f08b6e5d3a31909a612b028f2c57810ffaf570eceb8 \
-    --hash=sha256:f5f24c6c3628faa3ee51df54d77dbf47c4f77a1951ea4ea14e4ccb855babced5 \
-    --hash=sha256:f6e784a8015623fbb7ccca1af372fd82cb511b408ddd2348dc929fc6e415df73 \
-    --hash=sha256:f77c2f2cad76e9dc7b6701297adb1eba87d0485944b416fc2ccf5516c01219a3 \
-    --hash=sha256:f860566b9f3cb1900980f46a4c3f003990c0009c11730f988f758542c17a2364 \
-    --hash=sha256:fb59c7925e7710ad178d9e1a3e65edf295d9a042a0cdcb673b4040949eb8ad0a \
-    --hash=sha256:fb9ee51e5bffe0dab3d3126d3a4fac8d8f7235cedcb4b8e74936087ce1c157f3 \
-    --hash=sha256:fbc0f2ed0f4add7fb58034c576584d44d7eaaf93dee721dfb26dbed6e222dbac \
-    --hash=sha256:fc645994d5b927d769121094e8a649b09923b3c13a8b0b98696d8f853f23c532 \
-    --hash=sha256:feb8f73ad25ad84f986dc53e7c6561b281ee2087500f6e400899c3bf1a3f6dc0 \
-    --hash=sha256:ff85094f10003801339ac4fa9b20a3410c2d8f284d4cba2dc99de6e98c877812
+fastar==0.8.0
     # via fastapi-cloud-cli
-fastmcp==2.12.5 \
-    --hash=sha256:2dfd02e255705a4afe43d26caddbc864563036e233dbc6870f389ee523b39a6a \
-    --hash=sha256:b1e542f9b83dbae7cecfdc9c73b062f77074785abda9f2306799116121344133
+fastmcp==2.12.5
     # via databricks-builder-app (pyproject.toml)
-flask==3.1.0 \
-    --hash=sha256:5f873c5184c897c8d9d1b05df1e3d01b14910ce69607a117bd3277098a5836ac \
-    --hash=sha256:d667207822eb83f1c4b50949b1623c8fc8d51f2341d65f72e1a1815397551136
-    # via databricks-builder-app (pyproject.toml)
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+flask==3.1.0
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   flask-cors
+    #   mlflow
+flask-cors==6.0.2
+    # via mlflow
+fonttools==4.62.1
+    # via matplotlib
+gitdb==4.0.12
+    # via gitpython
+gitpython==3.1.46
+    # via mlflow-skinny
+google-auth==2.49.1
     # via databricks-sdk
-greenlet==3.3.2 \
-    --hash=sha256:02b0a8682aecd4d3c6c18edf52bc8e51eacdd75c8eac52a790a210b06aa295fd \
-    --hash=sha256:18cb1b7337bca281915b3c5d5ae19f4e76d35e1df80f4ad3c1a7be91fadf1082 \
-    --hash=sha256:1a9172f5bf6bd88e6ba5a84e0a68afeac9dc7b6b412b245dd64f52d83c81e55b \
-    --hash=sha256:1e692b2dae4cc7077cbb11b47d258533b48c8fde69a33d0d8a82e2fe8d8531d5 \
-    --hash=sha256:1ebd458fa8285960f382841da585e02201b53a5ec2bac6b156fc623b5ce4499f \
-    --hash=sha256:1fb39a11ee2e4d94be9a76671482be9398560955c9e568550de0224e41104727 \
-    --hash=sha256:20154044d9085151bc309e7689d6f7ba10027f8f5a8c0676ad398b951913d89e \
-    --hash=sha256:2eaf067fc6d886931c7962e8c6bede15d2f01965560f3359b27c80bde2d151f2 \
-    --hash=sha256:34308836d8370bddadb41f5a7ce96879b72e2fdfb4e87729330c6ab52376409f \
-    --hash=sha256:394ead29063ee3515b4e775216cb756b2e3b4a7e55ae8fd884f17fa579e6b327 \
-    --hash=sha256:3ceec72030dae6ac0c8ed7591b96b70410a8be370b6a477b1dbc072856ad02bd \
-    --hash=sha256:4375a58e49522698d3e70cc0b801c19433021b5c37686f7ce9c65b0d5c8677d2 \
-    --hash=sha256:43e99d1749147ac21dde49b99c9abffcbc1e2d55c67501465ef0930d6e78e070 \
-    --hash=sha256:442b6057453c8cb29b4fb36a2ac689382fc71112273726e2423f7f17dc73bf99 \
-    --hash=sha256:45abe8eb6339518180d5a7fa47fa01945414d7cca5ecb745346fc6a87d2750be \
-    --hash=sha256:4c956a19350e2c37f2c48b336a3afb4bff120b36076d9d7fb68cb44e05d95b79 \
-    --hash=sha256:508c7f01f1791fbc8e011bd508f6794cb95397fdb198a46cb6635eb5b78d85a7 \
-    --hash=sha256:527fec58dc9f90efd594b9b700662ed3fb2493c2122067ac9c740d98080a620e \
-    --hash=sha256:59b3e2c40f6706b05a9cd299c836c6aa2378cabe25d021acd80f13abf81181cf \
-    --hash=sha256:5d0e35379f93a6d0222de929a25ab47b5eb35b5ef4721c2b9cbcc4036129ff1f \
-    --hash=sha256:63d10328839d1973e5ba35e98cccbca71b232b14051fd957b6f8b6e8e80d0506 \
-    --hash=sha256:64970c33a50551c7c50491671265d8954046cb6e8e2999aacdd60e439b70418a \
-    --hash=sha256:6c6f8ba97d17a1e7d664151284cb3315fc5f8353e75221ed4324f84eb162b395 \
-    --hash=sha256:8b466dff7a4ffda6ca975979bab80bdadde979e29fc947ac3be4451428d8b0e4 \
-    --hash=sha256:8c1fdd7d1b309ff0da81d60a9688a8bd044ac4e18b250320a96fc68d31c209ca \
-    --hash=sha256:8c4dd0f3997cf2512f7601563cc90dfb8957c0cff1e3a1b23991d4ea1776c492 \
-    --hash=sha256:8d1658d7291f9859beed69a776c10822a0a799bc4bfe1bd4272bb60e62507dab \
-    --hash=sha256:8e2cd90d413acbf5e77ae41e5d3c9b3ac1d011a756d7284d7f3f2b806bbd6358 \
-    --hash=sha256:8e4ab3cfb02993c8cc248ea73d7dae6cec0253e9afa311c9b37e603ca9fad2ce \
-    --hash=sha256:94ad81f0fd3c0c0681a018a976e5c2bd2ca2d9d94895f23e7bb1af4e8af4e2d5 \
-    --hash=sha256:97245cc10e5515dbc8c3104b2928f7f02b6813002770cfaffaf9a6e0fc2b94ef \
-    --hash=sha256:9bc885b89709d901859cf95179ec9f6bb67a3d2bb1f0e88456461bd4b7f8fd0d \
-    --hash=sha256:a2a5be83a45ce6188c045bcc44b0ee037d6a518978de9a5d97438548b953a1ac \
-    --hash=sha256:a443358b33c4ec7b05b79a7c8b466f5d275025e750298be7340f8fc63dff2a55 \
-    --hash=sha256:a7945dd0eab63ded0a48e4dcade82939783c172290a7903ebde9e184333ca124 \
-    --hash=sha256:aa6ac98bdfd716a749b84d4034486863fd81c3abde9aa3cf8eff9127981a4ae4 \
-    --hash=sha256:ab0c7e7901a00bc0a7284907273dc165b32e0d109a6713babd04471327ff7986 \
-    --hash=sha256:ac8d61d4343b799d1e526db579833d72f23759c71e07181c2d2944e429eb09cd \
-    --hash=sha256:ad0c8917dd42a819fe77e6bdfcb84e3379c0de956469301d9fd36427a1ca501f \
-    --hash=sha256:ae9e21c84035c490506c17002f5c8ab25f980205c3e61ddb3a2a2a2e6c411fcb \
-    --hash=sha256:b26b0f4428b871a751968285a1ac9648944cea09807177ac639b030bddebcea4 \
-    --hash=sha256:b568183cf65b94919be4438dc28416b234b678c608cafac8874dfeeb2a9bbe13 \
-    --hash=sha256:b6997d360a4e6a4e936c0f9625b1c20416b8a0ea18a8e19cabbefc712e7397ab \
-    --hash=sha256:b8bddc5b73c9720bea487b3bffdb1840fe4e3656fba3bd40aa1489e9f37877ff \
-    --hash=sha256:c04c5e06ec3e022cbfe2cd4a846e1d4e50087444f875ff6d2c2ad8445495cf1a \
-    --hash=sha256:c2e47408e8ce1c6f1ceea0dffcdf6ebb85cc09e55c7af407c99f1112016e45e9 \
-    --hash=sha256:c56692189a7d1c7606cb794be0a8381470d95c57ce5be03fb3d0ef57c7853b86 \
-    --hash=sha256:ccd21bb86944ca9be6d967cf7691e658e43417782bce90b5d2faeda0ff78a7dd \
-    --hash=sha256:cd6f9e2bbd46321ba3bbb4c8a15794d32960e3b0ae2cc4d49a1a53d314805d71 \
-    --hash=sha256:d248d8c23c67d2291ffd47af766e2a3aa9fa1c6703155c099feb11f526c63a92 \
-    --hash=sha256:d3a62fa76a32b462a97198e4c9e99afb9ab375115e74e9a83ce180e7a496f643 \
-    --hash=sha256:e26e72bec7ab387ac80caa7496e0f908ff954f31065b0ffc1f8ecb1338b11b54 \
-    --hash=sha256:e3cb43ce200f59483eb82949bf1835a99cf43d7571e900d7c8d5c62cdf25d2f9
+graphene==3.4.3
+    # via mlflow
+graphql-core==3.2.8
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0
+    # via graphene
+greenlet==3.3.2
     # via
     #   databricks-builder-app (pyproject.toml)
     #   sqlalchemy
-h11==0.16.0 \
-    --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
-    --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
+gunicorn==25.1.0
+    # via mlflow
+h11==0.16.0
     # via
     #   httpcore
     #   uvicorn
-httpcore==1.0.9 \
-    --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
-    --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
+httpcore==1.0.9
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httptools==0.7.1
     # via uvicorn
-httpx==0.28.1 \
-    --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
-    --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
+httpx==0.28.1
     # via
     #   databricks-builder-app (pyproject.toml)
     #   anthropic
@@ -705,751 +151,169 @@ httpx==0.28.1 \
     #   fastapi-cloud-cli
     #   fastmcp
     #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+httpx-sse==0.4.3
     # via mcp
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+huey==2.6.0
+    # via mlflow
+idna==3.11
     # via
     #   anyio
     #   email-validator
     #   httpx
     #   requests
-importlib-metadata==8.7.1 \
-    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
-    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
-    # via opentelemetry-api
-iniconfig==2.3.0 \
-    --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
-    --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
+importlib-metadata==8.7.1
+    # via
+    #   mlflow-skinny
+    #   opentelemetry-api
+iniconfig==2.3.0
     # via pytest
-isodate==0.7.2 \
-    --hash=sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15 \
-    --hash=sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6
+isodate==0.7.2
     # via openapi-core
-itsdangerous==2.2.0 \
-    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
-    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+itsdangerous==2.2.0
     # via flask
-jinja2==3.1.6 \
-    --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
-    --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
+jinja2==3.1.6
     # via
     #   diff-cover
     #   fastapi
     #   flask
     #   sqlfluff
-jiter==0.13.0 \
-    --hash=sha256:00203f47c214156df427b5989de74cb340c65c8180d09be1bf9de81d0abad599 \
-    --hash=sha256:04670992b576fa65bd056dbac0c39fe8bd67681c380cb2b48efa885711d9d726 \
-    --hash=sha256:0733312953b909688ae3c2d58d043aa040f9f1a6a75693defed7bc2cc4bf2654 \
-    --hash=sha256:07b75fe09a4ee8e0c606200622e571e44943f47254f95e2436c8bdcaceb36d7d \
-    --hash=sha256:0a2bd69fc1d902e89925fc34d1da51b2128019423d7b339a45d9e99c894e0663 \
-    --hash=sha256:0a8d76c7524087272c8ae913f5d9d608bd839154b62c4322ef65723d2e5bb0b8 \
-    --hash=sha256:0b34c519e17658ed88d5047999a93547f8889f3c1824120c26ad6be5f27b6cf5 \
-    --hash=sha256:0bf670e3b1445fc4d31612199f1744f67f889ee1bbae703c4b54dc097e5dd394 \
-    --hash=sha256:0c365005b05505a90d1c47856420980d0237adf82f70c4aff7aebd3c1cc143ad \
-    --hash=sha256:0e3a5f0cde8ff433b8e88e41aa40131455420fb3649a3c7abdda6145f8cb7202 \
-    --hash=sha256:0f0c065695f616a27c920a56ad0d4fc46415ef8b806bf8fc1cacf25002bd24e1 \
-    --hash=sha256:1211427574b17b633cfceba5040de8081e5abf114f7a7602f73d2e16f9fdaa59 \
-    --hash=sha256:1317fdffd16f5873e46ce27d0e0f7f4f90f0cdf1d86bf6abeaea9f63ca2c401d \
-    --hash=sha256:15db60e121e11fe186c0b15236bd5d18381b9ddacdcf4e659feb96fc6c969c92 \
-    --hash=sha256:19928b5d1ce0ff8c1ee1b9bdef3b5bfc19e8304f1b904e436caf30bc15dc6cf5 \
-    --hash=sha256:19cd6f85e1dc090277c3ce90a5b7d96f32127681d825e71c9dce28788e39fc0c \
-    --hash=sha256:1f4748aad1b4a93c8bdd70f604d0f748cdc0e8744c5547798acfa52f10e79228 \
-    --hash=sha256:1f8a55b848cbabf97d861495cd65f1e5c590246fabca8b48e1747c4dfc8f85bf \
-    --hash=sha256:2113c17c9a67071b0f820733c0893ed1d467b5fcf4414068169e5c2cabddb1e2 \
-    --hash=sha256:24ab43126d5e05f3d53a36a8e11eb2f23304c6c1117844aaaf9a0aa5e40b5018 \
-    --hash=sha256:24dc96eca9f84da4131cdf87a95e6ce36765c3b156fc9ae33280873b1c32d5f6 \
-    --hash=sha256:2b4972c6df33731aac0742b64fd0d18e0a69bc7d6e03108ce7d40c85fd9e3e6d \
-    --hash=sha256:2c26cf47e2cad140fa23b6d58d435a7c0161f5c514284802f25e87fddfe11024 \
-    --hash=sha256:2d08c9475d48b92892583df9da592a0e2ac49bcd41fae1fec4f39ba6cf107820 \
-    --hash=sha256:2ffc63785fd6c7977defe49b9824ae6ce2b2e2b77ce539bdaf006c26da06342e \
-    --hash=sha256:309549b778b949d731a2f0e1594a3f805716be704a73bf3ad9a807eed5eb5721 \
-    --hash=sha256:3097d665a27bc96fd9bbf7f86178037db139f319f785e4757ce7ccbf390db6c2 \
-    --hash=sha256:36ebfbcffafb146d0e6ffb3e74d51e03d9c35ce7c625c8066cdbfc7b953bdc72 \
-    --hash=sha256:3b3fb8c2053acaef8580809ac1d1f7481a0a0bdc012fd7f5d8b18fb696a5a089 \
-    --hash=sha256:3d744a6061afba08dd7ae375dcde870cffb14429b7477e10f67e9e6d68772a0a \
-    --hash=sha256:41f92313d17989102f3cb5dd533a02787cdb99454d494344b0361355da52fcb9 \
-    --hash=sha256:4397ee562b9f69d283e5674445551b47a5e8076fdde75e71bfac5891113dc543 \
-    --hash=sha256:45f6f8efb2f3b0603092401dc2df79fa89ccbc027aaba4174d2d4133ed661434 \
-    --hash=sha256:47455245307e4debf2ce6c6e65a717550a0244231240dcf3b8f7d64e4c2f22f4 \
-    --hash=sha256:4a638816427006c1e3f0013eb66d391d7a3acda99a7b0cf091eff4497ccea33a \
-    --hash=sha256:5467696f6b827f1116556cb0db620440380434591e93ecee7fd14d1a491b6daa \
-    --hash=sha256:57aab48f40be1db920a582b30b116fe2435d184f77f0e4226f546794cedd9cf0 \
-    --hash=sha256:597245258e6ad085d064780abfb23a284d418d3e61c57362d9449c6c7317ee2d \
-    --hash=sha256:5a1aff1fbdb803a376d4d22a8f63f8e7ccbce0b4890c26cc7af9e501ab339ef0 \
-    --hash=sha256:5d9b34ad56761b3bf0fbe8f7e55468704107608512350962d3317ffd7a4382d5 \
-    --hash=sha256:6207fc61c395b26fffdcf637a0b06b4326f35bfa93c6e92fe1a166a21aeb6731 \
-    --hash=sha256:632bf7c1d28421c00dd8bbb8a3bac5663e1f57d5cd5ed962bce3c73bf62608e6 \
-    --hash=sha256:66aa3e663840152d18cc8ff1e4faad3dd181373491b9cfdc6004b92198d67911 \
-    --hash=sha256:682161a67adea11e3aae9038c06c8b4a9a71023228767477d683f69903ebc607 \
-    --hash=sha256:6c26a424569a59140fb51160a56df13f438a2b0967365e987889186d5fc2f6f9 \
-    --hash=sha256:6eeb7db8bc77dc20476bc2f7407a23dbe3d46d9cc664b166e3d474e1c1de4baa \
-    --hash=sha256:701a1e77d1e593c1b435315ff625fd071f0998c5f02792038a5ca98899261b7d \
-    --hash=sha256:775e10de3849d0631a97c603f996f518159272db00fdda0a780f81752255ee9d \
-    --hash=sha256:7772115877c53f62beeb8fd853cab692dbc04374ef623b30f997959a4c0e7e95 \
-    --hash=sha256:7b88d649135aca526da172e48083da915ec086b54e8e73a425ba50999468cc08 \
-    --hash=sha256:7bb00b6d26db67a05fe3e12c76edc75f32077fb51deed13822dc648fa373bc19 \
-    --hash=sha256:7beae3a3d3b5212d3a55d2961db3c292e02e302feb43fce6a3f7a31b90ea6dfe \
-    --hash=sha256:7c26ad6967c9dcedf10c995a21539c3aa57d4abad7001b7a84f621a263a6b605 \
-    --hash=sha256:7f90023f8f672e13ea1819507d2d21b9d2d1c18920a3b3a5f1541955a85b5504 \
-    --hash=sha256:879e768938e7b49b5e90b7e3fecc0dbec01b8cb89595861fb39a8967c5220d09 \
-    --hash=sha256:87ce0f14c6c08892b610686ae8be350bf368467b6acd5085a5b65441e2bf36d2 \
-    --hash=sha256:8d76029f077379374cf0dbc78dbe45b38dec4a2eb78b08b5194ce836b2517afc \
-    --hash=sha256:9621ca242547edc16400981ca3231e0c91c0c4c1ab8573a596cd9bb3575d5c2b \
-    --hash=sha256:964538479359059a35fb400e769295d4b315ae61e4105396d355a12f7fef09f0 \
-    --hash=sha256:9776ebe51713acf438fd9b4405fcd86893ae5d03487546dae7f34993217f8a91 \
-    --hash=sha256:98fbafb6e88256f4454de33c1f40203d09fc33ed19162a68b3b257b29ca7f663 \
-    --hash=sha256:9950290340acc1adaded363edd94baebcee7dabdfa8bee4790794cd5cfad2af6 \
-    --hash=sha256:9d01ecc3a8cbdb6f25a37bd500510550b64ddf9f7d64a107d92f3ccb25035d0f \
-    --hash=sha256:9da38b4fedde4fb528c740c2564628fbab737166a0e73d6d46cb4bb5463ff411 \
-    --hash=sha256:9ffda299e417dc83362963966c50cb76d42da673ee140de8a8ac762d4bb2378b \
-    --hash=sha256:a13b68cd1cd8cc9de8f244ebae18ccb3e4067ad205220ef324c39181e23bbf66 \
-    --hash=sha256:a3a377af27b236abbf665a69b2bdd680e3b5a0bd2af825cd3b81245279a7606c \
-    --hash=sha256:a576f5dce9ac7de5d350b8e2f552cf364f32975ed84717c35379a51c7cb198bd \
-    --hash=sha256:a7637d92b1c9d7a771e8c56f445c7f84396d48f2e756e5978840ecba2fac0894 \
-    --hash=sha256:ab1185ca5c8b9491b55ebf6c1e8866b8f68258612899693e24a92c5fdb9455d5 \
-    --hash=sha256:ab44b178f7981fcaea7e0a5df20e773c663d06ffda0198f1a524e91b2fde7e59 \
-    --hash=sha256:ade8cb6ff5632a62b7dbd4757d8c5573f7a2e9ae285d6b5b841707d8363205ef \
-    --hash=sha256:aed40e099404721d7fcaf5b89bd3b4568a4666358bcac7b6b15c09fb6252ab68 \
-    --hash=sha256:b1cbfa133241d0e6bdab48dcdc2604e8ba81512f6bbd68ec3e8e1357dd3c316c \
-    --hash=sha256:b22945be8425d161f2e536cdae66da300b6b000f1c0ba3ddf237d1bfd45d21b8 \
-    --hash=sha256:bb7613e1a427cfcb6ea4544f9ac566b93d5bf67e0d48c787eca673ff9c9dff2b \
-    --hash=sha256:bcdabaea26cb04e25df3103ce47f97466627999260290349a88c8136ecae0060 \
-    --hash=sha256:bdaba7d87e66f26a2c45d8cbadcbfc4bf7884182317907baf39cfe9775bb4d93 \
-    --hash=sha256:c05b450d37ba0c9e21c77fef1f205f56bcee2330bddca68d344baebfc55ae0df \
-    --hash=sha256:c1b609e5cbd2f52bb74fb721515745b407df26d7b800458bd97cb3b972c29e7d \
-    --hash=sha256:c1e2b199f446d3e82246b4fd9236d7cb502dc2222b18698ba0d986d2fecc6152 \
-    --hash=sha256:c3524798e70655ff19aec58c7d05adb1f074fecff62da857ea9be2b908b6d701 \
-    --hash=sha256:cc5223ab19fe25e2f0bf2643204ad7318896fe3729bf12fde41b77bfc4fafff0 \
-    --hash=sha256:d2a6394e6af690d462310a86b53c47ad75ac8c21dc79f120714ea449979cb1d3 \
-    --hash=sha256:db367d8be9fad6e8ebbac4a7578b7af562e506211036cba2c06c3b998603c3d2 \
-    --hash=sha256:dc3ce84cfd4fa9628fe62c4f85d0d597a4627d4242cfafac32a12cc1455d00f7 \
-    --hash=sha256:e104da1db1c0991b3eaed391ccd650ae8d947eab1480c733e5a3fb28d4313e40 \
-    --hash=sha256:e404ea551d35438013c64b4f357b0474c7abf9f781c06d44fcaf7a14c69ff9e2 \
-    --hash=sha256:e5562a0f0e90a6223b704163ea28e831bd3a9faa3512a711f031611e6b06c939 \
-    --hash=sha256:ea026e70a9a28ebbdddcbcf0f1323128a8db66898a06eaad3a4e62d2f554d096 \
-    --hash=sha256:ec7e287d7fbd02cb6e22f9a00dd9c9cd504c40a61f2c61e7e1f9690a82726b4c \
-    --hash=sha256:ed0240dd1536a98c3ab55e929c60dfff7c899fecafcb7d01161b21a99fc8c363 \
-    --hash=sha256:ed9bbc30f5d60a3bdf63ae76beb3f9db280d7f195dfcfa61af792d6ce912d159 \
-    --hash=sha256:ee9da221dca6e0429c2704c1b3655fe7b025204a71d4d9b73390c759d776d165 \
-    --hash=sha256:f22ef501c3f87ede88f23f9b11e608581c14f04db59b6a801f354397ae13739f \
-    --hash=sha256:f2839f9c2c7e2dffc1bc5929a510e14ce0a946be9365fd1219e7ef342dae14f4 \
-    --hash=sha256:f556aa591c00f2c45eb1b89f68f52441a016034d18b65da60e2d2875bbbf344a \
-    --hash=sha256:f7e1d61da332ec412350463891923f960c3073cf1aae93b538f0bb4c8cd46efb \
-    --hash=sha256:f917a04240ef31898182f76a332f508f2cc4b57d2b4d7ad2dbfebbfe167eb505 \
-    --hash=sha256:fa476ab5dd49f3bf3a168e05f89358c75a17608dbabb080ef65f96b27c19ab10 \
-    --hash=sha256:fe49d3ff6db74321f144dff9addd4a5874d3105ac5ba7c5b77fac099cfae31ae \
-    --hash=sha256:ff732bd0a0e778f43d5009840f20b935e79087b4dc65bd36f1cd0f9b04b8ff7f
+jiter==0.13.0
     # via anthropic
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
+joblib==1.5.3
+    # via scikit-learn
+jsonschema==4.26.0
     # via
     #   mcp
     #   openapi-core
     #   openapi-schema-validator
     #   openapi-spec-validator
-jsonschema-path==0.3.4 \
-    --hash=sha256:8365356039f16cc65fddffafda5f58766e34bebab7d6d105616ab52bc4297001 \
-    --hash=sha256:f502191fdc2b22050f9a81c9237be9d27145b9001c55842bece5e94e382e52f8
+jsonschema-path==0.3.4
     # via
     #   openapi-core
     #   openapi-spec-validator
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
+jsonschema-specifications==2025.9.1
     # via
     #   jsonschema
     #   openapi-schema-validator
-lazy-object-proxy==1.12.0 \
-    --hash=sha256:029d2b355076710505c9545aef5ab3f750d89779310e26ddf2b7b23f6ea03cd8 \
-    --hash=sha256:08c465fb5cd23527512f9bd7b4c7ba6cec33e28aad36fbbe46bf7b858f9f3f7f \
-    --hash=sha256:0a83c6f7a6b2bfc11ef3ed67f8cbe99f8ff500b05655d8e7df9aab993a6abc95 \
-    --hash=sha256:1192e8c2f1031a6ff453ee40213afa01ba765b3dc861302cd91dbdb2e2660b00 \
-    --hash=sha256:14e348185adbd03ec17d051e169ec45686dcd840a3779c9d4c10aabe2ca6e1c0 \
-    --hash=sha256:15400b18893f345857b9e18b9bd87bd06aba84af6ed086187add70aeaa3f93f1 \
-    --hash=sha256:1cf69cd1a6c7fe2dbcc3edaa017cf010f4192e53796538cc7d5e1fedbfa4bcff \
-    --hash=sha256:1f5a462d92fd0cfb82f1fab28b51bfb209fabbe6aabf7f0d51472c0c124c0c61 \
-    --hash=sha256:256262384ebd2a77b023ad02fbcc9326282bcfd16484d5531154b02bc304f4c5 \
-    --hash=sha256:31020c84005d3daa4cc0fa5a310af2066efe6b0d82aeebf9ab199292652ff036 \
-    --hash=sha256:338ab2f132276203e404951205fe80c3fd59429b3a724e7b662b2eb539bb1be9 \
-    --hash=sha256:3605b632e82a1cbc32a1e5034278a64db555b3496e0795723ee697006b980508 \
-    --hash=sha256:3d3964fbd326578bcdfffd017ef101b6fb0484f34e731fe060ba9b8816498c36 \
-    --hash=sha256:424a8ab6695400845c39f13c685050eab69fa0bbac5790b201cd27375e5e41d7 \
-    --hash=sha256:4a79b909aa16bde8ae606f06e6bbc9d3219d2e57fb3e0076e17879072b742c65 \
-    --hash=sha256:4ab2c584e3cc8be0dfca422e05ad30a9abe3555ce63e9ab7a559f62f8dbc6ff9 \
-    --hash=sha256:53c7fd99eb156bbb82cbc5d5188891d8fdd805ba6c1e3b92b90092da2a837073 \
-    --hash=sha256:563d2ec8e4d4b68ee7848c5ab4d6057a6d703cb7963b342968bb8758dda33a23 \
-    --hash=sha256:61d5e3310a4aa5792c2b599a7a78ccf8687292c8eb09cf187cca8f09cf6a7519 \
-    --hash=sha256:6763941dbf97eea6b90f5b06eb4da9418cc088fce0e3883f5816090f9afcde4a \
-    --hash=sha256:67f07ab742f1adfb3966c40f630baaa7902be4222a17941f3d85fd1dae5565ff \
-    --hash=sha256:717484c309df78cedf48396e420fa57fc8a2b1f06ea889df7248fdd156e58847 \
-    --hash=sha256:75ba769017b944fcacbf6a80c18b2761a1795b03f8899acdad1f1c39db4409be \
-    --hash=sha256:7601ec171c7e8584f8ff3f4e440aa2eebf93e854f04639263875b8c2971f819f \
-    --hash=sha256:7b22c2bbfb155706b928ac4d74c1a63ac8552a55ba7fff4445155523ea4067e1 \
-    --hash=sha256:800f32b00a47c27446a2b767df7538e6c66a3488632c402b4fb2224f9794f3c0 \
-    --hash=sha256:81d1852fb30fab81696f93db1b1e55a5d1ff7940838191062f5f56987d5fcc3e \
-    --hash=sha256:86fd61cb2ba249b9f436d789d1356deae69ad3231dc3c0f17293ac535162672e \
-    --hash=sha256:8c40b3c9faee2e32bfce0df4ae63f4e73529766893258eca78548bac801c8f66 \
-    --hash=sha256:8ee0d6027b760a11cc18281e702c0309dd92da458a74b4c15025d7fc490deede \
-    --hash=sha256:997b1d6e10ecc6fb6fe0f2c959791ae59599f41da61d652f6c903d1ee58b7370 \
-    --hash=sha256:a61095f5d9d1a743e1e20ec6d6db6c2ca511961777257ebd9b288951b23b44fa \
-    --hash=sha256:a6b7ea5ea1ffe15059eb44bcbcb258f97bcb40e139b88152c40d07b1a1dfc9ac \
-    --hash=sha256:ae575ad9b674d0029fc077c5231b3bc6b433a3d1a62a8c363df96974b5534728 \
-    --hash=sha256:be5fe974e39ceb0d6c9db0663c0464669cf866b2851c73971409b9566e880eab \
-    --hash=sha256:be9045646d83f6c2664c1330904b245ae2371b5c57a3195e4028aedc9f999655 \
-    --hash=sha256:c1ca33565f698ac1aece152a10f432415d1a2aa9a42dfe23e5ba2bc255ab91f6 \
-    --hash=sha256:c3b2e0af1f7f77c4263759c4824316ce458fabe0fceadcd24ef8ca08b2d1e402 \
-    --hash=sha256:c4fcbe74fb85df8ba7825fa05eddca764138da752904b378f0ae5ab33a36c308 \
-    --hash=sha256:c9defba70ab943f1df98a656247966d7729da2fe9c2d5d85346464bf320820a3 \
-    --hash=sha256:cc6e3614eca88b1c8a625fc0a47d0d745e7c3255b21dac0e30b3037c5e3deeb8 \
-    --hash=sha256:d01c7819a410f7c255b20799b65d36b414379a30c6f1684c7bd7eb6777338c1b \
-    --hash=sha256:efff4375a8c52f55a145dc8487a2108c2140f0bec4151ab4e1843e52eb9987ad \
-    --hash=sha256:fdc70d81235fc586b9e3d1aeef7d1553259b62ecaae9db2167a5d2550dcc391a
+kiwisolver==1.5.0
+    # via matplotlib
+lazy-object-proxy==1.12.0
     # via openapi-spec-validator
-mako==1.3.10 \
-    --hash=sha256:99579a6f39583fa7e5630a28c3c1f440e4e97a414b80372649c0ce338da2ea28 \
-    --hash=sha256:baef24a52fc4fc514a0887ac600f9f1cff3d82c61d4d700a1fa84d597b88db59
+mako==1.3.10
     # via alembic
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.0.0
     # via rich
-markupsafe==3.0.2 \
-    --hash=sha256:0bff5e0ae4ef2e1ae4fdf2dfd5b76c75e5c2fa4132d05fc1b0dabcd20c7e28c4 \
-    --hash=sha256:0f4ca02bea9a23221c0182836703cbf8930c5e9454bacce27e767509fa286a30 \
-    --hash=sha256:1225beacc926f536dc82e45f8a4d68502949dc67eea90eab715dea3a21c1b5f0 \
-    --hash=sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9 \
-    --hash=sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396 \
-    --hash=sha256:1a9d3f5f0901fdec14d8d2f66ef7d035f2157240a433441719ac9a3fba440b13 \
-    --hash=sha256:1c99d261bd2d5f6b59325c92c73df481e05e57f19837bdca8413b9eac4bd8028 \
-    --hash=sha256:1e084f686b92e5b83186b07e8a17fc09e38fff551f3602b249881fec658d3eca \
-    --hash=sha256:2181e67807fc2fa785d0592dc2d6206c019b9502410671cc905d132a92866557 \
-    --hash=sha256:2cb8438c3cbb25e220c2ab33bb226559e7afb3baec11c4f218ffa7308603c832 \
-    --hash=sha256:3169b1eefae027567d1ce6ee7cae382c57fe26e82775f460f0b2778beaad66c0 \
-    --hash=sha256:3809ede931876f5b2ec92eef964286840ed3540dadf803dd570c3b7e13141a3b \
-    --hash=sha256:38a9ef736c01fccdd6600705b09dc574584b89bea478200c5fbf112a6b0d5579 \
-    --hash=sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a \
-    --hash=sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c \
-    --hash=sha256:48032821bbdf20f5799ff537c7ac3d1fba0ba032cfc06194faffa8cda8b560ff \
-    --hash=sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c \
-    --hash=sha256:52305740fe773d09cffb16f8ed0427942901f00adedac82ec8b67752f58a1b22 \
-    --hash=sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094 \
-    --hash=sha256:57cb5a3cf367aeb1d316576250f65edec5bb3be939e9247ae594b4bcbc317dfb \
-    --hash=sha256:5b02fb34468b6aaa40dfc198d813a641e3a63b98c2b05a16b9f80b7ec314185e \
-    --hash=sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5 \
-    --hash=sha256:6af100e168aa82a50e186c82875a5893c5597a0c1ccdb0d8b40240b1f28b969a \
-    --hash=sha256:6c89876f41da747c8d3677a2b540fb32ef5715f97b66eeb0c6b66f5e3ef6f59d \
-    --hash=sha256:6e296a513ca3d94054c2c881cc913116e90fd030ad1c656b3869762b754f5f8a \
-    --hash=sha256:70a87b411535ccad5ef2f1df5136506a10775d267e197e4cf531ced10537bd6b \
-    --hash=sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8 \
-    --hash=sha256:846ade7b71e3536c4e56b386c2a47adf5741d2d8b94ec9dc3e92e5e1ee1e2225 \
-    --hash=sha256:88416bd1e65dcea10bc7569faacb2c20ce071dd1f87539ca2ab364bf6231393c \
-    --hash=sha256:88b49a3b9ff31e19998750c38e030fc7bb937398b1f78cfa599aaef92d693144 \
-    --hash=sha256:8c4e8c3ce11e1f92f6536ff07154f9d49677ebaaafc32db9db4620bc11ed480f \
-    --hash=sha256:8e06879fc22a25ca47312fbe7c8264eb0b662f6db27cb2d3bbbc74b1df4b9b87 \
-    --hash=sha256:9025b4018f3a1314059769c7bf15441064b2207cb3f065e6ea1e7359cb46db9d \
-    --hash=sha256:93335ca3812df2f366e80509ae119189886b0f3c2b81325d39efdb84a1e2ae93 \
-    --hash=sha256:9778bd8ab0a994ebf6f84c2b949e65736d5575320a17ae8984a77fab08db94cf \
-    --hash=sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158 \
-    --hash=sha256:a123e330ef0853c6e822384873bef7507557d8e4a082961e1defa947aa59ba84 \
-    --hash=sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb \
-    --hash=sha256:ad10d3ded218f1039f11a75f8091880239651b52e9bb592ca27de44eed242a48 \
-    --hash=sha256:b424c77b206d63d500bcb69fa55ed8d0e6a3774056bdc4839fc9298a7edca171 \
-    --hash=sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c \
-    --hash=sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6 \
-    --hash=sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd \
-    --hash=sha256:bbcb445fa71794da8f178f0f6d66789a28d7319071af7a496d4d507ed566270d \
-    --hash=sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1 \
-    --hash=sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d \
-    --hash=sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca \
-    --hash=sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a \
-    --hash=sha256:cfad01eed2c2e0c01fd0ecd2ef42c492f7f93902e39a42fc9ee1692961443a29 \
-    --hash=sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe \
-    --hash=sha256:d8213e09c917a951de9d09ecee036d5c7d36cb6cb7dbaece4c71a60d79fb9798 \
-    --hash=sha256:e07c3764494e3776c602c1e78e298937c3315ccc9043ead7e685b7f2b8d47b3c \
-    --hash=sha256:e17c96c14e19278594aa4841ec148115f9c7615a47382ecb6b82bd8fea3ab0c8 \
-    --hash=sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f \
-    --hash=sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f \
-    --hash=sha256:eaa0a10b7f72326f1372a713e73c3f739b524b3af41feb43e4921cb529f5929a \
-    --hash=sha256:eb7972a85c54febfb25b5c4b4f3af4dcc731994c7da0d8a0b4a6eb0640e1d178 \
-    --hash=sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0 \
-    --hash=sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79 \
-    --hash=sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430 \
-    --hash=sha256:fcabf5ff6eea076f859677f5f0b6b5c1a51e70a376b0579e0eadef8db48c6b50
+markupsafe==3.0.2
     # via
     #   databricks-builder-app (pyproject.toml)
     #   jinja2
     #   mako
     #   werkzeug
-mcp==1.16.0 \
-    --hash=sha256:39b8ca25460c578ee2cdad33feeea122694cfdf73eef58bee76c42f6ef0589df \
-    --hash=sha256:ec917be9a5d31b09ba331e1768aa576e0af45470d657a0319996a20a57d7d633
+matplotlib==3.10.8
+    # via mlflow
+mcp==1.16.0
     # via
     #   databricks-builder-app (pyproject.toml)
     #   claude-agent-sdk
     #   fastmcp
-mdurl==0.1.2 \
-    --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
-    --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
+mdurl==0.1.2
     # via markdown-it-py
-more-itertools==10.8.0 \
-    --hash=sha256:52d4362373dcf7c52546bc4af9a86ee7c4579df9a8dc268be0a2f949d376cc9b \
-    --hash=sha256:f638ddf8a1a0d134181275fb5d58b086ead7c6a72429ad725c67503f13ba30bd
+mlflow==3.10.1
+    # via databricks-builder-app (pyproject.toml)
+mlflow-skinny==3.10.1
+    # via mlflow
+mlflow-tracing==3.10.1
+    # via mlflow
+more-itertools==10.8.0
     # via openapi-core
-numpy==2.4.3 \
-    --hash=sha256:0200b25c687033316fb39f0ff4e3e690e8957a2c3c8d22499891ec58c37a3eb5 \
-    --hash=sha256:0448e7f9caefb34b4b7dd2b77f21e8906e5d6f0365ad525f9f4f530b13df2afc \
-    --hash=sha256:0a195f4216be9305a73c0e91c9b026a35f2161237cf1c6de9b681637772ea657 \
-    --hash=sha256:0a60e17a14d640f49146cb38e3f105f571318db7826d9b6fef7e4dce758faecd \
-    --hash=sha256:120df8c0a81ebbf5b9020c91439fccd85f5e018a927a39f624845be194a2be02 \
-    --hash=sha256:148d59127ac95979d6f07e4d460f934ebdd6eed641db9c0db6c73026f2b2101a \
-    --hash=sha256:1ec84fd7c8e652b0f4aaaf2e6e9cc8eaa9b1b80a537e06b2e3a2fb176eedcb26 \
-    --hash=sha256:22654fe6be0e5206f553a9250762c653d3698e46686eee53b399ab90da59bd92 \
-    --hash=sha256:22c31dc07025123aedf7f2db9e91783df13f1776dc52c6b22c620870dc0fab22 \
-    --hash=sha256:23b46bb6d8ecb68b58c09944483c135ae5f0e9b8d8858ece5e4ead783771d2a9 \
-    --hash=sha256:2629289168f4897a3c4e23dc98d6f1731f0fc0fe52fb9db19f974041e4cc12b9 \
-    --hash=sha256:26952e18d82a1dbbc2f008d402021baa8d6fc8e84347a2072a25e08b46d698b9 \
-    --hash=sha256:29363fbfa6f8ee855d7569c96ce524845e3d726d6c19b29eceec7dd555dab152 \
-    --hash=sha256:297837823f5bc572c5f9379b0c9f3a3365f08492cbdc33bcc3af174372ebb168 \
-    --hash=sha256:2abad5c7fef172b3377502bde47892439bae394a71bc329f31df0fd829b41a9e \
-    --hash=sha256:2b3f8d2c4589b1a2028d2a770b0fc4d1f332fb5e01521f4de3199a896d158ddd \
-    --hash=sha256:2ddb7919366ee468342b91dea2352824c25b55814a987847b6c52003a7c97f15 \
-    --hash=sha256:2e03c05abaee1f672e9d67bc858f300b5ccba1c21397211e8d77d98350972093 \
-    --hash=sha256:32e3bef222ad6b052280311d1d60db8e259e4947052c3ae7dd6817451fc8a4c5 \
-    --hash=sha256:33b3bf58ee84b172c067f56aeadc7ee9ab6de69c5e800ab5b10295d54c581adb \
-    --hash=sha256:45f003dbdffb997a03da2d1d0cb41fbd24a87507fb41605c0420a3db5bd4667b \
-    --hash=sha256:483a201202b73495f00dbc83796c6ae63137a9bdade074f7648b3e32613412dd \
-    --hash=sha256:48da3a4ee1336454b07497ff7ec83903efa5505792c4e6d9bf83d99dc07a1e18 \
-    --hash=sha256:4b42639cdde6d24e732ff823a3fa5b701d8acad89c4142bc1d0bd6dc85200ba5 \
-    --hash=sha256:4bd4741a6a676770e0e97fe9ab2e51de01183df3dcbcec591d26d331a40de950 \
-    --hash=sha256:4d382735cecd7bcf090172489a525cd7d4087bc331f7df9f60ddc9a296cf208e \
-    --hash=sha256:52077feedeff7c76ed7c9f1a0428558e50825347b7545bbb8523da2cd55c547a \
-    --hash=sha256:54f29b877279d51e210e0c80709ee14ccbbad647810e8f3d375561c45ef613dd \
-    --hash=sha256:5884ce5c7acfae1e4e1b6fde43797d10aa506074d25b531b4f54bde33c0c31d4 \
-    --hash=sha256:5e10da9e93247e554bb1d22f8edc51847ddd7dde52d85ce31024c1b4312bfba0 \
-    --hash=sha256:61b0cbabbb6126c8df63b9a3a0c4b1f44ebca5e12ff6997b80fcf267fb3150ef \
-    --hash=sha256:65f3c2455188f09678355f5cae1f959a06b778bc66d535da07bf2ef20cd319d5 \
-    --hash=sha256:679f2a834bae9020f81534671c56fd0cc76dd7e5182f57131478e23d0dc59e24 \
-    --hash=sha256:6bd06731541f89cdc01b261ba2c9e037f1543df7472517836b78dfb15bd6e476 \
-    --hash=sha256:715de7f82e192e8cae5a507a347d97ad17598f8e026152ca97233e3666daaa71 \
-    --hash=sha256:737f630a337364665aba3b5a77e56a68cc42d350edd010c345d65a3efa3addcc \
-    --hash=sha256:7395e69ff32526710748f92cd8c9849b361830968ea3e24a676f272653e8983e \
-    --hash=sha256:76dbb9d4e43c16cf9aa711fcd8de1e2eeb27539dcefb60a1d5e9f12fae1d1ed8 \
-    --hash=sha256:76f0f283506c28b12bba319c0fab98217e9f9b54e6160e9c79e9f7348ba32e9c \
-    --hash=sha256:77e76d932c49a75617c6d13464e41203cd410956614d0a0e999b25e9e8d27eec \
-    --hash=sha256:7aa4e54f6469300ebca1d9eb80acd5253cdfa36f2c03d79a35883687da430875 \
-    --hash=sha256:7d1ce23cce91fcea443320a9d0ece9b9305d4368875bab09538f7a5b4131938a \
-    --hash=sha256:7e58765ad74dcebd3ef0208a5078fba32dc8ec3578fe84a604432950cd043d79 \
-    --hash=sha256:7f3408ff897f8ab07a07fbe2823d7aee6ff644c097cc1f90382511fe982f647f \
-    --hash=sha256:8ba7b51e71c05aa1f9bc3641463cd82308eab40ce0d5c7e1fd4038cbf9938147 \
-    --hash=sha256:8e236dbda4e1d319d681afcbb136c0c4a8e0f1a5c58ceec2adebb547357fe857 \
-    --hash=sha256:94f3c4a151a2e529adf49c1d54f0f57ff8f9b233ee4d44af623a81553ab86368 \
-    --hash=sha256:9684823a78a6cd6ad7511fc5e25b07947d1d5b5e2812c93fe99d7d4195130720 \
-    --hash=sha256:a016db5c5dba78fa8fe9f5d80d6708f9c42ab087a739803c0ac83a43d686a470 \
-    --hash=sha256:a111698b4a3f8dcbe54c64a7708f049355abd603e619013c346553c1fd4ca90b \
-    --hash=sha256:a1988292870c7cb9d0ebb4cc96b4d447513a9644801de54606dc7aabf2b7d920 \
-    --hash=sha256:a315e5234d88067f2d97e1f2ef670a7569df445d55400f1e33d117418d008d52 \
-    --hash=sha256:a749547700de0a20a6718293396ec237bb38218049cfce788e08fcb716e8cf73 \
-    --hash=sha256:a97cbf7e905c435865c2d939af3d93f99d18eaaa3cabe4256f4304fb51604349 \
-    --hash=sha256:abdce0f71dcb4a00e4e77f3faf05e4616ceccfe72ccaa07f47ee79cda3b7b0f4 \
-    --hash=sha256:b346845443716c8e542d54112966383b448f4a3ba5c66409771b8c0889485dd3 \
-    --hash=sha256:b44fd60341c4d9783039598efadd03617fa28d041fc37d22b62d08f2027fa0e7 \
-    --hash=sha256:bb2e3cf95854233799013779216c57e153c1ee67a0bf92138acca0e429aefaee \
-    --hash=sha256:bc71942c789ef415a37f0d4eab90341425a00d538cd0642445d30b41023d3395 \
-    --hash=sha256:be3b8487d725a77acccc9924f65fd8bce9af7fac8c9820df1049424a2115af6c \
-    --hash=sha256:c59020932feb24ed49ffd03704fbab89f22aa9c0d4b180ff45542fe8918f5611 \
-    --hash=sha256:c6b124bfcafb9e8d3ed09130dbee44848c20b3e758b6bbf006e641778927c028 \
-    --hash=sha256:c9619741e9da2059cd9c3f206110b97583c7152c1dc9f8aafd4beb450ac1c89d \
-    --hash=sha256:cd32fbacb9fd1bf041bf8e89e4576b6f00b895f06d00914820ae06a616bdfef7 \
-    --hash=sha256:d1b90d840b25874cf5cd20c219af10bac3667db3876d9a495609273ebe679070 \
-    --hash=sha256:d213c7e6e8d211888cc359bab7199670a00f5b82c0978b9d1c75baf1eddbeac0 \
-    --hash=sha256:d5f51900414fc9204a0e0da158ba2ac52b75656e7dce7e77fb9f84bfa343b4cc \
-    --hash=sha256:d71e379452a2f670ccb689ec801b1218cd3983e253105d6e83780967e899d687 \
-    --hash=sha256:d84f0f881cb2225c2dfd7f78a10a5645d487a496c6668d6cc39f0f114164f3d0 \
-    --hash=sha256:decb0eb8a53c3b009b0962378065589685d66b23467ef5dac16cbe818afde27f \
-    --hash=sha256:e7dd01a46700b1967487141a66ac1a3cf0dd8ebf1f08db37d46389401512ca97 \
-    --hash=sha256:eb610595dd91560905c132c709412b512135a60f1851ccbd2c959e136431ff67
-    # via pandas
-openapi-core==0.22.0 \
-    --hash=sha256:8fb7c325f2db4ef6c60584b1870f90eeb3183aa47e30643715c5003b7677a149 \
-    --hash=sha256:b30490dfa74e3aac2276105525590135212352f5dd7e5acf8f62f6a89ed6f2d0
+numpy==2.4.3
+    # via
+    #   contourpy
+    #   matplotlib
+    #   mlflow
+    #   pandas
+    #   scikit-learn
+    #   scipy
+    #   skops
+openapi-core==0.22.0
     # via fastmcp
-openapi-pydantic==0.5.1 \
-    --hash=sha256:a3a09ef4586f5bd760a8df7f43028b60cafb6d9f61de2acba9574766255ab146 \
-    --hash=sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d
+openapi-pydantic==0.5.1
     # via fastmcp
-openapi-schema-validator==0.6.3 \
-    --hash=sha256:f37bace4fc2a5d96692f4f8b31dc0f8d7400fd04f3a937798eaf880d425de6ee \
-    --hash=sha256:f3b9870f4e556b5a62a1c39da72a6b4b16f3ad9c73dc80084b1b11e74ba148a3
+openapi-schema-validator==0.6.3
     # via
     #   openapi-core
     #   openapi-spec-validator
-openapi-spec-validator==0.7.2 \
-    --hash=sha256:4bbdc0894ec85f1d1bea1d6d9c8b2c3c8d7ccaa13577ef40da9c006c9fd0eb60 \
-    --hash=sha256:cc029309b5c5dbc7859df0372d55e9d1ff43e96d678b9ba087f7c56fc586f734
+openapi-spec-validator==0.7.2
     # via openapi-core
-opentelemetry-api==1.40.0 \
-    --hash=sha256:159be641c0b04d11e9ecd576906462773eb97ae1b657730f0ecf64d32071569f \
-    --hash=sha256:82dd69331ae74b06f6a874704be0cfaa49a1650e1537d4a813b86ecef7d0ecf9
+opentelemetry-api==1.40.0
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-sdk
     #   opentelemetry-semantic-conventions
-opentelemetry-sdk==1.40.0 \
-    --hash=sha256:18e9f5ec20d859d268c7cb3c5198c8d105d073714db3de50b593b8c1345a48f2 \
-    --hash=sha256:787d2154a71f4b3d81f20524a8ce061b7db667d24e46753f32a7bc48f1c1f3f1
-    # via sentry-sdk
-opentelemetry-semantic-conventions==0.61b0 \
-    --hash=sha256:072f65473c5d7c6dc0355b27d6c9d1a679d63b6d4b4b16a9773062cb7e31192a \
-    --hash=sha256:fa530a96be229795f8cef353739b618148b0fe2b4b3f005e60e262926c4d38e2
+opentelemetry-proto==1.27.0
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+opentelemetry-sdk==1.40.0
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   sentry-sdk
+opentelemetry-semantic-conventions==0.61b0
     # via opentelemetry-sdk
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
-    # via pytest
-pandas==2.3.0 \
-    --hash=sha256:034abd6f3db8b9880aaee98f4f5d4dbec7c4829938463ec046517220b2f8574e \
-    --hash=sha256:094e271a15b579650ebf4c5155c05dcd2a14fd4fdd72cf4854b2f7ad31ea30be \
-    --hash=sha256:14a0cc77b0f089d2d2ffe3007db58f170dae9b9f54e569b299db871a3ab5bf46 \
-    --hash=sha256:1a881bc1309f3fce34696d07b00f13335c41f5f5a8770a33b09ebe23261cfc67 \
-    --hash=sha256:1d2b33e68d0ce64e26a4acc2e72d747292084f4e8db4c847c6f5f6cbe56ed6d8 \
-    --hash=sha256:213cd63c43263dbb522c1f8a7c9d072e25900f6975596f883f4bebd77295d4f3 \
-    --hash=sha256:23c2b2dc5213810208ca0b80b8666670eb4660bbfd9d45f58592cc4ddcfd62e1 \
-    --hash=sha256:2c7e2fc25f89a49a11599ec1e76821322439d90820108309bf42130d2f36c983 \
-    --hash=sha256:2eb4728a18dcd2908c7fccf74a982e241b467d178724545a48d0caf534b38ebf \
-    --hash=sha256:34600ab34ebf1131a7613a260a61dbe8b62c188ec0ea4c296da7c9a06b004133 \
-    --hash=sha256:39ff73ec07be5e90330cc6ff5705c651ace83374189dcdcb46e6ff54b4a72cd6 \
-    --hash=sha256:404d681c698e3c8a40a61d0cd9412cc7364ab9a9cc6e144ae2992e11a2e77a20 \
-    --hash=sha256:40cecc4ea5abd2921682b57532baea5588cc5f80f0231c624056b146887274d2 \
-    --hash=sha256:430a63bae10b5086995db1b02694996336e5a8ac9a96b4200572b413dfdfccb9 \
-    --hash=sha256:4930255e28ff5545e2ca404637bcc56f031893142773b3468dc021c6c32a1390 \
-    --hash=sha256:6021910b086b3ca756755e86ddc64e0ddafd5e58e076c72cb1585162e5ad259b \
-    --hash=sha256:625466edd01d43b75b1883a64d859168e4556261a5035b32f9d743b67ef44634 \
-    --hash=sha256:75651c14fde635e680496148a8526b328e09fe0572d9ae9b638648c46a544ba3 \
-    --hash=sha256:84141f722d45d0c2a89544dd29d35b3abfc13d2250ed7e68394eda7564bd6324 \
-    --hash=sha256:8adff9f138fc614347ff33812046787f7d43b3cef7c0f0171b3340cae333f6ca \
-    --hash=sha256:951805d146922aed8357e4cc5671b8b0b9be1027f0619cea132a9f3f65f2f09c \
-    --hash=sha256:9efc0acbbffb5236fbdf0409c04edce96bec4bdaa649d49985427bd1ec73e085 \
-    --hash=sha256:9ff730713d4c4f2f1c860e36c005c7cefc1c7c80c21c0688fd605aa43c9fcf09 \
-    --hash=sha256:a6872d695c896f00df46b71648eea332279ef4077a409e2fe94220208b6bb675 \
-    --hash=sha256:b198687ca9c8529662213538a9bb1e60fa0bf0f6af89292eb68fea28743fcd5a \
-    --hash=sha256:b9d8c3187be7479ea5c3d30c32a5d73d62a621166675063b2edd21bc47614027 \
-    --hash=sha256:ba24af48643b12ffe49b27065d3babd52702d95ab70f50e1b34f71ca703e2c0d \
-    --hash=sha256:bb32dc743b52467d488e7a7c8039b821da2826a9ba4f85b89ea95274f863280f \
-    --hash=sha256:bb3be958022198531eb7ec2008cfc78c5b1eed51af8600c6c5d9160d89d8d249 \
-    --hash=sha256:bf5be867a0541a9fb47a4be0c5790a4bccd5b77b92f0a59eeec9375fafc2aa14 \
-    --hash=sha256:c06f6f144ad0a1bf84699aeea7eff6068ca5c63ceb404798198af7eb86082e33 \
-    --hash=sha256:c6da97aeb6a6d233fb6b17986234cc723b396b50a3c6804776351994f2a658fd \
-    --hash=sha256:e0f51973ba93a9f97185049326d75b942b9aeb472bec616a129806facb129ebb \
-    --hash=sha256:e1991bbb96f4050b09b5f811253c4f3cf05ee89a589379aa36cd623f21a31d6f \
-    --hash=sha256:e5f08eb9a445d07720776df6e641975665c9ea12c9d8a331e0f6890f2dcd76ef \
-    --hash=sha256:e78ad363ddb873a631e92a3c063ade1ecfb34cae71e9a2be6ad100f875ac1042 \
-    --hash=sha256:ed16339bc354a73e0a609df36d256672c7d296f3f767ac07257801aa064ff73c \
-    --hash=sha256:f4dd97c19bd06bc557ad787a15b6489d2614ddaab5d104a0310eb314c724b2d2 \
-    --hash=sha256:f925f1ef673b4bd0271b1809b72b3270384f2b7d9d14a189b12b7fc02574d575 \
-    --hash=sha256:f95a2aef32614ed86216d3c450ab12a4e82084e8102e355707a1d96e33d51c34 \
-    --hash=sha256:fa07e138b3f6c04addfeaf56cc7fdb96c3b68a3fe5e5401251f231fce40a0d7a \
-    --hash=sha256:fa35c266c8cd1a67d75971a1912b185b492d257092bdd2709bbdebe574ed228d
-    # via databricks-builder-app (pyproject.toml)
-pathable==0.4.4 \
-    --hash=sha256:5ae9e94793b6ef5a4cbe0a7ce9dbbefc1eec38df253763fd0aeeacf2762dbbc2 \
-    --hash=sha256:6905a3cd17804edfac7875b5f6c9142a218c7caef78693c2dbbbfbac186d88b2
+packaging==26.0
+    # via
+    #   gunicorn
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   pytest
+    #   skops
+pandas==2.3.0
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   mlflow
+pathable==0.4.4
     # via jsonschema-path
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.0.4
     # via sqlfluff
-pillow==11.1.0 \
-    --hash=sha256:015c6e863faa4779251436db398ae75051469f7c903b043a48f078e437656f83 \
-    --hash=sha256:0a2f91f8a8b367e7a57c6e91cd25af510168091fb89ec5146003e424e1558a96 \
-    --hash=sha256:11633d58b6ee5733bde153a8dafd25e505ea3d32e261accd388827ee987baf65 \
-    --hash=sha256:2062ffb1d36544d42fcaa277b069c88b01bb7298f4efa06731a7fd6cc290b81a \
-    --hash=sha256:31eba6bbdd27dde97b0174ddf0297d7a9c3a507a8a1480e1e60ef914fe23d352 \
-    --hash=sha256:3362c6ca227e65c54bf71a5f88b3d4565ff1bcbc63ae72c34b07bbb1cc59a43f \
-    --hash=sha256:368da70808b36d73b4b390a8ffac11069f8a5c85f29eff1f1b01bcf3ef5b2a20 \
-    --hash=sha256:36ba10b9cb413e7c7dfa3e189aba252deee0602c86c309799da5a74009ac7a1c \
-    --hash=sha256:3764d53e09cdedd91bee65c2527815d315c6b90d7b8b79759cc48d7bf5d4f114 \
-    --hash=sha256:3a5fe20a7b66e8135d7fd617b13272626a28278d0e578c98720d9ba4b2439d49 \
-    --hash=sha256:3cdcdb0b896e981678eee140d882b70092dac83ac1cdf6b3a60e2216a73f2b91 \
-    --hash=sha256:4637b88343166249fe8aa94e7c4a62a180c4b3898283bb5d3d2fd5fe10d8e4e0 \
-    --hash=sha256:4db853948ce4e718f2fc775b75c37ba2efb6aaea41a1a5fc57f0af59eee774b2 \
-    --hash=sha256:4dd43a78897793f60766563969442020e90eb7847463eca901e41ba186a7d4a5 \
-    --hash=sha256:54251ef02a2309b5eec99d151ebf5c9904b77976c8abdcbce7891ed22df53884 \
-    --hash=sha256:54ce1c9a16a9561b6d6d8cb30089ab1e5eb66918cb47d457bd996ef34182922e \
-    --hash=sha256:593c5fd6be85da83656b93ffcccc2312d2d149d251e98588b14fbc288fd8909c \
-    --hash=sha256:5bb94705aea800051a743aa4874bb1397d4695fb0583ba5e425ee0328757f196 \
-    --hash=sha256:67cd427c68926108778a9005f2a04adbd5e67c442ed21d95389fe1d595458756 \
-    --hash=sha256:70ca5ef3b3b1c4a0812b5c63c57c23b63e53bc38e758b37a951e5bc466449861 \
-    --hash=sha256:73ddde795ee9b06257dac5ad42fcb07f3b9b813f8c1f7f870f402f4dc54b5269 \
-    --hash=sha256:758e9d4ef15d3560214cddbc97b8ef3ef86ce04d62ddac17ad39ba87e89bd3b1 \
-    --hash=sha256:7d33d2fae0e8b170b6a6c57400e077412240f6f5bb2a342cf1ee512a787942bb \
-    --hash=sha256:7fdadc077553621911f27ce206ffcbec7d3f8d7b50e0da39f10997e8e2bb7f6a \
-    --hash=sha256:8000376f139d4d38d6851eb149b321a52bb8893a88dae8ee7d95840431977081 \
-    --hash=sha256:837060a8599b8f5d402e97197d4924f05a2e0d68756998345c829c33186217b1 \
-    --hash=sha256:89dbdb3e6e9594d512780a5a1c42801879628b38e3efc7038094430844e271d8 \
-    --hash=sha256:8c730dc3a83e5ac137fbc92dfcfe1511ce3b2b5d7578315b63dbbb76f7f51d90 \
-    --hash=sha256:8e275ee4cb11c262bd108ab2081f750db2a1c0b8c12c1897f27b160c8bd57bbc \
-    --hash=sha256:9044b5e4f7083f209c4e35aa5dd54b1dd5b112b108648f5c902ad586d4f945c5 \
-    --hash=sha256:93a18841d09bcdd774dcdc308e4537e1f867b3dec059c131fde0327899734aa1 \
-    --hash=sha256:9409c080586d1f683df3f184f20e36fb647f2e0bc3988094d4fd8c9f4eb1b3b3 \
-    --hash=sha256:96f82000e12f23e4f29346e42702b6ed9a2f2fea34a740dd5ffffcc8c539eb35 \
-    --hash=sha256:9aa9aeddeed452b2f616ff5507459e7bab436916ccb10961c4a382cd3e03f47f \
-    --hash=sha256:9ee85f0696a17dd28fbcfceb59f9510aa71934b483d1f5601d1030c3c8304f3c \
-    --hash=sha256:a07dba04c5e22824816b2615ad7a7484432d7f540e6fa86af60d2de57b0fcee2 \
-    --hash=sha256:a3cd561ded2cf2bbae44d4605837221b987c216cff94f49dfeed63488bb228d2 \
-    --hash=sha256:a697cd8ba0383bba3d2d3ada02b34ed268cb548b369943cd349007730c92bddf \
-    --hash=sha256:a76da0a31da6fcae4210aa94fd779c65c75786bc9af06289cd1c184451ef7a65 \
-    --hash=sha256:a85b653980faad27e88b141348707ceeef8a1186f75ecc600c395dcac19f385b \
-    --hash=sha256:a8d65b38173085f24bc07f8b6c505cbb7418009fa1a1fcb111b1f4961814a442 \
-    --hash=sha256:aa8dd43daa836b9a8128dbe7d923423e5ad86f50a7a14dc688194b7be5c0dea2 \
-    --hash=sha256:ab8a209b8485d3db694fa97a896d96dd6533d63c22829043fd9de627060beade \
-    --hash=sha256:abc56501c3fd148d60659aae0af6ddc149660469082859fa7b066a298bde9482 \
-    --hash=sha256:ad5db5781c774ab9a9b2c4302bbf0c1014960a0a7be63278d13ae6fdf88126fe \
-    --hash=sha256:ae98e14432d458fc3de11a77ccb3ae65ddce70f730e7c76140653048c71bfcbc \
-    --hash=sha256:b20be51b37a75cc54c2c55def3fa2c65bb94ba859dde241cd0a4fd302de5ae0a \
-    --hash=sha256:b523466b1a31d0dcef7c5be1f20b942919b62fd6e9a9be199d035509cbefc0ec \
-    --hash=sha256:b5d658fbd9f0d6eea113aea286b21d3cd4d3fd978157cbf2447a6035916506d3 \
-    --hash=sha256:b6123aa4a59d75f06e9dd3dac5bf8bc9aa383121bb3dd9a7a612e05eabc9961a \
-    --hash=sha256:bd165131fd51697e22421d0e467997ad31621b74bfc0b75956608cb2906dda07 \
-    --hash=sha256:bf902d7413c82a1bfa08b06a070876132a5ae6b2388e2712aab3a7cbc02205c6 \
-    --hash=sha256:c12fc111ef090845de2bb15009372175d76ac99969bdf31e2ce9b42e4b8cd88f \
-    --hash=sha256:c1eec9d950b6fe688edee07138993e54ee4ae634c51443cfb7c1e7613322718e \
-    --hash=sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192 \
-    --hash=sha256:cc1331b6d5a6e144aeb5e626f4375f5b7ae9934ba620c0ac6b3e43d5e683a0f0 \
-    --hash=sha256:cfd5cd998c2e36a862d0e27b2df63237e67273f2fc78f47445b14e73a810e7e6 \
-    --hash=sha256:d3d8da4a631471dfaf94c10c85f5277b1f8e42ac42bade1ac67da4b4a7359b73 \
-    --hash=sha256:d44ff19eea13ae4acdaaab0179fa68c0c6f2f45d66a4d8ec1eda7d6cecbcc15f \
-    --hash=sha256:dd0052e9db3474df30433f83a71b9b23bd9e4ef1de13d92df21a52c0303b8ab6 \
-    --hash=sha256:dd0e081319328928531df7a0e63621caf67652c8464303fd102141b785ef9547 \
-    --hash=sha256:dda60aa465b861324e65a78c9f5cf0f4bc713e4309f83bc387be158b077963d9 \
-    --hash=sha256:e06695e0326d05b06833b40b7ef477e475d0b1ba3a6d27da1bb48c23209bf457 \
-    --hash=sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8 \
-    --hash=sha256:e267b0ed063341f3e60acd25c05200df4193e15a4a5807075cd71225a2386e26 \
-    --hash=sha256:e5449ca63da169a2e6068dd0e2fcc8d91f9558aba89ff6d02121ca8ab11e79e5 \
-    --hash=sha256:e63e4e5081de46517099dc30abe418122f54531a6ae2ebc8680bcd7096860eab \
-    --hash=sha256:f189805c8be5ca5add39e6f899e6ce2ed824e65fb45f3c28cb2841911da19070 \
-    --hash=sha256:f7955ecf5609dee9442cbface754f2c6e541d9e6eda87fad7f7a989b0bdb9d71 \
-    --hash=sha256:f86d3a7a9af5d826744fabf4afd15b9dfef44fe69a98541f666f66fbb8d3fef9 \
-    --hash=sha256:fbd43429d0d7ed6533b25fc993861b8fd512c42d04514a0dd6337fb3ccf22761
-    # via databricks-builder-app (pyproject.toml)
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+pillow==11.1.0
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   matplotlib
+platformdirs==4.9.4
     # via sqlfluff
-pluggy==1.6.0 \
-    --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
-    --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
+pluggy==1.6.0
     # via
     #   diff-cover
     #   pytest
-protobuf==4.25.8 \
-    --hash=sha256:077ff8badf2acf8bc474406706ad890466274191a48d0abd3bd6987107c9cde5 \
-    --hash=sha256:15a0af558aa3b13efef102ae6e4f3efac06f1eea11afb3a57db2901447d9fb59 \
-    --hash=sha256:27d498ffd1f21fb81d987a041c32d07857d1d107909f5134ba3350e1ce80a4af \
-    --hash=sha256:504435d831565f7cfac9f0714440028907f1975e4bed228e58e72ecfff58a1e0 \
-    --hash=sha256:6135cf8affe1fc6f76cced2641e4ea8d3e59518d1f24ae41ba97bcad82d397cd \
-    --hash=sha256:83e6e54e93d2b696a92cad6e6efc924f3850f82b52e1563778dfab8b355101b0 \
-    --hash=sha256:9ad7ef62d92baf5a8654fbb88dac7fa5594cfa70fd3440488a5ca3bfc6d795a7 \
-    --hash=sha256:bd551eb1fe1d7e92c1af1d75bdfa572eff1ab0e5bf1736716814cdccdb2360f9 \
-    --hash=sha256:ca809b42f4444f144f2115c4c1a747b9a404d590f18f37e9402422033e464e0f \
-    --hash=sha256:d552c53d0415449c8d17ced5c341caba0d89dbf433698e1436c8fa0aae7808a3 \
-    --hash=sha256:f4510b93a3bec6eba8fd8f1093e9d7fb0d4a24d1a81377c10c0e5bbfe9e4ed24
+prettytable==3.17.0
+    # via skops
+protobuf==4.25.8
     # via
     #   databricks-builder-app (pyproject.toml)
     #   databricks-sdk
-psycopg==3.3.3 \
-    --hash=sha256:5e9a47458b3c1583326513b2556a2a9473a1001a56c9efe9e587245b43148dd9 \
-    --hash=sha256:f96525a72bcfade6584ab17e89de415ff360748c766f0106959144dcbb38c698
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   opentelemetry-proto
+psycopg==3.3.3
     # via databricks-builder-app (pyproject.toml)
-psycopg-binary==3.3.3 \
-    --hash=sha256:05f32239aec25c5fb15f7948cffdc2dc0dac098e48b80a140e4ba32b572a2e7d \
-    --hash=sha256:07c7211f9327d522c9c47560cae00a4ecf6687f4e02d779d035dd3177b41cb12 \
-    --hash=sha256:0dde92cfde09293fb63b3f547919ba7d73bd2654573c03502b3263dd0218e44e \
-    --hash=sha256:111c59897a452196116db12e7f608da472fbff000693a21040e35fc978b23430 \
-    --hash=sha256:162e5675efb4704192411eaf8e00d07f7960b679cd3306e7efb120bb8d9456cc \
-    --hash=sha256:165f22ab5a9513a3d7425ffb7fcc7955ed8ccaeef6d37e369d6cc1dff1582383 \
-    --hash=sha256:17bb6600e2455993946385249a3c3d0af52cd70c1c1cdbf712e9d696d0b0bf1b \
-    --hash=sha256:19f93235ece6dbfc4036b5e4f6d8b13f0b8f2b3eeb8b0bd2936d406991bcdd40 \
-    --hash=sha256:1bef235a50a80f6aba05147002bc354559657cb6386dbd04d8e1c97d1d7cbe84 \
-    --hash=sha256:258d1ea53464d29768bf25930f43291949f4c7becc706f6e220c515a63a24edd \
-    --hash=sha256:263a24f39f26e19ed7fc982d7859a36f17841b05bebad3eb47bb9cd2dd785351 \
-    --hash=sha256:329ff393441e75f10b673ae99ab45276887993d49e65f141da20d915c05aafd8 \
-    --hash=sha256:42961609ac07c232a427da7c87a468d3c82fee6762c220f38e37cfdacb2b178d \
-    --hash=sha256:47f06fcbe8542b4d96d7392c476a74ada521c5aebdb41c3c0155f6595fc14c8d \
-    --hash=sha256:48e500cf1c0984dacf1f28ea482c3cdbb4c2288d51c336c04bc64198ab21fc51 \
-    --hash=sha256:497852c5eaf1f0c2d88ab74a64a8097c099deac0c71de1cbcf18659a8a04a4b2 \
-    --hash=sha256:4d4606c84d04b80f9138d72f1e28c6c02dc5ae0c7b8f3f8aaf89c681ce1cd1b1 \
-    --hash=sha256:5152d50798c2fa5bd9b68ec68eb68a1b71b95126c1d70adaa1a08cd5eefdc23d \
-    --hash=sha256:533efe6dc3a7cba5e2a84e38970786bb966306863e45f3db152007e9f48638a6 \
-    --hash=sha256:56c767007ca959ca32f796b42379fc7e1ae2ed085d29f20b05b3fc394f3715cc \
-    --hash=sha256:5958dbf28b77ce2033482f6cb9ef04d43f5d8f4b7636e6963d5626f000efb23e \
-    --hash=sha256:59aa31fe11a0e1d1bcc2ce37ed35fe2ac84cd65bb9036d049b1a1c39064d0f14 \
-    --hash=sha256:642050398583d61c9856210568eb09a8e4f2fe8224bf3be21b67a370e677eead \
-    --hash=sha256:6698dbab5bcef8fdb570fc9d35fd9ac52041771bfcfe6fd0fc5f5c4e36f1e99d \
-    --hash=sha256:73eaaf4bb04709f545606c1db2f65f4000e8a04cdbf3e00d165a23004692093e \
-    --hash=sha256:74eae563166ebf74e8d950ff359be037b85723d99ca83f57d9b244a871d6c13b \
-    --hash=sha256:78c9ce98caaf82ac8484d269791c1b403d7598633e0e4e2fa1097baae244e2f1 \
-    --hash=sha256:7c84f9d214f2d1de2fafebc17fa68ac3f6561a59e291553dfc45ad299f4898c1 \
-    --hash=sha256:883d68d48ca9ff3cb3d10c5fdebea02c79b48eecacdddbf7cce6e7cdbdc216b8 \
-    --hash=sha256:8e7e9eca9b363dbedeceeadd8be97149d2499081f3c52d141d7cd1f395a91f83 \
-    --hash=sha256:90eecd93073922f085967f3ed3a98ba8c325cbbc8c1a204e300282abd2369e13 \
-    --hash=sha256:97c839717bf8c8df3f6d983a20949c4fb22e2a34ee172e3e427ede363feda27b \
-    --hash=sha256:9d6a1e56dd267848edb824dbeb08cf5bac649e02ee0b03ba883ba3f4f0bd54f2 \
-    --hash=sha256:9f7d0cf072c6fbac3795b08c98ef9ea013f11db609659dcfc6b1f6cc31f9e181 \
-    --hash=sha256:a39f34c9b18e8f6794cca17bfbcd64572ca2482318db644268049f8c738f35a6 \
-    --hash=sha256:a4aab31bd6d1057f287c96c0effca3a25584eb9cc702f282ecb96ded7814e830 \
-    --hash=sha256:a6af77b6626ce92b5817bf294b4d45ec1a6161dba80fc2d82cdffdd6814fd023 \
-    --hash=sha256:a89bb9ee11177b2995d87186b1d9fa892d8ea725e85eab28c6525e4cc14ee048 \
-    --hash=sha256:ae07a3114313dd91fce686cab2f4c44af094398519af0e0f854bc707e1aeedf1 \
-    --hash=sha256:b27d3a23c79fa59557d2cc63a7e8bb4c7e022c018558eda36f9d7c4e6b99a6e0 \
-    --hash=sha256:b3385b58b2fe408a13d084c14b8dcf468cd36cbbe774408250facc128f9fa75c \
-    --hash=sha256:b62cf8784eb6d35beaee1056d54caf94ec6ecf2b7552395e305518ab61eb8fd2 \
-    --hash=sha256:cab7bc3d288d37a80aa8c0820033250c95e40b1c2b5c57cf59827b19c2a8b69d \
-    --hash=sha256:cb85b1d5702877c16f28d7b92ba030c1f49ebcc9b87d03d8c10bf45a2f1c7508 \
-    --hash=sha256:d257c58d7b36a621dcce1d01476ad8b60f12d80eb1406aee4cf796f88b2ae482 \
-    --hash=sha256:d593612758d0041cb13cb0003f7f8d3fabb7ad9319e651e78afae49b1cf5860e \
-    --hash=sha256:da2f331a01af232259a21573a01338530c6016dcfad74626c01330535bcd8628 \
-    --hash=sha256:dac7ee2f88b4d7bb12837989ca354c38d400eeb21bce3b73dac02622f0a3c8d6 \
-    --hash=sha256:e77957d2ba17cada11be09a5066d93026cdb61ada7c8893101d7fe1c6e1f3925 \
-    --hash=sha256:e7800e6c6b5dc4b0ca7cc7370f770f53ac83886b76afda0848065a674231e856 \
-    --hash=sha256:e7b607f0e14f2a4cf7e78a05ebd13df6144acfba87cb90842e70d3f125d9f53f \
-    --hash=sha256:eb072949b8ebf4082ae24289a2b0fd724da9adc8f22743409d6fd718ddb379df \
-    --hash=sha256:eb36a08859b9432d94ea6b26ec41a2f98f83f14868c91321d0c1e11f672eeae7 \
-    --hash=sha256:f24e8e17035200a465c178e9ea945527ad0738118694184c450f1192a452ff25 \
-    --hash=sha256:fab6b5e37715885c69f5d091f6ff229be71e235f272ebaa35158d5a46fd548a0
+psycopg-binary==3.3.3
     # via psycopg
-psycopg2-binary==2.9.11 \
-    --hash=sha256:00ce1830d971f43b667abe4a56e42c1e2d594b32da4802e44a73bacacb25535f \
-    --hash=sha256:04195548662fa544626c8ea0f06561eb6203f1984ba5b4562764fbeb4c3d14b1 \
-    --hash=sha256:0da4de5c1ac69d94ed4364b6cbe7190c1a70d325f112ba783d83f8440285f152 \
-    --hash=sha256:0e8480afd62362d0a6a27dd09e4ca2def6fa50ed3a4e7c09165266106b2ffa10 \
-    --hash=sha256:20e7fb94e20b03dcc783f76c0865f9da39559dcc0c28dd1a3fce0d01902a6b9c \
-    --hash=sha256:2c226ef95eb2250974bf6fa7a842082b31f68385c4f3268370e3f3870e7859ee \
-    --hash=sha256:2d11098a83cca92deaeaed3d58cfd150d49b3b06ee0d0852be466bf87596899e \
-    --hash=sha256:2e164359396576a3cc701ba8af4751ae68a07235d7a380c631184a611220d9a4 \
-    --hash=sha256:304fd7b7f97eef30e91b8f7e720b3db75fee010b520e434ea35ed1ff22501d03 \
-    --hash=sha256:31b32c457a6025e74d233957cc9736742ac5a6cb196c6b68499f6bb51390bd6a \
-    --hash=sha256:32770a4d666fbdafab017086655bcddab791d7cb260a16679cc5a7338b64343b \
-    --hash=sha256:366df99e710a2acd90efed3764bb1e28df6c675d33a7fb40df9b7281694432ee \
-    --hash=sha256:37d8412565a7267f7d79e29ab66876e55cb5e8e7b3bbf94f8206f6795f8f7e7e \
-    --hash=sha256:4012c9c954dfaccd28f94e84ab9f94e12df76b4afb22331b1f0d3154893a6316 \
-    --hash=sha256:41360b01c140c2a03d346cec3280cf8a71aa07d94f3b1509fa0161c366af66b4 \
-    --hash=sha256:44fc5c2b8fa871ce7f0023f619f1349a0aa03a0857f2c96fbc01c657dcbbdb49 \
-    --hash=sha256:47f212c1d3be608a12937cc131bd85502954398aaa1320cb4c14421a0ffccf4c \
-    --hash=sha256:4bdab48575b6f870f465b397c38f1b415520e9879fdf10a53ee4f49dcbdf8a21 \
-    --hash=sha256:4dca1f356a67ecb68c81a7bc7809f1569ad9e152ce7fd02c2f2036862ca9f66b \
-    --hash=sha256:5c6ff3335ce08c75afaed19e08699e8aacf95d4a260b495a4a8545244fe2ceb3 \
-    --hash=sha256:5f3f2732cf504a1aa9e9609d02f79bea1067d99edf844ab92c247bbca143303b \
-    --hash=sha256:62b6d93d7c0b61a1dd6197d208ab613eb7dcfdcca0a49c42ceb082257991de9d \
-    --hash=sha256:691c807d94aecfbc76a14e1408847d59ff5b5906a04a23e12a89007672b9e819 \
-    --hash=sha256:763c93ef1df3da6d1a90f86ea7f3f806dc06b21c198fa87c3c25504abec9404a \
-    --hash=sha256:84011ba3109e06ac412f95399b704d3d6950e386b7994475b231cf61eec2fc1f \
-    --hash=sha256:865f9945ed1b3950d968ec4690ce68c55019d79e4497366d36e090327ce7db14 \
-    --hash=sha256:875039274f8a2361e5207857899706da840768e2a775bf8c65e82f60b197df02 \
-    --hash=sha256:8b81627b691f29c4c30a8f322546ad039c40c328373b11dff7490a3e1b517855 \
-    --hash=sha256:8c55b385daa2f92cb64b12ec4536c66954ac53654c7f15a203578da4e78105c0 \
-    --hash=sha256:91537a8df2bde69b1c1db01d6d944c831ca793952e4f57892600e96cee95f2cd \
-    --hash=sha256:92e3b669236327083a2e33ccfa0d320dd01b9803b3e14dd986a4fc54aa00f4e1 \
-    --hash=sha256:9b52a3f9bb540a3e4ec0f6ba6d31339727b2950c9772850d6545b7eae0b9d7c5 \
-    --hash=sha256:9bd81e64e8de111237737b29d68039b9c813bdf520156af36d26819c9a979e5f \
-    --hash=sha256:9c55460033867b4622cda1b6872edf445809535144152e5d14941ef591980edf \
-    --hash=sha256:9d3a9edcfbe77a3ed4bc72836d466dfce4174beb79eda79ea155cc77237ed9e8 \
-    --hash=sha256:a1cf393f1cdaf6a9b57c0a719a1068ba1069f022a59b8b1fe44b006745b59757 \
-    --hash=sha256:a28d8c01a7b27a1e3265b11250ba7557e5f72b5ee9e5f3a2fa8d2949c29bf5d2 \
-    --hash=sha256:a311f1edc9967723d3511ea7d2708e2c3592e3405677bf53d5c7246753591fbb \
-    --hash=sha256:a6c0e4262e089516603a09474ee13eabf09cb65c332277e39af68f6233911087 \
-    --hash=sha256:ab8905b5dcb05bf3fb22e0cf90e10f469563486ffb6a96569e51f897c750a76a \
-    --hash=sha256:b31e90fdd0f968c2de3b26ab014314fe814225b6c324f770952f7d38abf17e3c \
-    --hash=sha256:b33fabeb1fde21180479b2d4667e994de7bbf0eec22832ba5d9b5e4cf65b6c6d \
-    --hash=sha256:b637d6d941209e8d96a072d7977238eea128046effbf37d1d8b2c0764750017d \
-    --hash=sha256:b6aed9e096bf63f9e75edf2581aa9a7e7186d97ab5c177aa6c87797cd591236c \
-    --hash=sha256:b8fb3db325435d34235b044b199e56cdf9ff41223a4b9752e8576465170bb38c \
-    --hash=sha256:ba34475ceb08cccbdd98f6b46916917ae6eeb92b5ae111df10b544c3a4621dc4 \
-    --hash=sha256:be9b840ac0525a283a96b556616f5b4820e0526addb8dcf6525a0fa162730be4 \
-    --hash=sha256:bf940cd7e7fec19181fdbc29d76911741153d51cab52e5c21165f3262125685e \
-    --hash=sha256:c0377174bf1dd416993d16edc15357f6eb17ac998244cca19bc67cdc0e2e5766 \
-    --hash=sha256:c3cb3a676873d7506825221045bd70e0427c905b9c8ee8d6acd70cfcbd6e576d \
-    --hash=sha256:c47676e5b485393f069b4d7a811267d3168ce46f988fa602658b8bb901e9e64d \
-    --hash=sha256:c665f01ec8ab273a61c62beeb8cce3014c214429ced8a308ca1fc410ecac3a39 \
-    --hash=sha256:cffe9d7697ae7456649617e8bb8d7a45afb71cd13f7ab22af3e5c61f04840908 \
-    --hash=sha256:d526864e0f67f74937a8fce859bd56c979f5e2ec57ca7c627f5f1071ef7fee60 \
-    --hash=sha256:d57c9c387660b8893093459738b6abddbb30a7eab058b77b0d0d1c7d521ddfd7 \
-    --hash=sha256:d6fe6b47d0b42ce1c9f1fa3e35bb365011ca22e39db37074458f27921dca40f2 \
-    --hash=sha256:db4fd476874ccfdbb630a54426964959e58da4c61c9feba73e6094d51303d7d8 \
-    --hash=sha256:e0deeb03da539fa3577fcb0b3f2554a97f7e5477c246098dbb18091a4a01c16f \
-    --hash=sha256:e35b7abae2b0adab776add56111df1735ccc71406e56203515e228a8dc07089f \
-    --hash=sha256:ebb415404821b6d1c47353ebe9c8645967a5235e6d88f914147e7fd411419e6f \
-    --hash=sha256:edcb3aeb11cb4bf13a2af3c53a15b3d612edeb6409047ea0b5d6a21a9d744b34 \
-    --hash=sha256:ef7a6beb4beaa62f88592ccc65df20328029d721db309cb3250b0aae0fa146c3 \
-    --hash=sha256:efff12b432179443f54e230fdf60de1f6cc726b6c832db8701227d089310e8aa \
-    --hash=sha256:f07c9c4a5093258a03b28fab9b4f151aa376989e7f35f855088234e656ee6a94 \
-    --hash=sha256:f090b7ddd13ca842ebfe301cd587a76a4cf0913b1e429eb92c1be5dbeb1a19bc \
-    --hash=sha256:fa0f693d3c68ae925966f0b14b8edda71696608039f4ed61b1fe9ffa468d16db \
-    --hash=sha256:fcf21be3ce5f5659daefd2b3b3b6e4727b028221ddc94e6c1523425579664747
-    # via databricks-builder-app (pyproject.toml)
-pyarrow==18.1.0 \
-    --hash=sha256:01c034b576ce0eef554f7c3d8c341714954be9b3f5d5bc7117006b85fcf302fe \
-    --hash=sha256:05a5636ec3eb5cc2a36c6edb534a38ef57b2ab127292a716d00eabb887835f1e \
-    --hash=sha256:0743e503c55be0fdb5c08e7d44853da27f19dc854531c0570f9f394ec9671d54 \
-    --hash=sha256:0ad4892617e1a6c7a551cfc827e072a633eaff758fa09f21c4ee548c30bcaf99 \
-    --hash=sha256:0b331e477e40f07238adc7ba7469c36b908f07c89b95dd4bd3a0ec84a3d1e21e \
-    --hash=sha256:11b676cd410cf162d3f6a70b43fb9e1e40affbc542a1e9ed3681895f2962d3d9 \
-    --hash=sha256:25dbacab8c5952df0ca6ca0af28f50d45bd31c1ff6fcf79e2d120b4a65ee7181 \
-    --hash=sha256:2c4dd0c9010a25ba03e198fe743b1cc03cd33c08190afff371749c52ccbbaf76 \
-    --hash=sha256:36ac22d7782554754a3b50201b607d553a8d71b78cdf03b33c1125be4b52397c \
-    --hash=sha256:3b2e2239339c538f3464308fd345113f886ad031ef8266c6f004d49769bb074c \
-    --hash=sha256:3c35813c11a059056a22a3bef520461310f2f7eea5c8a11ef9de7062a23f8d56 \
-    --hash=sha256:4a4813cb8ecf1809871fd2d64a8eff740a1bd3691bbe55f01a3cf6c5ec869754 \
-    --hash=sha256:4f443122c8e31f4c9199cb23dca29ab9427cef990f283f80fe15b8e124bcc49b \
-    --hash=sha256:4f97b31b4c4e21ff58c6f330235ff893cc81e23da081b1a4b1c982075e0ed4e9 \
-    --hash=sha256:543ad8459bc438efc46d29a759e1079436290bd583141384c6f7a1068ed6f992 \
-    --hash=sha256:6a276190309aba7bc9d5bd2933230458b3521a4317acfefe69a354f2fe59f2bc \
-    --hash=sha256:73eeed32e724ea3568bb06161cad5fa7751e45bc2228e33dcb10c614044165c7 \
-    --hash=sha256:74de649d1d2ccb778f7c3afff6085bd5092aed4c23df9feeb45dd6b16f3811aa \
-    --hash=sha256:84e314d22231357d473eabec709d0ba285fa706a72377f9cc8e1cb3c8013813b \
-    --hash=sha256:9386d3ca9c145b5539a1cfc75df07757dff870168c959b473a0bccbc3abc8c73 \
-    --hash=sha256:9736ba3c85129d72aefa21b4f3bd715bc4190fe4426715abfff90481e7d00812 \
-    --hash=sha256:9f3a76670b263dc41d0ae877f09124ab96ce10e4e48f3e3e4257273cee61ad0d \
-    --hash=sha256:a1880dd6772b685e803011a6b43a230c23b566859a6e0c9a276c1e0faf4f4052 \
-    --hash=sha256:acb7564204d3c40babf93a05624fc6a8ec1ab1def295c363afc40b0c9e66c191 \
-    --hash=sha256:ad514dbfcffe30124ce655d72771ae070f30bf850b48bc4d9d3b25993ee0e386 \
-    --hash=sha256:aebc13a11ed3032d8dd6e7171eb6e86d40d67a5639d96c35142bd568b9299324 \
-    --hash=sha256:b516dad76f258a702f7ca0250885fc93d1fa5ac13ad51258e39d402bd9e2e1e4 \
-    --hash=sha256:b76130d835261b38f14fc41fdfb39ad8d672afb84c447126b84d5472244cfaba \
-    --hash=sha256:ba17845efe3aa358ec266cf9cc2800fa73038211fb27968bfa88acd09261a470 \
-    --hash=sha256:c0a03da7f2758645d17b7b4f83c8bffeae5bbb7f974523fe901f36288d2eab71 \
-    --hash=sha256:c52f81aa6f6575058d8e2c782bf79d4f9fdc89887f16825ec3a66607a5dd8e30 \
-    --hash=sha256:d4b3d2a34780645bed6414e22dda55a92e0fcd1b8a637fba86800ad737057e33 \
-    --hash=sha256:d4f13eee18433f99adefaeb7e01d83b59f73360c231d4782d9ddfaf1c3fbde0a \
-    --hash=sha256:d6cf5c05f3cee251d80e98726b5c7cc9f21bab9e9783673bac58e6dfab57ecc8 \
-    --hash=sha256:da31fbca07c435be88a0c321402c4e31a2ba61593ec7473630769de8346b54ee \
-    --hash=sha256:e21488d5cfd3d8b500b3238a6c4b075efabc18f0f6d80b29239737ebd69caa6c \
-    --hash=sha256:e31e9417ba9c42627574bdbfeada7217ad8a4cbbe45b9d6bdd4b62abbca4c6f6 \
-    --hash=sha256:eaeabf638408de2772ce3d7793b2668d4bb93807deed1725413b70e3156a7854 \
-    --hash=sha256:f266a2c0fc31995a06ebd30bcfdb7f615d7278035ec5b1cd71c48d56daaf30b0 \
-    --hash=sha256:f39a2e0ed32a0970e4e46c262753417a60c43a3246972cfc2d3eb85aedd01b21 \
-    --hash=sha256:f591704ac05dfd0477bb8f8e0bd4b5dc52c1cadf50503858dce3a15db6e46ff2 \
-    --hash=sha256:f96bd502cb11abb08efea6dab09c003305161cb6c9eafd432e35e76e7fa9b90c
+psycopg2-binary==2.9.11
     # via databricks-builder-app (pyproject.toml)
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyarrow==18.1.0
+    # via
+    #   databricks-builder-app (pyproject.toml)
+    #   mlflow
+pyasn1==0.6.3
     # via pyasn1-modules
-pyasn1-modules==0.4.2 \
-    --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
-    --hash=sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6
+pyasn1-modules==0.4.2
     # via google-auth
-pycparser==3.0 \
-    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
-    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
+pycparser==3.0
     # via cffi
-pydantic==2.13.0b2 \
-    --hash=sha256:255b95518090cd7090b605ef975957b07f724778f71dafc850a7442e088e7b99 \
-    --hash=sha256:42a3dee97ad2b50b7489ad4fe8dfec509cb613487da9a3c19d480f0880e223bc
+pydantic==2.13.0b2
     # via
     #   databricks-builder-app (pyproject.toml)
     #   anthropic
@@ -1457,794 +321,151 @@ pydantic==2.13.0b2 \
     #   fastapi-cloud-cli
     #   fastmcp
     #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   openapi-pydantic
     #   pydantic-extra-types
     #   pydantic-settings
-pydantic-core==2.42.0 \
-    --hash=sha256:020cfd7041cb71eac4dc93a29a6d5ec34f10b1fdc37f4f189c25bcc6748a2f97 \
-    --hash=sha256:02fd2b4a62efa12e004fce2bfd2648cf8c39efc5dfc5ed5f196eb4ccefc7db4e \
-    --hash=sha256:032f990dc1759f11f6b287e5c6eb1b0bcfbc18141779414a77269b420360b3bf \
-    --hash=sha256:0ae7d50a47ada2a04f7296be9a7a2bf447118a25855f41fc52c8fc4bfb70c105 \
-    --hash=sha256:0df0488b1f548ef874b45bbc60a70631eee0177b79b5527344d7a253e77a5ed2 \
-    --hash=sha256:0e3cfcacb42193479ead3aaba26a79e7df4c1c2415aefc43f1a60b57f50f8aa4 \
-    --hash=sha256:129d5e6357814e4567e18b2ded4c210919aafd9ef0887235561f8d853fd34123 \
-    --hash=sha256:133fccf13546ff2a0610cc5b978dd4ee2c7f55a7a86b6b722fd6e857694bacc5 \
-    --hash=sha256:13a7f9dde97c8400de559b2b2dcd9439f7b2b8951dad9b19711ef8c6e3f68ac0 \
-    --hash=sha256:15df82e324fa5b2b1403d5eb1bb186d14214c3ce0aebc9a3594435b82154d402 \
-    --hash=sha256:173de56229897ff81b650ca9ed6f4c62401c49565234d3e9ae251119f6fd45c6 \
-    --hash=sha256:1be705396e480ea96fd3cccd7512affda86823b8a2a8c196d9028ec37cb1ca77 \
-    --hash=sha256:1d9d45333a28b0b8fb8ecedf67d280dc3318899988093e4d3a81618396270697 \
-    --hash=sha256:1de0350645c8643003176659ee70b637cd80e8514a063fff36f088fcda2dba06 \
-    --hash=sha256:232d86e00870aceee7251aa5f4ab17e3e4864a4656c015f8e03d1223bf8e17ba \
-    --hash=sha256:26ab24eecdec230bdf7ec519b9cd0c65348ec6e97304e87f9d3409749ea3377b \
-    --hash=sha256:272fab515dc7da0f456c49747b87b4e8721a33ab352a54760cc8fd1a4fd5348a \
-    --hash=sha256:2db227cf6797c286361f8d1e52b513f358a3ff9ebdede335e55a5edf4c59f06b \
-    --hash=sha256:32cc3087f38e4a9ee679f6184670a1b6591b8c3840c483f3342e176e215194d1 \
-    --hash=sha256:34068adadf673c872f01265fa17ec00073e99d7f53f6d499bdfae652f330b3d2 \
-    --hash=sha256:36067825f365a5c3065f17d08421a72b036ff4588c450afe54d5750b80cc220d \
-    --hash=sha256:3d46bfc6175a4b4b80b9f98f76133fbf68d5a02d7469b3090ca922d40f23d32d \
-    --hash=sha256:4035f81e7d1a5e065543061376ca52ccb0accaf970911ba0a9ec9d22062806ca \
-    --hash=sha256:41a702c2ac3dbbafa7d13bea142b3e04c8676d1fca199bac52b5ee24e6cdb737 \
-    --hash=sha256:4631b4d1a3fe460aadd3822af032bb6c2e7ad77071fbf71c4e95ef9083c7c1a8 \
-    --hash=sha256:475a1a5ecf3a748a0d066b56138d258018c8145873ee899745c9f0e0af1cc4d4 \
-    --hash=sha256:4762081e8acc5458bf907373817cf93c927d451a1b294c1d0535b0570890d939 \
-    --hash=sha256:495e70705f553c3b8f939965fa7cf77825c81417ff3c7ac046be9509b94c292c \
-    --hash=sha256:4d7e36c2a1f3c0020742190714388884a11282a0179f3d1c55796ee26b32dba5 \
-    --hash=sha256:4e7adfd7794da8ae101d2d5e6a7be7cb39bb90d45b6aa42ecb502a256e94f8e0 \
-    --hash=sha256:51e33cf940cddcad333f85e15a25a2a949ac0a7f26fe8f43dc2d6816ce974ec4 \
-    --hash=sha256:53ab90bed3a191750a6726fe2570606a9794608696063823d2deea734c100bf6 \
-    --hash=sha256:557a6eb6dc4db8a3f071929710feb29c6b5d7559218ab547a4e60577fb404f2f \
-    --hash=sha256:5e0a65358eef041d95eef93fcf8834c2c8b83cc5a92d32f84bb3a7955dfe21c9 \
-    --hash=sha256:5e459e89453bb1bc69853272260afb5328ae404f854ddec485f5427fbace8d7e \
-    --hash=sha256:5ed95136324ceef6f33bd96ee3a299d36169175401204590037983aeb5bc73de \
-    --hash=sha256:5ee7047297892d4fec68658898b7495be8c1a8a2932774e2d6810c3de1173783 \
-    --hash=sha256:5f17739150af9dc58b5c8fc3c4a1826ff84461f11b9f8ad5618445fcdd1ccec6 \
-    --hash=sha256:606f80d8c61d4680ff82a34e9c49b7ab069b544b93393cc3c5906ac9e8eec7c9 \
-    --hash=sha256:6380214c627f702993ea6b65b6aa8afc0f1481a179cdd169a2fc80a195e21158 \
-    --hash=sha256:638f04b55bea04ec5bbda57a4743a51051f24b884abcb155b0ed2c3cb59ba448 \
-    --hash=sha256:63a4e073f8def1c7fd100a355b3a96e1bbaf0446b6a8530ae58f1afaa0478a46 \
-    --hash=sha256:6d14e4c229467a7c27aa7c71e21584b3d77352ccb64e968fdbed4633373f73f7 \
-    --hash=sha256:77f0a8ab035d3bc319b759d8215f51846e9ea582dacbabb2777e5e3e135a048e \
-    --hash=sha256:7a77c7a8cedf5557a4e5547dabf55a8ec99949162bd7925b312f6ec37c24101c \
-    --hash=sha256:856f0fd81173b308cd6ceb714332cd9ea3c66ce43176c7defaed6b2ed51d745c \
-    --hash=sha256:8757702cc696d48f9fdcb65cb835ca18bda5d83169fe6d13efd706e4195aea81 \
-    --hash=sha256:8ab80ae93cb739de6c9ccc06a12cd731b079e1b25b03e2dcdccbc914389cc7e0 \
-    --hash=sha256:9577eb5221abd4e5adf8a232a65f74c509b82b57b7b96b3667dac22f03ff9e94 \
-    --hash=sha256:9a6fce4e778c2fe2b3f1df63bfaa522c147668517ba040c49ad7f67a66867cff \
-    --hash=sha256:9c28b42768da6b9238554ae23b39291c3bbe6f53c4810aea6414d83efd59b96a \
-    --hash=sha256:9d729a3934e0ef3bc171025f0414d422aa6397d6bbd8176d5402739140e50616 \
-    --hash=sha256:a10c105c221f68221cb81be71f063111172f5ddf8b06f6494560e826c148f872 \
-    --hash=sha256:a1159b9ee73511ae7c5631b108d80373577bc14f22d18d85bb2aa1fa1051dabc \
-    --hash=sha256:a11b9115364681779bcc39c6b9cdc20d48a9812a4bf3ed986fec4f694ed3a1e7 \
-    --hash=sha256:a4396ffc8b42499d14662f958b3f00656b62a67bde7f156580fd618827bebf5a \
-    --hash=sha256:a8edee724b527818bf0a6c8e677549794c0d0caffd14492851bd7a4ceab0f258 \
-    --hash=sha256:a97fc19afb730b45de55d2e80093f1a36effc29538dec817204c929add8f2b4a \
-    --hash=sha256:a983862733ecaf0b5c7275145f86397bde4ee1ad84cf650e1d7af7febe5f7073 \
-    --hash=sha256:aaef75e1b54366c7ccfbf4fc949ceaaa0f4c87e106df850354be6c7d45143db0 \
-    --hash=sha256:acacf0795d68e42d01ae8cc77ae19a5b3c80593e0fd60e4e2d336ec13d3de906 \
-    --hash=sha256:ad5cb8ed96ffac804a0298f5d03f002769514700d79cbe77b66a27a6e605a65a \
-    --hash=sha256:ad5dbebfbab92cf0f6d0b13d55bf0a239880a1534377edf6387e2e7a4469f131 \
-    --hash=sha256:aec13272d859be1dd3344b75aab4d1d6690bfef78bd241628f6903c2bf101f8d \
-    --hash=sha256:b22af1ac75fa873d81a65cce22ada1d840583b73a129b06133097c81f6f9e53b \
-    --hash=sha256:b2b448da50e1e8d5aac786dcf441afa761d26f1be4532b52cdf50864b47bd784 \
-    --hash=sha256:b4c0f656b4fa218413a485c550ac3e4ddf2f343a9c46b6137394bd77c4128445 \
-    --hash=sha256:b5e36849ca8e2e39828a70f1a86aa2b86f645a1d710223b6653f2fa8a130b703 \
-    --hash=sha256:b8aa32697701dc36c956f4a78172549adbe25eacba952bbfbde786fb66316151 \
-    --hash=sha256:b8d9911a3cdb8062f4102499b666303c9a976202b420200a26606eafa0bfecf8 \
-    --hash=sha256:baeae16666139d0110f1006a06809228f5293ab84e77f4b9dda2bdee95d6c4e8 \
-    --hash=sha256:bdebfd610a02bdb82f8e36dc7d4683e03e420624a2eda63e1205730970021308 \
-    --hash=sha256:c042694870c20053b8814a57c416cd2c6273fe462a440460005c791c24c39baf \
-    --hash=sha256:c3060192d8b63611a2abb26eccadddff5602a66491b8fafd9ae34fb67302ae84 \
-    --hash=sha256:c3eab236da1c53a8cdf741765e31190906eb2838837bfedcaa6c0206b8f5975e \
-    --hash=sha256:c43088e8a44ccb2a2329d83892110587ebe661090b546dd03624a933fc4cfd0d \
-    --hash=sha256:c5f352ffa0ec2983b849a93714571063bfc57413b5df2f1027d7a04b6e8bdd25 \
-    --hash=sha256:c6ae4c08e6c4b08e35eb2b114803d09c5012602983d8bbd3564013d555dfe5fd \
-    --hash=sha256:c6d36841b61100128c2374341a7c2c0ab347ef4b63aa4b6837b4431465d4d4fd \
-    --hash=sha256:c9d04d4bd8de1dcd5c8845faf6c11e36cda34c2efffa29d70ad83cc6f6a6c9a8 \
-    --hash=sha256:cf89cee72f88db54763f800d32948bd6b1b9bf03e0ecb0a9cb93eac513caec5f \
-    --hash=sha256:d2e362dceeeb4d56fd63e649c2de3ad4c3aa448b13ab8a9976e23a669f9c1854 \
-    --hash=sha256:d34b481a8a3eba3678a96e166c6e547c0c8b026844c13d9deb70c9f1fd2b0979 \
-    --hash=sha256:dd695305724cfce8b19a18e87809c518f56905e5c03a19e3ad061974970f717d \
-    --hash=sha256:dd8469c8d9f6c81befd10c72a0268079e929ba494cd27fa63e868964b0e04fb6 \
-    --hash=sha256:de4c9ad4615983b3fb2ee57f5c570cf964bda13353c6c41a54dac394927f0e54 \
-    --hash=sha256:def66968fbe20274093fd4fc85d82b2ec42dbe20d9e51d27bbf3b5c7428c7a10 \
-    --hash=sha256:dfedd24ce01a3ea32f29c257e5a7fc79ed635cff0bd1a1aed12a22d3440cb39f \
-    --hash=sha256:e0364f6cd61be57bcd629c34788c197db211e91ce1c3009bf4bf97f6bb0eb21f \
-    --hash=sha256:e2369cef245dd5aeafe6964cf43d571fb478f317251749c152c0ae564127053a \
-    --hash=sha256:e45d83d38d94f22ffe9a0f0393b23e25bfefe4804ae63c8013906b76ab8de8ed \
-    --hash=sha256:e4a433bbf6304bd114b96b0ce3ed9add2ee686df448892253bca5f622c030f31 \
-    --hash=sha256:e5900b257abb20371135f28b686d6990202dcdd9b7d8ff2e2290568aa0058280 \
-    --hash=sha256:e61f2a194291338d76307a29e4881a8007542150b750900c1217117fc9bb698e \
-    --hash=sha256:e6c0181016cb29ba4824940246606a8e13b1135de8306e00b5bd9d1efbc4cf85 \
-    --hash=sha256:e824d8f372aa717eeb435ee220c8247e514283a4fc0ecdc4ce44c09ee485a5b8 \
-    --hash=sha256:e92592c1040ed17968d603e05b72acec321662ef9bf88fef443ceae4d1a130c2 \
-    --hash=sha256:ec72ba5c7555f69757b64b398509c7079fb22da705a6c67ac613e3f14a05f729 \
-    --hash=sha256:eec64367de940786c0b686d47bd952692018dd7cd895027aa82023186e469b7d \
-    --hash=sha256:f2a70fe4db00ab03a9f976d28471c8e696ebd3b8455ccfa5e36e5d1a2ff301a7 \
-    --hash=sha256:f4c45582a5dac4649e512840ad212a5c2f9d168622f8db8863e8a29b54a29dfd \
-    --hash=sha256:f4d1670fbc5488cfb18dd9fc71a2c7c8e12caeeb6e5bb641aa351ac5e01963cf \
-    --hash=sha256:f6705c73ab2abaebef81cad882a75afd6b8a0550e853768933610dce2945705e \
-    --hash=sha256:f73c6de3ee24f2b614d344491eda5628c4cdf3e7b79c0ac69bb40884ced2d319 \
-    --hash=sha256:f905f3a082e7498dfaa70c204b236e92d448ba966ad112a96fcaaba2c4984fba \
-    --hash=sha256:f93228d630913af3bc2d55a50a96e0d33446b219aea9591bfdc0a06677f689ff \
-    --hash=sha256:fa82dec59f36106738ae981878e0001074e2b3a949f21a5b3bea20485b9c6db4 \
-    --hash=sha256:fc0834a2d658189c89d7a009ae19462da1d70fc4786d2b8e5c8c6971f4d3bcc1 \
-    --hash=sha256:fe6b7b22dd1d326a1ab23b9e611a69c41d606cb723839755bb00456ebff3f672 \
-    --hash=sha256:fe777d9a1a932c6b3ef32b201985324d06d9c74028adef1e1c7ea226fca2ba34 \
-    --hash=sha256:ff69cf1eb517600d40c903dbc3507360e0a6c1ffa2dcf3cfa49a1c6fe203a46a \
-    --hash=sha256:ff8e49b22225445d3e078aaa9bead90c37c852aee8f8a169ba15fdaaa13d1ecb \
-    --hash=sha256:ff9f0737f487277721682d8518434557cfcef141ba55b89381c92700594a8b65
+pydantic-core==2.42.0
     # via pydantic
-pydantic-extra-types==2.11.1 \
-    --hash=sha256:1722ea2bddae5628ace25f2aa685b69978ef533123e5638cfbddb999e0100ec1 \
-    --hash=sha256:46792d2307383859e923d8fcefa82108b1a141f8a9c0198982b3832ab5ef1049
+pydantic-extra-types==2.11.1
     # via fastapi
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.13.1
     # via
     #   fastapi
     #   mcp
-pygments==2.19.2 \
-    --hash=sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887 \
-    --hash=sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
+pygments==2.19.2
     # via
     #   diff-cover
     #   pytest
     #   rich
-pymupdf==1.27.2 \
-    --hash=sha256:1081235fcfad268d801cd73a7b69c629939e2c46ed4d97035cb1bb7b5b90dc54 \
-    --hash=sha256:261c916915cede4c546559810d3210277f86f31b52dd3de138f1e12d95a4c6b6 \
-    --hash=sha256:37fc9cedeafb40839f86a074d4d9feab725144bdd4bbfd20308ff8957e2b10af \
-    --hash=sha256:5095efb242cfe1c46fec1c864a13f000098564829c98366582dde7ad9e61aa32 \
-    --hash=sha256:6deef49e06c9a5d8670bf5835a911ab887dac4b3ed4bd60ab7d93da6aa8ff6f1 \
-    --hash=sha256:917f4dd52daea504d5c60e1430c17d637b5014a43e66d068b4b356effe087dba \
-    --hash=sha256:9617d5e71c334937c804544fa201946c5f73d0a97b5842b96857bdabfefbc343 \
-    --hash=sha256:a60ff9010d7025428e31d92ac2c9b4218c7c4844409d0b31a050565ea0a955fd \
-    --hash=sha256:acdfdb7329882246545a0f6bc85f91739e2773ed81f9301c1687cffb826470f3
+pymupdf==1.27.2
     # via databricks-builder-app (pyproject.toml)
-pyperclip==1.11.0 \
-    --hash=sha256:244035963e4428530d9e3a6101a1ef97209c6825edab1567beac148ccc1db1b6 \
-    --hash=sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273
+pyparsing==3.3.2
+    # via matplotlib
+pyperclip==1.11.0
     # via fastmcp
-pytest==9.0.2 \
-    --hash=sha256:711ffd45bf766d5264d487b917733b453d917afd2b0ad65223959f59089f875b \
-    --hash=sha256:75186651a92bd89611d1d9fc20f0b4345fd827c41ccd5c299a868a05d70edf11
+pytest==9.0.2
     # via sqlfluff
-python-dateutil==2.9.0.post0 \
-    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
-    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-    # via pandas
-python-dotenv==1.2.2 \
-    --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
-    --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
+python-dateutil==2.9.0.post0
+    # via
+    #   graphene
+    #   matplotlib
+    #   pandas
+python-dotenv==1.2.2
     # via
     #   databricks-builder-app (pyproject.toml)
     #   fastmcp
+    #   mlflow-skinny
     #   pydantic-settings
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.22
     # via
     #   fastapi
     #   mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.1.post1
     # via pandas
-pyyaml==6.0.3 \
-    --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
-    --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
-    --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
-    --hash=sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956 \
-    --hash=sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6 \
-    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
-    --hash=sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65 \
-    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
-    --hash=sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0 \
-    --hash=sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b \
-    --hash=sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1 \
-    --hash=sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6 \
-    --hash=sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7 \
-    --hash=sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e \
-    --hash=sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007 \
-    --hash=sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310 \
-    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
-    --hash=sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9 \
-    --hash=sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295 \
-    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
-    --hash=sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0 \
-    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
-    --hash=sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac \
-    --hash=sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9 \
-    --hash=sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7 \
-    --hash=sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35 \
-    --hash=sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb \
-    --hash=sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b \
-    --hash=sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69 \
-    --hash=sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5 \
-    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
-    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
-    --hash=sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369 \
-    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
-    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
-    --hash=sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198 \
-    --hash=sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065 \
-    --hash=sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c \
-    --hash=sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c \
-    --hash=sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764 \
-    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
-    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
-    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
-    --hash=sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac \
-    --hash=sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8 \
-    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
-    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
-    --hash=sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3 \
-    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
-    --hash=sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4 \
-    --hash=sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b \
-    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
-    --hash=sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5 \
-    --hash=sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702 \
-    --hash=sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8 \
-    --hash=sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788 \
-    --hash=sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da \
-    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
-    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
-    --hash=sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c \
-    --hash=sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba \
-    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
-    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
-    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
-    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
-    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
-    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
-    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
-    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
-    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
-    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
-    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
-    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
+pyyaml==6.0.3
     # via
     #   jsonschema-path
+    #   mlflow-skinny
     #   sqlfluff
     #   uvicorn
-referencing==0.36.2 \
-    --hash=sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa \
-    --hash=sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0
+referencing==0.36.2
     # via
     #   jsonschema
     #   jsonschema-path
     #   jsonschema-specifications
-regex==2026.2.28 \
-    --hash=sha256:00945d007fd74a9084d2ab79b695b595c6b7ba3698972fadd43e23230c6979c1 \
-    --hash=sha256:00f2b8d9615aa165fdff0a13f1a92049bfad555ee91e20d246a51aa0b556c60a \
-    --hash=sha256:01d65fd24206c8e1e97e2e31b286c59009636c022eb5d003f52760b0f42155d4 \
-    --hash=sha256:02473c954af35dd2defeb07e44182f5705b30ea3f351a7cbffa9177beb14da5d \
-    --hash=sha256:03a83cc26aa2acda6b8b9dfe748cf9e84cbd390c424a1de34fdcef58961a297a \
-    --hash=sha256:09500be324f49b470d907b3ef8af9afe857f5cca486f853853f7945ddbf75911 \
-    --hash=sha256:0b1d2b07614d95fa2bf8a63fd1e98bd8fa2b4848dc91b1efbc8ba219fdd73952 \
-    --hash=sha256:0d25a10811de831c2baa6aef3c0be91622f44dd8d31dd12e69f6398efb15e48b \
-    --hash=sha256:0d5bef2031cbf38757a0b0bc4298bb4824b6332d28edc16b39247228fbdbad97 \
-    --hash=sha256:10d28e19bd4888e4abf43bd3925f3c134c52fdf7259219003588a42e24c2aa25 \
-    --hash=sha256:180e08a435a0319e6a4821c3468da18dc7001987e1c17ae1335488dfe7518dd8 \
-    --hash=sha256:195237dc327858a7721bf8b0bbbef797554bc13563c3591e91cd0767bacbe359 \
-    --hash=sha256:19a9c9e0a8f24f39d575a6a854d516b48ffe4cbdcb9de55cb0570a032556ecff \
-    --hash=sha256:1c2c95e1a2b0f89d01e821ff4de1be4b5d73d1f4b0bf679fa27c1ad8d2327f1a \
-    --hash=sha256:1d367257cd86c1cbb97ea94e77b373a0bbc2224976e247f173d19e8f18b4afa7 \
-    --hash=sha256:1e496956106fd59ba6322a8ea17141a27c5040e5ee8f9433ae92d4e5204462a0 \
-    --hash=sha256:1f8b17be5c27a684ea6759983c13506bd77bfc7c0347dff41b18ce5ddd2ee09a \
-    --hash=sha256:2234059cfe33d9813a3677ef7667999caea9eeaa83fef98eb6ce15c6cf9e0215 \
-    --hash=sha256:25b6eb660c5cf4b8c3407a1ed462abba26a926cc9965e164268a3267bcc06a43 \
-    --hash=sha256:2954379dd20752e82d22accf3ff465311cbb2bac6c1f92c4afd400e1757f7451 \
-    --hash=sha256:2afa673660928d0b63d84353c6c08a8a476ddfc4a47e11742949d182e6863ce8 \
-    --hash=sha256:2b2b23587b26496ff5fd40df4278becdf386813ec00dc3533fa43a4cf0e2ad3c \
-    --hash=sha256:2fb950ac1d88e6b6a9414381f403797b236f9fa17e1eee07683af72b1634207b \
-    --hash=sha256:3935174fa4d9f70525a4367aaff3cb8bc0548129d114260c29d9dfa4a5b41692 \
-    --hash=sha256:39bb5727650b9a0275c6a6690f9bb3fe693a7e6cc5c3155b1240aedf8926423e \
-    --hash=sha256:3b24bd7e9d85dc7c6a8bd2aa14ecd234274a0248335a02adeb25448aecdd420d \
-    --hash=sha256:4390c365fd2d45278f45afd4673cb90f7285f5701607e3ad4274df08e36140ae \
-    --hash=sha256:481df4623fa4969c8b11f3433ed7d5e3dc9cec0f008356c3212b3933fb77e3d8 \
-    --hash=sha256:4f5c0b182ad4269e7381b7c27fdb0408399881f7a92a4624fd5487f2971dfc11 \
-    --hash=sha256:50c2fc924749543e0eacc93ada6aeeb3ea5f6715825624baa0dccaec771668ae \
-    --hash=sha256:511f7419f7afab475fd4d639d4aedfc54205bcb0800066753ef68a59f0f330b5 \
-    --hash=sha256:516604edd17b1c2c3e579cf4e9b25a53bf8fa6e7cedddf1127804d3e0140ca64 \
-    --hash=sha256:52b017b35ac2214d0db5f4f90e303634dc44e4aba4bd6235a27f97ecbe5b0472 \
-    --hash=sha256:5a932ea8ad5d0430351ff9c76c8db34db0d9f53c1d78f06022a21f4e290c5c18 \
-    --hash=sha256:5cdcc17d935c8f9d3f4db5c2ebe2640c332e3822ad5d23c2f8e0228e6947943a \
-    --hash=sha256:5d10303dd18cedfd4d095543998404df656088240bcfd3cd20a8f95b861f74bd \
-    --hash=sha256:5e68192bb3a1d6fb2836da24aa494e413ea65853a21505e142e5b1064a595f3d \
-    --hash=sha256:64e7c6ad614573e0640f271e811a408d79a9e1fe62a46adb602f598df42a818d \
-    --hash=sha256:6591f281cb44dc13de9585b552cec6fc6cf47fb2fe7a48892295ee9bc4a612f9 \
-    --hash=sha256:69fc560ccbf08a09dc9b52ab69cacfae51e0ed80dc5693078bdc97db2f91ae96 \
-    --hash=sha256:6d63a07e5ec8ce7184452cb00c41c37b49e67dc4f73b2955b5b8e782ea970784 \
-    --hash=sha256:6db7bfae0f8a2793ff1f7021468ea55e2699d0790eb58ee6ab36ae43aa00bc5b \
-    --hash=sha256:71a911098be38c859ceb3f9a9ce43f4ed9f4c6720ad8684a066ea246b76ad9ff \
-    --hash=sha256:73cdcdbba8028167ea81490c7f45280113e41db2c7afb65a276f4711fa3bcbff \
-    --hash=sha256:78454178c7df31372ea737996fb7f36b3c2c92cccc641d251e072478afb4babc \
-    --hash=sha256:7900157786428a79615a8264dac1f12c9b02957c473c8110c6b1f972dcecaddf \
-    --hash=sha256:7ab218076eb0944549e7fe74cf0e2b83a82edb27e81cc87411f76240865e04d5 \
-    --hash=sha256:7c1b34dfa72f826f535b20712afa9bb3ba580020e834f3c69866c5bddbf10098 \
-    --hash=sha256:851fa70df44325e1e4cdb79c5e676e91a78147b1b543db2aec8734d2add30ec2 \
-    --hash=sha256:864cdd1a2ef5716b0ab468af40139e62ede1b3a53386b375ec0786bb6783fc05 \
-    --hash=sha256:8710d61737b0c0ce6836b1da7109f20d495e49b3809f30e27e9560be67a257bf \
-    --hash=sha256:9036b400b20e4858d56d117108d7813ed07bb7803e3eed766675862131135ca6 \
-    --hash=sha256:9185cc63359862a6e80fe97f696e04b0ad9a11c4ac0a4a927f979f611bfe3768 \
-    --hash=sha256:948c12ef30ecedb128903c2c2678b339746eb7c689c5c21957c4a23950c96d15 \
-    --hash=sha256:94d63db12e45a9b9f064bfe4800cefefc7e5f182052e4c1b774d46a40ab1d9bb \
-    --hash=sha256:96f6269a2882fbb0ee76967116b83679dc628e68eaea44e90884b8d53d833881 \
-    --hash=sha256:97054c55db06ab020342cc0d35d6f62a465fa7662871190175f1ad6c655c028f \
-    --hash=sha256:98adf340100cbe6fbaf8e6dc75e28f2c191b1be50ffefe292fb0e6f6eefdb0d8 \
-    --hash=sha256:99985a2c277dcb9ccb63f937451af5d65177af1efdeb8173ac55b61095a0a05c \
-    --hash=sha256:9b65d33a17101569f86d9c5966a8b1d7fbf8afdda5a8aa219301b0a80f58cf7d \
-    --hash=sha256:9dd450db6458387167e033cfa80887a34c99c81d26da1bf8b0b41bf8c9cac88e \
-    --hash=sha256:a25c7701e4f7a70021db9aaf4a4a0a67033c6318752146e03d1b94d32006217e \
-    --hash=sha256:a448af01e3d8031c89c5d902040b124a5e921a25c4e5e07a861ca591ce429341 \
-    --hash=sha256:a5dac14d0872eeb35260a8e30bac07ddf22adc1e3a0635b52b02e180d17c9c7e \
-    --hash=sha256:a729e47d418ea11d03469f321aaf67cdee8954cde3ff2cf8403ab87951ad10f2 \
-    --hash=sha256:aaffaecffcd2479ce87aa1e74076c221700b7c804e48e98e62500ee748f0f550 \
-    --hash=sha256:b059e71ec363968671693a78c5053bd9cb2fe410f9b8e4657e88377ebd603a2e \
-    --hash=sha256:b387a0d092dac157fb026d737dde35ff3e49ef27f285343e7c6401851239df27 \
-    --hash=sha256:b389c61aa28a79c2e0527ac36da579869c2e235a5b208a12c5b5318cda2501d8 \
-    --hash=sha256:b42f7466e32bf15a961cf09f35fa6323cc72e64d3d2c990b10de1274a5da0a59 \
-    --hash=sha256:b49eb78048c6354f49e91e4b77da21257fecb92256b6d599ae44403cab30b05b \
-    --hash=sha256:b5acd4b6a95f37c3c3828e5d053a7d4edaedb85de551db0153754924cb7c83e3 \
-    --hash=sha256:b8b3f1be1738feadc69f62daa250c933e85c6f34fa378f54a7ff43807c1b9117 \
-    --hash=sha256:b8cf76f1a29f0e99dcfd7aef1551a9827588aae5a737fe31442021165f1920dc \
-    --hash=sha256:ba55c50f408fb5c346a3a02d2ce0ebc839784e24f7c9684fde328ff063c3cdea \
-    --hash=sha256:bba2b18d70eeb7b79950f12f633beeecd923f7c9ad6f6bae28e59b4cb3ab046b \
-    --hash=sha256:bbb882061f742eb5d46f2f1bd5304055be0a66b783576de3d7eef1bed4778a6e \
-    --hash=sha256:bcb399ed84eabf4282587ba151f2732ad8168e66f1d3f85b1d038868fe547703 \
-    --hash=sha256:bd477d5f79920338107f04aa645f094032d9e3030cc55be581df3d1ef61aa318 \
-    --hash=sha256:bec23c11cbbf09a4df32fe50d57cbdd777bc442269b6e39a1775654f1c95dee2 \
-    --hash=sha256:c0b5ccbb8ffb433939d248707d4a8b31993cb76ab1a0187ca886bf50e96df952 \
-    --hash=sha256:c15af43c72a7fb0c97cbc66fa36a43546eddc5c06a662b64a0cbf30d6ac40944 \
-    --hash=sha256:c7815afb0ca45456613fdaf60ea9c993715511c8d53a83bc468305cbc0ee23c7 \
-    --hash=sha256:cb3b1db8ff6c7b8bf838ab05583ea15230cb2f678e569ab0e3a24d1e8320940b \
-    --hash=sha256:d0b02e8b7e5874b48ae0f077ecca61c1a6a9f9895e9c6dfb191b55b242862033 \
-    --hash=sha256:d6b08a06976ff4fb0d83077022fde3eca06c55432bb997d8c0495b9a4e9872f4 \
-    --hash=sha256:d6cfe798d8da41bb1862ed6e0cba14003d387c3c0c4a5d45591076ae9f0ce2f8 \
-    --hash=sha256:d8511a01d0e4ee1992eb3ba19e09bc1866fe03f05129c3aec3fdc4cbc77aad3f \
-    --hash=sha256:dc8ed8c3f41c27acb83f7b6a9eb727a73fc6663441890c5cb3426a5f6a91ce7d \
-    --hash=sha256:dd8847c4978bc3c7e6c826fb745f5570e518b8459ac2892151ce6627c7bc00d5 \
-    --hash=sha256:de0cf053139f96219ccfabb4a8dd2d217c8c82cb206c91d9f109f3f552d6b43d \
-    --hash=sha256:dee50f1be42222f89767b64b283283ef963189da0dda4a515aa54a5563c62dec \
-    --hash=sha256:e1e7b24cb3ae9953a560c563045d1ba56ee4749fbd05cf21ba571069bd7be81b \
-    --hash=sha256:e59bc8f30414d283ae8ee1617b13d8112e7135cb92830f0ec3688cb29152585a \
-    --hash=sha256:e61eea47230eba62a31f3e8a0e3164d0f37ef9f40529fb2c79361bc6b53d2a92 \
-    --hash=sha256:e621fb7c8dc147419b28e1702f58a0177ff8308a76fa295c71f3e7827849f5d9 \
-    --hash=sha256:e71dcecaa113eebcc96622c17692672c2d104b1d71ddf7adeda90da7ddeb26fc \
-    --hash=sha256:e7ce83654d1ab701cb619285a18a8e5a889c1216d746ddc710c914ca5fd71022 \
-    --hash=sha256:e8c8cb2deba42f5ec1ede46374e990f8adc5e6456a57ac1a261b19be6f28e4e6 \
-    --hash=sha256:ec0c608b7a7465ffadb344ed7c987ff2f11ee03f6a130b569aa74d8a70e8333c \
-    --hash=sha256:ec6f5674c5dc836994f50f1186dd1fafde4be0666aae201ae2fcc3d29d8adf27 \
-    --hash=sha256:edb1b1b3a5576c56f08ac46f108c40333f222ebfd5cf63afdfa3aab0791ebe5b \
-    --hash=sha256:ef77bdde9c9eba3f7fa5b58084b29bbcc74bcf55fdbeaa67c102a35b5bd7e7cc \
-    --hash=sha256:f2791948f7c70bb9335a9102df45e93d428f4b8128020d85920223925d73b9e1 \
-    --hash=sha256:f467cb602f03fbd1ab1908f68b53c649ce393fde056628dc8c7e634dab6bfc07 \
-    --hash=sha256:f8ed9a5d4612df9d4de15878f0bc6aa7a268afbe5af21a3fdd97fa19516e978c \
-    --hash=sha256:fa539be029844c0ce1114762d2952ab6cfdd7c7c9bd72e0db26b94c3c36dcc5a \
-    --hash=sha256:fb1c4ff62277d87a7335f2c1ea4e0387b8f2b3ad88a64efd9943906aafad4f33 \
-    --hash=sha256:fb4db2f17e6484904f986c5a657cec85574c76b5c5e61c7aae9ffa1bc6224f95 \
-    --hash=sha256:fb66e5245db9652abd7196ace599b04d9c0e4aa7c8f0e2803938377835780081 \
-    --hash=sha256:fc48c500838be6882b32748f60a15229d2dea96e59ef341eaa96ec83538f498d \
-    --hash=sha256:fcf26c3c6d0da98fada8ae4ef0aa1c3405a431c0a77eb17306d38a89b02adcd7 \
-    --hash=sha256:fd0ce43e71d825b7c0661f9c54d4d74bd97c56c3fd102a8985bcfea48236bacb \
-    --hash=sha256:fd63453f10d29097cc3dc62d070746523973fb5aa1c66d25f8558bebd47fed61
+regex==2026.2.28
     # via sqlfluff
-requests==2.32.5 \
-    --hash=sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6 \
-    --hash=sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf
+requests==2.32.5
     # via
     #   databricks-builder-app (pyproject.toml)
     #   databricks-sdk
+    #   docker
     #   jsonschema-path
-rfc3339-validator==0.1.4 \
-    --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
-    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+    #   mlflow-skinny
+rfc3339-validator==0.1.4
     # via openapi-schema-validator
-rich==14.0.0 \
-    --hash=sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0 \
-    --hash=sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725
+rich==14.0.0
     # via
     #   databricks-builder-app (pyproject.toml)
     #   cyclopts
     #   fastmcp
     #   rich-toolkit
     #   typer
-rich-toolkit==0.19.7 \
-    --hash=sha256:0288e9203728c47c5a4eb60fd2f0692d9df7455a65901ab6f898437a2ba5989d \
-    --hash=sha256:133c0915872da91d4c25d85342d5ec1dfacc69b63448af1a08a0d4b4f23ef46e
+rich-toolkit==0.19.7
     # via
     #   fastapi-cli
     #   fastapi-cloud-cli
-rignore==0.7.6 \
-    --hash=sha256:00d3546cd793c30cb17921ce674d2c8f3a4b00501cb0e3dd0e82217dbeba2671 \
-    --hash=sha256:00f8a59e19d219f44a93af7173de197e0d0e61c386364da20ebe98a303cbe38c \
-    --hash=sha256:02cd240bfd59ecc3907766f4839cbba20530a2e470abca09eaa82225e4d946fb \
-    --hash=sha256:03e82348cb7234f8d9b2834f854400ddbbd04c0f8f35495119e66adbd37827a8 \
-    --hash=sha256:09d12ac7a0b6210c07bcd145007117ebd8abe99c8eeb383e9e4673910c2754b2 \
-    --hash=sha256:0a43841e651e7a05a4274b9026cc408d1912e64016ede8cd4c145dae5d0635be \
-    --hash=sha256:0ce2268837c3600f82ab8db58f5834009dc638ee17103582960da668963bebc5 \
-    --hash=sha256:101d3143619898db1e7bede2e3e647daf19bb867c4fb25978016d67978d14868 \
-    --hash=sha256:104f215b60b3c984c386c3e747d6ab4376d5656478694e22c7bd2f788ddd8304 \
-    --hash=sha256:112527b824eaa93c99c2c7eb11e7df83eab46a63d527bcd71a92151bba5d0435 \
-    --hash=sha256:1163d8b5d3a320d4d7cc8635213328850dc41f60e438c7869d540061adf66c98 \
-    --hash=sha256:12ffd50f520c22ffdabed8cd8bfb567d9ac165b2b854d3e679f4bcaef11a9441 \
-    --hash=sha256:14b58f3da4fa3d5c3fa865cab49821675371f5e979281c683e131ae29159a581 \
-    --hash=sha256:166ebce373105dd485ec213a6a2695986346e60c94ff3d84eb532a237b24a4d5 \
-    --hash=sha256:16b63047648a916a87be1e51bb5c009063f1b8b6f5afe4f04f875525507e63dc \
-    --hash=sha256:1734dc49d1e9501b07852ef44421f84d9f378da9fbeda729e77db71f49cac28b \
-    --hash=sha256:181eb2a975a22256a1441a9d2f15eb1292839ea3f05606620bd9e1938302cf79 \
-    --hash=sha256:182f4e5e4064d947c756819446a7d4cdede8e756b8c81cf9e509683fe38778d7 \
-    --hash=sha256:1a1dffbfd930b27aef1962098710344297d52368b362f918eaf1464b0d8d052c \
-    --hash=sha256:1b63a3dd76225ea35b01dd6596aa90b275b5d0f71d6dc28fce6dd295d98614aa \
-    --hash=sha256:1bd0bf3f4e57f3d50a91dd4eff6a22ddc9b999dbab2b20fb0473332a5551a0be \
-    --hash=sha256:1c5e53b752f9de44dff7b3be3c98455ce3bf88e69d6dc0cf4f213346c5e3416c \
-    --hash=sha256:1c6795e3694d750ae5ef172eab7d68a52aefbd9168d2e06647df691db2b03a50 \
-    --hash=sha256:1cab9ff2e436ce7240d7ee301c8ef806ed77c1fd6b8a8239ff65f9bbbcb5b8a3 \
-    --hash=sha256:22baa462abdc36fdd5a5e2dae423107723351b85ff093762f9261148b9d0a04a \
-    --hash=sha256:2468729b4c5295c199d084ab88a40afcb7c8b974276805105239c07855bbacee \
-    --hash=sha256:25b3536d13a5d6409ce85f23936f044576eeebf7b6db1d078051b288410fc049 \
-    --hash=sha256:2673225dcec7f90497e79438c35e34638d0d0391ccea3cbb79bfb9adc0dc5bd7 \
-    --hash=sha256:26cba2edfe3cff1dfa72bddf65d316ddebf182f011f2f61538705d6dbaf54986 \
-    --hash=sha256:297e500c15766e196f68aaaa70e8b6db85fa23fdc075b880d8231fdfba738cd7 \
-    --hash=sha256:2a2b2b74a8c60203b08452479b90e5ce3dbe96a916214bc9eb2e5af0b6a9beb0 \
-    --hash=sha256:2af6a0a76575220863cd838693c808a94e750640e0c8a3e9f707e93c2f131fdf \
-    --hash=sha256:2ba1b9c80df4ea126ef303c7646021f44486342d43b7153f3454e15cd55eaa87 \
-    --hash=sha256:2bdab1d31ec9b4fb1331980ee49ea051c0d7f7bb6baa28b3125ef03cdc48fdaf \
-    --hash=sha256:2cd649a7091c0dad2f11ef65630d30c698d505cbe8660dd395268e7c099cc99f \
-    --hash=sha256:2d22f72ab695c07d2d96d2a645208daff17084441b5d58c07378c9dd6f9c4c87 \
-    --hash=sha256:3111040f77ec6b543a501a194c48d5260898e618712472deb91bf48026f1606c \
-    --hash=sha256:392dcabfecbe176c9ebbcb40d85a5e86a5989559c4f988c2741da7daf1b5be25 \
-    --hash=sha256:3abab3bf99e8a77488ef6c7c9a799fac22224c28fe9f25cc21aa7cc2b72bfc0b \
-    --hash=sha256:3e685f47b4c58b2df7dee81ebc1ec9dbb7f798b9455c3f22be6d75ac6bddee30 \
-    --hash=sha256:3efdcf1dd84d45f3e2bd2f93303d9be103888f56dfa7c3349b5bf4f0657ec696 \
-    --hash=sha256:40be8226e12d6653abbebaffaea2885f80374c1c8f76fe5ca9e0cadd120a272c \
-    --hash=sha256:42de84b0289d478d30ceb7ae59023f7b0527786a9a5b490830e080f0e4ea5aeb \
-    --hash=sha256:435c0c0f38f15d9bef2a97b039b5157bbc32791510670b89504e644de1d27a5e \
-    --hash=sha256:44f35ee844b1a8cea50d056e6a595190ce9d42d3cccf9f19d280ae5f3058973a \
-    --hash=sha256:4565407f4a77f72cf9d91469e75d15d375f755f0a01236bb8aaa176278cc7085 \
-    --hash=sha256:48efe2ed95aa8104145004afb15cdfa02bea5cdde8b0344afeb0434f0d989aa2 \
-    --hash=sha256:50586d90be15f9aa8a2e2ee5a042ee6c51e28848812a35f0c95d4bfc0533d469 \
-    --hash=sha256:53fb28882d2538cb2d231972146c4927a9d9455e62b209f85d634408c4103538 \
-    --hash=sha256:5719ea14ea2b652c0c0894be5dfde954e1853a80dea27dd2fbaa749618d837f5 \
-    --hash=sha256:57e8327aacc27f921968cb2a174f9e47b084ce9a7dd0122c8132d22358f6bd79 \
-    --hash=sha256:5991e46ab9b4868334c9e372ab0892b0150f3f586ff2b1e314272caeb38aaedb \
-    --hash=sha256:5b129873dd0ade248e67f25a09b5b72288cbef76ba1a9aae6bac193ee1d8be72 \
-    --hash=sha256:5b1e33c9501cefe24b70a1eafd9821acfd0ebf0b35c3a379430a14df089993e3 \
-    --hash=sha256:5fde2bdfd6b3afee19db5efe01e4165437329f9300441c1b25d5b2aa6752c0cc \
-    --hash=sha256:602ef33f3e1b04c1e9a10a3c03f8bc3cef2d2383dcc250d309be42b49923cabc \
-    --hash=sha256:62020dbb89a1dd4b84ab3d60547b3b2eb2723641d5fb198463643f71eaaed57d \
-    --hash=sha256:626c3d4ba03af266694d25101bc1d8d16eda49c5feb86cedfec31c614fceca7d \
-    --hash=sha256:65cece3b36e5b0826d946494734c0e6aaf5a0337e18ff55b071438efe13d559e \
-    --hash=sha256:67a99cf19a5137cc12f14b78dc1bb3f48500f1d5580702c623297d5297bf2752 \
-    --hash=sha256:684014e42e4341ab3ea23a203551857fcc03a7f8ae96ca3aefb824663f55db32 \
-    --hash=sha256:690a3e1b54bfe77e89c4bacb13f046e642f8baadafc61d68f5a726f324a76ab6 \
-    --hash=sha256:6ad3aa4dca77cef9168d0c142f72376f5bd27d1d4b8a81561bd01276d3ad9fe1 \
-    --hash=sha256:6aeed503b3b3d5af939b21d72a82521701a4bd3b89cd761da1e7dc78621af304 \
-    --hash=sha256:6bde7c5835fa3905bfb7e329a4f1d7eccb676de63da7a3f934ddd5c06df20597 \
-    --hash=sha256:6c8ae562e5d1246cba5eaeb92a47b2a279e7637102828dde41dcbe291f529a3e \
-    --hash=sha256:6cbd8a48abbd3747a6c830393cd578782fab5d43f4deea48c5f5e344b8fed2b0 \
-    --hash=sha256:6dc1e171e52cefa6c20e60c05394a71165663b48bca6c7666dee4f778f2a7d90 \
-    --hash=sha256:6e01cad2b0b92f6b1993f29fc01f23f2d78caf4bf93b11096d28e9d578eb08ce \
-    --hash=sha256:73c7aa109d41e593785c55fdaa89ad80b10330affa9f9d3e3a51fa695f739b20 \
-    --hash=sha256:750a83a254b020e1193bfa7219dc7edca26bd8888a94cdc59720cbe386ab0c72 \
-    --hash=sha256:77356ebb01ba13f8a425c3d30fcad40e57719c0e37670d022d560884a30e4767 \
-    --hash=sha256:775710777fd71e5fdf54df69cdc249996a1d6f447a2b5bfb86dbf033fddd9cf9 \
-    --hash=sha256:7978c498dbf7f74d30cdb8859fe612167d8247f0acd377ae85180e34490725da \
-    --hash=sha256:7bbcdc52b5bf9f054b34ce4af5269df5d863d9c2456243338bc193c28022bd7b \
-    --hash=sha256:7c4ad2cee85068408e7819a38243043214e2c3047e9bd4c506f8de01c302709e \
-    --hash=sha256:7f41cecc799005a029407893071b15082d504f9115a57db9ea893b35f3f70604 \
-    --hash=sha256:8703998902771e96e49968105207719f22926e4431b108450f3f430b4e268b7c \
-    --hash=sha256:87409f7eeb1103d6b77f3472a3a0d9a5953e3ae804a55080bdcb0120ee43995b \
-    --hash=sha256:87554ae12f813d3a287a0f2aad957c11e5c4ace17bfed15d471e5be13e95d9fb \
-    --hash=sha256:875a617e57b53b4acbc5a91de418233849711c02e29cc1f4f9febb2f928af013 \
-    --hash=sha256:8dcae43eb44b7f2457fef7cc87f103f9a0013017a6f4e62182c565e924948f21 \
-    --hash=sha256:8dfa178ead3abeeaf6b8c4fe9c6c9b333d2d66c88735566f919169d18e728fa5 \
-    --hash=sha256:8e23424fc7ce35726854f639cb7968151a792c0c3d9d082f7f67e0c362cfecca \
-    --hash=sha256:8e41be9fa8f2f47239ded8920cc283699a052ac4c371f77f5ac017ebeed75732 \
-    --hash=sha256:8f32478f05540513c11923e8838afab9efef0131d66dca7f67f0e1bbd118af6a \
-    --hash=sha256:8fc5a531ef02131e44359419a366bfac57f773ea58f5278c2cdd915f7d10ea94 \
-    --hash=sha256:90f0a00ce0c866c275bf888271f1dc0d2140f29b82fcf33cdbda1e1a6af01010 \
-    --hash=sha256:91b95faa532efba888b196331e9af69e693635d469185ac52c796e435e2484e5 \
-    --hash=sha256:96e899cd34b422c2d3ad7bef279e16387f217d53ec5f9a25dbc3fcad19470381 \
-    --hash=sha256:990853566e65184a506e1e2af2d15045afad3ebaebb8859cb85b882081915110 \
-    --hash=sha256:9a0c6792406ae36f4e7664dc772da909451d46432ff8485774526232d4885063 \
-    --hash=sha256:a04a3b73b75ddc12c9c9b21efcdaab33ca3832941d6f1d67bffd860941cd448a \
-    --hash=sha256:a07084211a8d35e1a5b1d32b9661a5ed20669970b369df0cf77da3adea3405de \
-    --hash=sha256:a1016f430fb56f7e400838bbc56fdf43adddb6fcb7bf2a14731dfd725c2fae6c \
-    --hash=sha256:a20b6fb61bcced9a83dfcca6599ad45182b06ba720cff7c8d891e5b78db5b65f \
-    --hash=sha256:a326eab6db9ab85b4afb5e6eb28736a9f2b885a9246d9e8c1989bc693dd059a0 \
-    --hash=sha256:a64a750e7a8277a323f01ca50b7784a764845f6cce2fe38831cb93f0508d0051 \
-    --hash=sha256:a7d7148b6e5e95035d4390396895adc384d37ff4e06781a36fe573bba7c283e5 \
-    --hash=sha256:aaf938530dcc0b47c4cfa52807aa2e5bfd5ca6d57a621125fe293098692f6345 \
-    --hash=sha256:ae4e93193f75ebf6b820241594a78f347785cfd5a5fbbac94634052589418352 \
-    --hash=sha256:afb5157cd217af4f47a13ad7cbfc35de0aa1740331ba662fa02fea94269d5894 \
-    --hash=sha256:b037c4b15a64dced08fc12310ee844ec2284c4c5c1ca77bc37d0a04f7bff386e \
-    --hash=sha256:b34acd532769d5a6f153a52a98dcb81615c949ab11697ce26b2eb776af2e174d \
-    --hash=sha256:b3746bda73f2fe6a9c3ab2f20b792e7d810b30acbdba044313fbd2d0174802e7 \
-    --hash=sha256:b5fd5ab3840b8c16851d327ed06e9b8be6459702a53e5ab1fc4073b684b3789e \
-    --hash=sha256:b7202404958f5fe3474bac91f65350f0b1dde1a5e05089f2946549b7e91e79ec \
-    --hash=sha256:b7a1f77d9c4cd7e76229e252614d963442686bfe12c787a49f4fe481df49e7a9 \
-    --hash=sha256:b81274a47e8121224f7f637392b5dfcd9558e32a53e67ba7d04007d8b5281da9 \
-    --hash=sha256:b83adabeb3e8cf662cabe1931b83e165b88c526fa6af6b3aa90429686e474896 \
-    --hash=sha256:b9e624f6be6116ea682e76c5feb71ea91255c67c86cb75befe774365b2931961 \
-    --hash=sha256:b9e851cfa87033c0c3fd9d35dd8b102aff2981db8bc6e0cab27b460bfe38bf3f \
-    --hash=sha256:ba5524f5178deca4d7695e936604ebc742acb8958f9395776e1fcb8133f8257a \
-    --hash=sha256:bb24a5b947656dd94cb9e41c4bc8b23cec0c435b58be0d74a874f63c259549e8 \
-    --hash=sha256:bc1fc03efad5789365018e94ac4079f851a999bc154d1551c45179f7fcf45322 \
-    --hash=sha256:bda49950d405aa8d0ebe26af807c4e662dd281d926530f03f29690a2e07d649a \
-    --hash=sha256:bec3994665a44454df86deb762061e05cd4b61e3772f5b07d1882a8a0d2748d5 \
-    --hash=sha256:c081f17290d8a2b96052b79207622aa635686ea39d502b976836384ede3d303c \
-    --hash=sha256:c1ad295537041dc2ed4b540fb1a3906bd9ede6ccdad3fe79770cd89e04e3c73c \
-    --hash=sha256:c1d8f117f7da0a4a96a8daef3da75bc090e3792d30b8b12cfadc240c631353f9 \
-    --hash=sha256:c3d3a523af1cd4ed2c0cba8d277a32d329b0c96ef9901fb7ca45c8cfaccf31a5 \
-    --hash=sha256:c96a285e4a8bfec0652e0bfcf42b1aabcdda1e7625f5006d188e3b1c87fdb543 \
-    --hash=sha256:c9f3b420f54199a2b2b3b532d8c7e0860be3fa51f67501113cca6c7bfc392840 \
-    --hash=sha256:ca36e59408bec81de75d307c568c2d0d410fb880b1769be43611472c61e85c96 \
-    --hash=sha256:ca877c5a7b78fe74d97b34b735ea8f320f97c49083f7bf8fe9b61a02cf677e67 \
-    --hash=sha256:ccca9d1a8b5234c76b71546fc3c134533b013f40495f394a65614a81f7387046 \
-    --hash=sha256:ce2617fe28c51367fd8abfd4eeea9e61664af63c17d4ea00353d8ef56dfb95fa \
-    --hash=sha256:ced2a248352636a5c77504cb755dc02c2eef9a820a44d3f33061ce1bb8a7f2d2 \
-    --hash=sha256:d1a6671b2082c13bfd9a5cf4ce64670f832a6d41470556112c4ab0b6519b2fc4 \
-    --hash=sha256:d24321efac92140b7ec910ac7c53ab0f0c86a41133d2bb4b0e6a7c94967f44dd \
-    --hash=sha256:d5bd8e1a91ed1a789b2cbe39eeea9204a6719d4f2cf443a9544b521a285a295f \
-    --hash=sha256:d75d0b0696fb476664bea1169c8e67b13197750b91eceb4f10b3c7f379c7a204 \
-    --hash=sha256:d7e4bb66c13cd7602dc8931822c02dfbbd5252015c750ac5d6152b186f0a8be0 \
-    --hash=sha256:d80afd6071c78baf3765ec698841071b19e41c326f994cfa69b5a1df676f5d39 \
-    --hash=sha256:d8955b57e42f2a5434670d5aa7b75eaf6e74602ccd8955dddf7045379cd762fb \
-    --hash=sha256:d9d6dd947556ddebfd62753005104986ee14a4e0663818aed19cdf2c33a6b5d5 \
-    --hash=sha256:dc44c33f8fb2d5c9da748de7a6e6653a78aa740655e7409895e94a247ffa97c8 \
-    --hash=sha256:dd6c682f3cdd741e7a30af2581f6a382ac910080977cd1f97c651467b6268352 \
-    --hash=sha256:e34d172bf50e881b7c02e530ae8b1ea96093f0b16634c344f637227b39707b41 \
-    --hash=sha256:e47443de9b12fe569889bdbe020abe0e0b667516ee2ab435443f6d0869bd2804 \
-    --hash=sha256:e5a16890fbe3c894f8ca34b0fcacc2c200398d4d46ae654e03bc9b3dbf2a0a72 \
-    --hash=sha256:e6ba1511c0ab8cd1ed8d6055bb0a6e629f48bfe04854293e0cd2dd88bd7153f8 \
-    --hash=sha256:e9b0def154665036516114437a5d603274e5451c0dc9694f622cc3b7e94603e7 \
-    --hash=sha256:ead81f728682ba72b5b1c3d5846b011d3e0174da978de87c61645f2ed36659a7 \
-    --hash=sha256:ee4a18b82cbbc648e4aac1510066682fe62beb5dc88e2c67c53a83954e541360 \
-    --hash=sha256:eeef421c1782953c4375aa32f06ecae470c1285c6381eee2a30d2e02a5633001 \
-    --hash=sha256:ef2183285a49653517a100f28d8c1a3e037a5e8cefe79cffe205ecc4b98f5095 \
-    --hash=sha256:f00c519861926dc703ecbb7bbeb884be67099f96f98b175671fa0a54718f55d1 \
-    --hash=sha256:f2e027a6da21a7c8c0d87553c24ca5cc4364def18d146057862c23a96546238e \
-    --hash=sha256:f3c74a7e5ee77aea669c95fdb3933f2a6c7549893700082e759128a29cf67e45 \
-    --hash=sha256:f782dbd3a65a5ac85adfff69e5c6b101285ef3f845c3a3cae56a54bebf9fe116 \
-    --hash=sha256:fe2bd8fa1ff555259df54c376abc73855cb02628a474a40d51b358c3a1ddc55b \
-    --hash=sha256:fe6c41175c36554a4ef0994cd1b4dbd6d73156fca779066456b781707402048e \
-    --hash=sha256:ffa86694fec604c613696cb91e43892aa22e1fec5f9870e48f111c603e5ec4e9
+rignore==0.7.6
     # via fastapi-cloud-cli
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
+rpds-py==0.30.0
     # via
     #   jsonschema
     #   referencing
-sentry-sdk==3.0.0a7 \
-    --hash=sha256:439a858d409b84407560df6b7ebb760acd9ad3d14e05cd919ae36b204e411cb2 \
-    --hash=sha256:ada791a77c2d489e07b04c068e0fcacd6bbcfe1cb40b5f303207738baf38e868
+scikit-learn==1.8.0
+    # via
+    #   mlflow
+    #   skops
+scipy==1.17.1
+    # via
+    #   mlflow
+    #   scikit-learn
+    #   skops
+sentry-sdk==3.0.0a7
     # via fastapi-cloud-cli
-shellingham==1.5.4 \
-    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
-    --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
+shellingham==1.5.4
     # via typer
-six==1.17.0 \
-    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
-    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
+six==1.17.0
     # via
     #   python-dateutil
     #   rfc3339-validator
-sniffio==1.3.1 \
-    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
-    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+skops==0.13.0
+    # via mlflow
+smmap==5.0.3
+    # via gitdb
+sniffio==1.3.1
     # via anthropic
-sqlalchemy==2.1.0b1 \
-    --hash=sha256:0c0a2e8a539a4a8045e7e081889c3cc6ec50c5115fa0ef7dfbe0681a996db36c \
-    --hash=sha256:0ecaadef7c5a3f8977966554cbc925628a4efcf5ce8bc57e068b28bc5eaf2b6d \
-    --hash=sha256:212cbe54aedee001dc182d80801aa029c6bc556a982eed40dcb6b33dc611a093 \
-    --hash=sha256:2769a01e5337434ad74db5f9afd6bbdec5cd072ef1c8bd03afd7c2f4dd1ae74b \
-    --hash=sha256:312ba2a62b7e6e2921d07536a5a6c95bdeec96864bd2285e1f27b83a3e10bd95 \
-    --hash=sha256:350f46c51aee31c58a5c749aae461059dd4d70c24994abb4bf8ce9893d7e9f32 \
-    --hash=sha256:3517ce7b02568ef4da1f76fc1a8820b700c9f0b2386a3587fd5edec9d662bbc0 \
-    --hash=sha256:372ac280bd704ac2a996e00a85b659c9f72add115afb7807864a5a96c274d4d4 \
-    --hash=sha256:3d9d33d49ef273323cbd43a4442913b8ec3e734707482421238491f9bc905097 \
-    --hash=sha256:40475e0a9a5571418807e58893edadd391912ae8722eb20312bee0ebf6dd8a0b \
-    --hash=sha256:500f30a0d0cc21aaed9d7506e4239141bb6536c62aac33dfcddb5d5f4fe29a9f \
-    --hash=sha256:53427f3bfeae51daa5b0bf4d7541dacf88a32d8dc42ab26501752540ec1821a0 \
-    --hash=sha256:5b0f35fccde5d28c83b23e11b5fc1e2224b5e39340205d2fc20a6144038a8f42 \
-    --hash=sha256:6261fa556e3ac62d5e533d7c6a82ecb5cb29f313026de119337ad27b3d597b22 \
-    --hash=sha256:64647392f0826f0cc0334313e3f0f9534b9d3e501c79cafba3fcd6b3ca0f009d \
-    --hash=sha256:717260dfb75781ea1b2d4781213836fb2edc21d22eb7afacfc9d81e333588375 \
-    --hash=sha256:757645fcaeb93aa76f4df75ff0005a22e6f5a4c6108f2783b0fb0215c4d09032 \
-    --hash=sha256:7d1bbebb6ad5bdbc96bae95978e240b12c0b8ee42adee3647f643a70a75e4163 \
-    --hash=sha256:7d4e41f7a7d7f5332d5b8c849d929c67c7eff91394a54877bb4dcc733437392f \
-    --hash=sha256:7ebb738aaf70fe0f84807b96abbdfa48f307cc55090e420e99468cffd50ea315 \
-    --hash=sha256:831ff9f5925837d167d794c65011154838731cffc573107152a4b4716e99ba9f \
-    --hash=sha256:88744fe9d584640ebafd674450d1486c35200317ae6ec0a88d1d2c4e3ca5fdbe \
-    --hash=sha256:94f1f1f232e99c39b92b4341cd95de4104db8e0d29e7d3a100a3aca40f76283b \
-    --hash=sha256:9a94b224bb88453c5f7571651c773335ed5623420b681e2830e2806e955ba3a5 \
-    --hash=sha256:9f2e7ff1b36f67373b6f11a155e5ae78acabc0d9e659f13c98ffad258a0febc6 \
-    --hash=sha256:a3ca2e76bdf95c2740c7d5dbb44ace275be820de4458809f17707d371368b10a \
-    --hash=sha256:b144b3d3a5bf02d6ebeb13c872fe7fc8daf85f80ba0d09209bf99149afe4f9c8 \
-    --hash=sha256:b2d5d630149f80460d98b8c80c48b0f99784a10ab1bee762fd519f0a7618ea1b \
-    --hash=sha256:b7a5db26f28fa2dd837cbaff2f99acb14145b8915adb1fc62768da9e23cccfe5 \
-    --hash=sha256:b85feb15b498f5ebafefd0045b844cf182577f1d3295519850644b7ef606c0fc \
-    --hash=sha256:b9639c9cb89e9d7685b3cbceca726d6464057f41b3e68c34e1fb7f902218e706 \
-    --hash=sha256:c96c83a89d90c6e7191027cf058b36f05b95d5acdda5cd4ff734ab817399fc28 \
-    --hash=sha256:c9d1b9d137ffdacf124b9f2145317559e99784603a1d636d1543090ac675d60c \
-    --hash=sha256:d397f318e6afd90530a9c176428d3f16d42ac00b4cf878591f24c5b36e33ef7b \
-    --hash=sha256:db2c4227675e3f96bcfeddb2f5e9288a40d1a070c87088eaffc5169d2df67c4b \
-    --hash=sha256:dc41d79fbf8bd4ce65195baa883afb05956f4984f699faef986e15a62649a077 \
-    --hash=sha256:dd0a28e7b36fc2e7dfb4137fec66d65a62a33a8a9f57496b82456611a14842bf \
-    --hash=sha256:e1c954de837e12333fe515d55f3d0a51aa90fb539e063e6e607ad64def3b6bdd \
-    --hash=sha256:e4e20644dc6b6e8895c698a52a0c9b67d7581cb968f3679289ce86a008717fcf \
-    --hash=sha256:e99f7fc18824e1af93215fcbfabdba7a8d3efd432f36f7c24536e2926f39f65f \
-    --hash=sha256:ef998dbbdfec59022d48d95385805eff2fc918bb5a7384ad3cd4a79165370d19 \
-    --hash=sha256:f97e2edafe1094d94427efd5e7aed753aabcb0622400e4b8e0b2fe623f0bbceb
+sqlalchemy==2.1.0b1
     # via
     #   databricks-builder-app (pyproject.toml)
     #   alembic
-sqlfluff==4.0.4 \
-    --hash=sha256:3f443e18b49ec7062132ae0ef0e2f6e56fc485a2044e9f09ea12a17872efd987 \
-    --hash=sha256:e8b883ec165cb8d08d9f17cca60d831bcc6c193280a13bdc81f9ac84276294c0
+    #   mlflow
+sqlfluff==4.0.4
     # via databricks-builder-app (pyproject.toml)
-sqlglot==30.0.1 \
-    --hash=sha256:1191cc37654c944b9a1d020347b9e435e3b39bdbade9129f82aa5827e3641332 \
-    --hash=sha256:379bb16020573aa7fa4730b9c04d5ee79d1c4cf50f8d203d6fb03e49ac1e4ff1
+sqlglot==30.0.1
     # via databricks-builder-app (pyproject.toml)
-sse-starlette==3.3.3 \
-    --hash=sha256:72a95d7575fd5129bd0ae15275ac6432bb35ac542fdebb82889c24bb9f3f4049 \
-    --hash=sha256:c5abb5082a1cc1c6294d89c5290c46b5f67808cfdb612b7ec27e8ba061c22e8d
+sqlparse==0.5.5
+    # via mlflow-skinny
+sse-starlette==3.3.3
     # via mcp
-starlette==1.0.0rc1 \
-    --hash=sha256:c369b9ac3af2e64b3a5301d7059f4222cfa884ad5e91320336109789cfe0fe23 \
-    --hash=sha256:fca38b17fc7705dcd781cfcafa2702b19e2ebf971384169152a1d53d6073ef39
+starlette==1.0.0rc1
     # via
     #   fastapi
     #   mcp
     #   sse-starlette
-tblib==3.2.2 \
-    --hash=sha256:26bdccf339bcce6a88b2b5432c988b266ebbe63a4e593f6b578b1d2e723d2b76 \
-    --hash=sha256:e9a652692d91bf4f743d4a15bc174c0b76afc750fe8c7b6d195cc1c1d6d2ccec
+tblib==3.2.2
     # via sqlfluff
-tenacity==9.0.0 \
-    --hash=sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b \
-    --hash=sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539
+tenacity==9.0.0
     # via databricks-builder-app (pyproject.toml)
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+threadpoolctl==3.6.0
+    # via scikit-learn
+tqdm==4.67.3
     # via sqlfluff
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.24.1
     # via
     #   fastapi-cli
     #   fastapi-cloud-cli
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.15.0
     # via
     #   alembic
     #   anthropic
     #   anyio
     #   exceptiongroup
     #   fastapi
+    #   graphene
+    #   mlflow-skinny
     #   openapi-core
     #   opentelemetry-api
     #   opentelemetry-sdk
@@ -2258,275 +479,41 @@ typing-extensions==4.15.0 \
     #   sqlalchemy
     #   starlette
     #   typing-inspection
-typing-inspection==0.4.2 \
-    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7 \
-    --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
+typing-inspection==0.4.2
     # via
     #   fastapi
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2025.3
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.6.3
     # via
+    #   docker
     #   requests
     #   sentry-sdk
-uvicorn==0.42.0 \
-    --hash=sha256:96c30f5c7abe6f74ae8900a70e92b85ad6613b745d4879eb9b16ccad15645359 \
-    --hash=sha256:9b1f190ce15a2dd22e7758651d9b6d12df09a13d51ba5bf4fc33c383a48e1775
+uvicorn==0.42.0
     # via
     #   databricks-builder-app (pyproject.toml)
     #   fastapi
     #   fastapi-cli
     #   fastapi-cloud-cli
     #   mcp
-uvloop==0.22.1 \
-    --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
-    --hash=sha256:0530a5fbad9c9e4ee3f2b33b148c6a64d47bbad8000ea63704fa8260f4cf728e \
-    --hash=sha256:05e4b5f86e621cf3927631789999e697e58f0d2d32675b67d9ca9eb0bca55743 \
-    --hash=sha256:0ae676de143db2b2f60a9696d7eca5bb9d0dd6cc3ac3dad59a8ae7e95f9e1b54 \
-    --hash=sha256:1489cf791aa7b6e8c8be1c5a080bae3a672791fcb4e9e12249b05862a2ca9cec \
-    --hash=sha256:17d4e97258b0172dfa107b89aa1eeba3016f4b1974ce85ca3ef6a66b35cbf659 \
-    --hash=sha256:1cdf5192ab3e674ca26da2eada35b288d2fa49fdd0f357a19f0e7c4e7d5077c8 \
-    --hash=sha256:1f38ec5e3f18c8a10ded09742f7fb8de0108796eb673f30ce7762ce1b8550cad \
-    --hash=sha256:286322a90bea1f9422a470d5d2ad82d38080be0a29c4dd9b3e6384320a4d11e7 \
-    --hash=sha256:297c27d8003520596236bdb2335e6b3f649480bd09e00d1e3a99144b691d2a35 \
-    --hash=sha256:37554f70528f60cad66945b885eb01f1bb514f132d92b6eeed1c90fd54ed6289 \
-    --hash=sha256:3879b88423ec7e97cd4eba2a443aa26ed4e59b45e6b76aabf13fe2f27023a142 \
-    --hash=sha256:3b7f102bf3cb1995cfeaee9321105e8f5da76fdb104cdad8986f85461a1b7b77 \
-    --hash=sha256:40631b049d5972c6755b06d0bfe8233b1bd9a8a6392d9d1c45c10b6f9e9b2733 \
-    --hash=sha256:481c990a7abe2c6f4fc3d98781cc9426ebd7f03a9aaa7eb03d3bfc68ac2a46bd \
-    --hash=sha256:4a968a72422a097b09042d5fa2c5c590251ad484acf910a651b4b620acd7f193 \
-    --hash=sha256:4baa86acedf1d62115c1dc6ad1e17134476688f08c6efd8a2ab076e815665c74 \
-    --hash=sha256:512fec6815e2dd45161054592441ef76c830eddaad55c8aa30952e6fe1ed07c0 \
-    --hash=sha256:51eb9bd88391483410daad430813d982010f9c9c89512321f5b60e2cddbdddd6 \
-    --hash=sha256:535cc37b3a04f6cd2c1ef65fa1d370c9a35b6695df735fcff5427323f2cd5473 \
-    --hash=sha256:53c85520781d84a4b8b230e24a5af5b0778efdb39142b424990ff1ef7c48ba21 \
-    --hash=sha256:55502bc2c653ed2e9692e8c55cb95b397d33f9f2911e929dc97c4d6b26d04242 \
-    --hash=sha256:561577354eb94200d75aca23fbde86ee11be36b00e52a4eaf8f50fb0c86b7705 \
-    --hash=sha256:56a2d1fae65fd82197cb8c53c367310b3eabe1bbb9fb5a04d28e3e3520e4f702 \
-    --hash=sha256:57df59d8b48feb0e613d9b1f5e57b7532e97cbaf0d61f7aa9aa32221e84bc4b6 \
-    --hash=sha256:6c84bae345b9147082b17371e3dd5d42775bddce91f885499017f4607fdaf39f \
-    --hash=sha256:6cde23eeda1a25c75b2e07d39970f3374105d5eafbaab2a4482be82f272d5a5e \
-    --hash=sha256:6e2ea3d6190a2968f4a14a23019d3b16870dd2190cd69c8180f7c632d21de68d \
-    --hash=sha256:700e674a166ca5778255e0e1dc4e9d79ab2acc57b9171b79e65feba7184b3370 \
-    --hash=sha256:7b5b1ac819a3f946d3b2ee07f09149578ae76066d70b44df3fa990add49a82e4 \
-    --hash=sha256:7cd375a12b71d33d46af85a3343b35d98e8116134ba404bd657b3b1d15988792 \
-    --hash=sha256:80eee091fe128e425177fbd82f8635769e2f32ec9daf6468286ec57ec0313efa \
-    --hash=sha256:93f617675b2d03af4e72a5333ef89450dfaa5321303ede6e67ba9c9d26878079 \
-    --hash=sha256:a592b043a47ad17911add5fbd087c76716d7c9ccc1d64ec9249ceafd735f03c2 \
-    --hash=sha256:ac33ed96229b7790eb729702751c0e93ac5bc3bcf52ae9eccbff30da09194b86 \
-    --hash=sha256:b31dc2fccbd42adc73bc4e7cdbae4fc5086cf378979e53ca5d0301838c5682c6 \
-    --hash=sha256:b45649628d816c030dba3c80f8e2689bab1c89518ed10d426036cdc47874dfc4 \
-    --hash=sha256:b76324e2dc033a0b2f435f33eb88ff9913c156ef78e153fb210e03c13da746b3 \
-    --hash=sha256:b91328c72635f6f9e0282e4a57da7470c7350ab1c9f48546c0f2866205349d21 \
-    --hash=sha256:badb4d8e58ee08dad957002027830d5c3b06aea446a6a3744483c2b3b745345c \
-    --hash=sha256:bc5ef13bbc10b5335792360623cc378d52d7e62c2de64660616478c32cd0598e \
-    --hash=sha256:c1955d5a1dd43198244d47664a5858082a3239766a839b2102a269aaff7a4e25 \
-    --hash=sha256:c3e5c6727a57cb6558592a95019e504f605d1c54eb86463ee9f7a2dbd411c820 \
-    --hash=sha256:c60ebcd36f7b240b30788554b6f0782454826a0ed765d8430652621b5de674b9 \
-    --hash=sha256:daf620c2995d193449393d6c62131b3fbd40a63bf7b307a1527856ace637fe88 \
-    --hash=sha256:e047cc068570bac9866237739607d1313b9253c3051ad84738cbb095be0537b2 \
-    --hash=sha256:ea721dd3203b809039fcc2983f14608dae82b212288b346e0bfe46ec2fab0b7c \
-    --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
-    --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
+    #   mlflow-skinny
+uvloop==0.22.1
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.1.1
     # via uvicorn
-websockets==15.0 \
-    --hash=sha256:0e389efe46ccb25a1f93d08c7a74e8123a2517f7b7458f043bd7529d1a63ffeb \
-    --hash=sha256:0f2205cdb444a42a7919690238fb5979a05439b9dbb73dd47c863d39640d85ab \
-    --hash=sha256:10552fed076757a70ba2c18edcbc601c7637b30cdfe8c24b65171e824c7d6081 \
-    --hash=sha256:110a847085246ab8d4d119632145224d6b49e406c64f1bbeed45c6f05097b680 \
-    --hash=sha256:1206432cc6c644f6fc03374b264c5ff805d980311563202ed7fef91a38906276 \
-    --hash=sha256:1657a9eecb29d7838e3b415458cc494e6d1b194f7ac73a34aa55c6fb6c72d1f3 \
-    --hash=sha256:17f2854c6bd9ee008c4b270f7010fe2da6c16eac5724a175e75010aacd905b31 \
-    --hash=sha256:190bc6ef8690cd88232a038d1b15714c258f79653abad62f7048249b09438af3 \
-    --hash=sha256:1caf951110ca757b8ad9c4974f5cac7b8413004d2f29707e4d03a65d54cedf2b \
-    --hash=sha256:24d5333a9b2343330f0f4eb88546e2c32a7f5c280f8dd7d3cc079beb0901781b \
-    --hash=sha256:26ba70fed190708551c19a360f9d7eca8e8c0f615d19a574292b7229e0ae324c \
-    --hash=sha256:2bd8ef197c87afe0a9009f7a28b5dc613bfc585d329f80b7af404e766aa9e8c7 \
-    --hash=sha256:2ea4f210422b912ebe58ef0ad33088bc8e5c5ff9655a8822500690abc3b1232d \
-    --hash=sha256:30cff3ef329682b6182c01c568f551481774c476722020b8f7d0daacbed07a17 \
-    --hash=sha256:327adab7671f3726b0ba69be9e865bba23b37a605b585e65895c428f6e47e766 \
-    --hash=sha256:32e02a2d83f4954aa8c17e03fe8ec6962432c39aca4be7e8ee346b05a3476904 \
-    --hash=sha256:37d66646f929ae7c22c79bc73ec4074d6db45e6384500ee3e0d476daf55482a9 \
-    --hash=sha256:3a302241fbe825a3e4fe07666a2ab513edfdc6d43ce24b79691b45115273b5e7 \
-    --hash=sha256:3abd670ca7ce230d5a624fd3d55e055215d8d9b723adee0a348352f5d8d12ff4 \
-    --hash=sha256:4095a1f2093002c2208becf6f9a178b336b7572512ee0a1179731acb7788e8ad \
-    --hash=sha256:45535fead66e873f411c1d3cf0d3e175e66f4dd83c4f59d707d5b3e4c56541c4 \
-    --hash=sha256:45d464622314973d78f364689d5dbb9144e559f93dca11b11af3f2480b5034e1 \
-    --hash=sha256:4f7290295794b5dec470867c7baa4a14182b9732603fd0caf2a5bf1dc3ccabf3 \
-    --hash=sha256:4ff380aabd7a74a42a760ee76c68826a8f417ceb6ea415bd574a035a111fd133 \
-    --hash=sha256:51ffd53c53c4442415b613497a34ba0aa7b99ac07f1e4a62db5dcd640ae6c3c3 \
-    --hash=sha256:5294fcb410ed0a45d5d1cdedc4e51a60aab5b2b3193999028ea94afc2f554b05 \
-    --hash=sha256:56e3efe356416bc67a8e093607315951d76910f03d2b3ad49c4ade9207bf710d \
-    --hash=sha256:5d3cc75ef3e17490042c47e0523aee1bcc4eacd2482796107fd59dd1100a44bc \
-    --hash=sha256:5e6ee18a53dd5743e6155b8ff7e8e477c25b29b440f87f65be8165275c87fef0 \
-    --hash=sha256:67a04754d121ea5ca39ddedc3f77071651fb5b0bc6b973c71c515415b44ed9c5 \
-    --hash=sha256:7394c0b7d460569c9285fa089a429f58465db930012566c03046f9e3ab0ed181 \
-    --hash=sha256:789c43bf4a10cd067c24c321238e800b8b2716c863ddb2294d2fed886fa5a689 \
-    --hash=sha256:7ac67b542505186b3bbdaffbc303292e1ee9c8729e5d5df243c1f20f4bb9057e \
-    --hash=sha256:8561c48b0090993e3b2a54db480cab1d23eb2c5735067213bb90f402806339f5 \
-    --hash=sha256:86bfb52a9cfbcc09aba2b71388b0a20ea5c52b6517c0b2e316222435a8cdab72 \
-    --hash=sha256:8711682a629bbcaf492f5e0af72d378e976ea1d127a2d47584fa1c2c080b436b \
-    --hash=sha256:89da58e4005e153b03fe8b8794330e3f6a9774ee9e1c3bd5bc52eb098c3b0c4f \
-    --hash=sha256:89f72524033abbfde880ad338fd3c2c16e31ae232323ebdfbc745cbb1b3dcc03 \
-    --hash=sha256:8bf1ab71f9f23b0a1d52ec1682a3907e0c208c12fef9c3e99d2b80166b17905f \
-    --hash=sha256:8d7bbbe2cd6ed80aceef2a14e9f1c1b61683194c216472ed5ff33b700e784e37 \
-    --hash=sha256:94c4a9b01eede952442c088d415861b0cf2053cbd696b863f6d5022d4e4e2453 \
-    --hash=sha256:98dcf978d4c6048965d1762abd534c9d53bae981a035bfe486690ba11f49bbbb \
-    --hash=sha256:a4cc73a6ae0a6751b76e69cece9d0311f054da9b22df6a12f2c53111735657c8 \
-    --hash=sha256:a9f8e33747b1332db11cf7fcf4a9512bef9748cb5eb4d3f7fbc8c30d75dc6ffc \
-    --hash=sha256:ace960769d60037ca9625b4c578a6f28a14301bd2a1ff13bb00e824ac9f73e55 \
-    --hash=sha256:ae721bcc8e69846af00b7a77a220614d9b2ec57d25017a6bbde3a99473e41ce8 \
-    --hash=sha256:aea01f40995fa0945c020228ab919b8dfc93fc8a9f2d3d705ab5b793f32d9e99 \
-    --hash=sha256:b499caef4bca9cbd0bd23cd3386f5113ee7378094a3cb613a2fa543260fe9506 \
-    --hash=sha256:b89504227a5311610e4be16071465885a0a3d6b0e82e305ef46d9b064ce5fb72 \
-    --hash=sha256:bd66b4865c8b853b8cca7379afb692fc7f52cf898786537dfb5e5e2d64f0a47f \
-    --hash=sha256:bfcd3acc1a81f106abac6afd42327d2cf1e77ec905ae11dc1d9142a006a496b6 \
-    --hash=sha256:c24ba103ecf45861e2e1f933d40b2d93f5d52d8228870c3e7bf1299cd1cb8ff1 \
-    --hash=sha256:c348abc5924caa02a62896300e32ea80a81521f91d6db2e853e6b1994017c9f6 \
-    --hash=sha256:c53f97032b87a406044a1c33d1e9290cc38b117a8062e8a8b285175d7e2f99c9 \
-    --hash=sha256:c7cd4b1015d2f60dfe539ee6c95bc968d5d5fad92ab01bb5501a77393da4f596 \
-    --hash=sha256:c86dc2068f1c5ca2065aca34f257bbf4f78caf566eb230f692ad347da191f0a1 \
-    --hash=sha256:c8c5c8e1bac05ef3c23722e591ef4f688f528235e2480f157a9cfe0a19081375 \
-    --hash=sha256:ca36151289a15b39d8d683fd8b7abbe26fc50be311066c5f8dcf3cb8cee107ab \
-    --hash=sha256:cc8821a03bcfb36e4e4705316f6b66af28450357af8a575dc8f4b09bf02a3dee \
-    --hash=sha256:cccc18077acd34c8072578394ec79563664b1c205f7a86a62e94fafc7b59001f \
-    --hash=sha256:d2244d8ab24374bed366f9ff206e2619345f9cd7fe79aad5225f53faac28b6b1 \
-    --hash=sha256:d4c22992e24f12de340ca5f824121a5b3e1a37ad4360b4e1aaf15e9d1c42582d \
-    --hash=sha256:dd24c4d256558429aeeb8d6c24ebad4e982ac52c50bc3670ae8646c181263965 \
-    --hash=sha256:e413352a921f5ad5d66f9e2869b977e88d5103fc528b6deb8423028a2befd842 \
-    --hash=sha256:ee06405ea2e67366a661ed313e14cf2a86e84142a3462852eb96348f7219cee3 \
-    --hash=sha256:f83eca8cbfd168e424dfa3b3b5c955d6c281e8fc09feb9d870886ff8d03683c7 \
-    --hash=sha256:fb915101dfbf318486364ce85662bb7b020840f68138014972c08331458d41f3 \
-    --hash=sha256:ffc02b159b65c05f2ed9ec176b715b66918a674bd4daed48a9a7a590dd4be1aa \
-    --hash=sha256:ffc5ae23ada6515f31604f700009e2df90b091b67d463a8401c1d8a37f76c1d7
+wcwidth==0.6.0
+    # via prettytable
+websockets==15.0
     # via
     #   databricks-builder-app (pyproject.toml)
     #   uvicorn
-werkzeug==3.1.3 \
-    --hash=sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e \
-    --hash=sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746
+werkzeug==3.1.3
     # via
     #   databricks-builder-app (pyproject.toml)
     #   flask
+    #   flask-cors
     #   openapi-core
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==3.23.0
     # via importlib-metadata
diff --git a/databricks-builder-app/scripts/deploy.sh b/databricks-builder-app/scripts/deploy.sh
index 3c579dc2..713f6635 100755
--- a/databricks-builder-app/scripts/deploy.sh
+++ b/databricks-builder-app/scripts/deploy.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
-# Deploy script for Databricks Builder App
-# Deploys the app to Databricks Apps platform
+# Enhanced deploy script for Databricks Builder App
+# Orchestrates: Lakebase (via DAB) → App creation → Lakebase permissions → App deploy
 
 set -e
 
@@ -12,153 +12,121 @@ BLUE='\033[0;34m'
 NC='\033[0m' # No Color
 BOLD='\033[1m'
 
-# Minimum required Databricks CLI version
-MIN_CLI_VERSION="0.278.0"
+MIN_CLI_VERSION="0.287.0"
 
-# Script directories
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 PROJECT_DIR="$(dirname "$SCRIPT_DIR")"
 REPO_ROOT="$(dirname "$PROJECT_DIR")"
 
-# Default values
 APP_NAME="${APP_NAME:-}"
-WORKSPACE_PATH=""
+PROFILE="${PROFILE:-}"
 STAGING_DIR=""
 SKIP_BUILD="${SKIP_BUILD:-false}"
+SKIP_LAKEBASE="${SKIP_LAKEBASE:-false}"
+SKIP_SKILLS="${SKIP_SKILLS:-false}"
+LAKEBASE_PROJECT_ID="${LAKEBASE_PROJECT_ID:-builder-app-db}"
 
-# Usage information
 usage() {
   echo "Usage: $0 <app-name> [options]"
   echo ""
-  echo "Deploy the Databricks Builder App to Databricks Apps platform."
+  echo "Deploy the Databricks Builder App end-to-end:"
+  echo "  1. Provision Lakebase (via Databricks Asset Bundle)"
+  echo "  2. Build and stage the app"
+  echo "  3. Create the app and configure Lakebase permissions"
+  echo "  4. Deploy the app code"
   echo ""
   echo "Arguments:"
   echo "  app-name              Name of the Databricks App (required)"
   echo ""
   echo "Options:"
+  echo "  --profile PROFILE     Databricks CLI profile to use"
   echo "  --skip-build          Skip frontend build (use existing build)"
-  echo "  --staging-dir DIR     Custom staging directory (default: /tmp/<app-name>-deploy)"
+  echo "  --skip-lakebase       Skip Lakebase provisioning (already exists)"
+  echo "  --skip-skills        Skip skills installation (reuse cached skills)"
+  echo "  --lakebase-id ID      Lakebase project ID (default: builder-app-db)"
+  echo "  --staging-dir DIR     Custom staging directory"
   echo "  -h, --help            Show this help message"
   echo ""
-  echo "Prerequisites:"
-  echo "  1. Databricks CLI configured (databricks auth login)"
-  echo "  2. App created in Databricks (databricks apps create <app-name>)"
-  echo "  3. Lakebase configured (autoscale: set LAKEBASE_ENDPOINT; provisioned: add-resource)"
-  echo "  4. app.yaml configured with your settings"
-  echo ""
   echo "Example:"
-  echo "  $0 my-builder-app"
-  echo "  APP_NAME=my-builder-app $0"
-  echo "  $0 my-builder-app --skip-build"
+  echo "  $0 my-builder-app --profile dbx_shared_demo"
+  echo "  $0 my-builder-app --skip-lakebase --skip-build"
 }
 
-# Parse arguments
 while [[ $# -gt 0 ]]; do
   case $1 in
-    -h|--help)
-      usage
-      exit 0
-      ;;
-    --skip-build)
-      SKIP_BUILD=true
-      shift
-      ;;
-    --staging-dir)
-      STAGING_DIR="$2"
-      shift 2
-      ;;
-    -*)
-      echo -e "${RED}Error: Unknown option $1${NC}"
-      usage
-      exit 1
-      ;;
+    -h|--help) usage; exit 0 ;;
+    --profile) PROFILE="$2"; shift 2 ;;
+    --skip-build) SKIP_BUILD=true; shift ;;
+    --skip-lakebase) SKIP_LAKEBASE=true; shift ;;
+    --skip-skills) SKIP_SKILLS=true; shift ;;
+    --lakebase-id) LAKEBASE_PROJECT_ID="$2"; shift 2 ;;
+    --staging-dir) STAGING_DIR="$2"; shift 2 ;;
+    -*) echo -e "${RED}Error: Unknown option $1${NC}"; usage; exit 1 ;;
     *)
-      if [ -z "$APP_NAME" ]; then
-        APP_NAME="$1"
-      else
-        echo -e "${RED}Error: Unexpected argument $1${NC}"
-        usage
-        exit 1
-      fi
-      shift
-      ;;
+      if [ -z "$APP_NAME" ]; then APP_NAME="$1"; else echo -e "${RED}Error: Unexpected argument $1${NC}"; usage; exit 1; fi
+      shift ;;
   esac
 done
 
-# Validate app name
 if [ -z "$APP_NAME" ]; then
-  echo -e "${RED}Error: App name is required${NC}"
-  echo ""
-  usage
-  exit 1
+  echo -e "${RED}Error: App name is required${NC}"; echo ""; usage; exit 1
 fi
 
-# Set derived paths
+CLI_ARGS=""
+if [ -n "$PROFILE" ]; then CLI_ARGS="--profile $PROFILE"; fi
+
 STAGING_DIR="${STAGING_DIR:-/tmp/${APP_NAME}-deploy}"
+SKILLS_CACHE_DIR="/tmp/${APP_NAME}-skills-cache"
+LAKEBASE_ENDPOINT="projects/${LAKEBASE_PROJECT_ID}/branches/production/endpoints/primary"
 
 echo -e "${BLUE}╔════════════════════════════════════════════════════════════╗${NC}"
 echo -e "${BLUE}║       Databricks Builder App Deployment                    ║${NC}"
 echo -e "${BLUE}╚════════════════════════════════════════════════════════════╝${NC}"
 echo ""
-echo -e "  App Name:     ${GREEN}${APP_NAME}${NC}"
-echo -e "  Staging Dir:  ${STAGING_DIR}"
-echo -e "  Skip Build:   ${SKIP_BUILD}"
+echo -e "  App Name:          ${GREEN}${APP_NAME}${NC}"
+echo -e "  Lakebase ID:       ${LAKEBASE_PROJECT_ID}"
+echo -e "  Lakebase Endpoint: ${LAKEBASE_ENDPOINT}"
+echo -e "  Profile:           ${PROFILE:-<default>}"
+echo -e "  Skip Build:        ${SKIP_BUILD}"
+echo -e "  Skip Lakebase:     ${SKIP_LAKEBASE}"
+echo -e "  Skip Skills:       ${SKIP_SKILLS}"
 echo ""
 
-# Check prerequisites
-echo -e "${YELLOW}[1/6] Checking prerequisites...${NC}"
+TOTAL_STEPS=8
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 1: Check prerequisites
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[1/${TOTAL_STEPS}] Checking prerequisites...${NC}"
 
-# Check Databricks CLI
 if ! command -v databricks &> /dev/null; then
-  echo -e "${RED}Error: Databricks CLI not found. Install with: curl -fsSL https://raw.githubusercontent.com/databricks/setup-cli/main/install.sh | sh${NC}"
-  exit 1
+  echo -e "${RED}Error: Databricks CLI not found.${NC}"; exit 1
 fi
 
-# Check Databricks CLI version
 cli_version=$(databricks --version 2>/dev/null | grep -oE '[0-9]+\.[0-9]+\.[0-9]+' | head -1)
 if [ -n "$cli_version" ]; then
   if printf '%s\n%s' "$MIN_CLI_VERSION" "$cli_version" | sort -V -C; then
     echo -e "  ${GREEN}✓${NC} Databricks CLI v${cli_version}"
   else
-    echo -e "  ${YELLOW}Warning: Databricks CLI v${cli_version} is outdated (minimum: v${MIN_CLI_VERSION})${NC}"
-    echo -e "  ${BOLD}Upgrade:${NC} curl -fsSL https://raw.githubusercontent.com/databricks/setup-cli/main/install.sh | sh"
+    echo -e "${RED}Error: CLI v${cli_version} too old (need v${MIN_CLI_VERSION}+)${NC}"; exit 1
   fi
-else
-  echo -e "  ${YELLOW}Warning: Could not determine Databricks CLI version${NC}"
 fi
 
-# Check if authenticated
-if ! databricks auth describe &> /dev/null; then
-  echo -e "${RED}Error: Not authenticated with Databricks. Run: databricks auth login${NC}"
-  exit 1
+if ! databricks auth describe $CLI_ARGS &> /dev/null; then
+  echo -e "${RED}Error: Not authenticated. Run: databricks auth login${NC}"; exit 1
 fi
 
-# Get workspace info (handle both old and new Databricks CLI JSON formats)
-WORKSPACE_HOST=$(databricks auth describe --output json 2>/dev/null | python3 -c "
-import sys, json
-data = json.load(sys.stdin)
-# New CLI format has host under details.host, old format has it at root
-host = data.get('host', '') or data.get('details', {}).get('host', '')
-print(host)
+WORKSPACE_HOST=$(databricks auth describe $CLI_ARGS --output json 2>/dev/null | python3 -c "
+import sys, json; data = json.load(sys.stdin)
+print(data.get('host', '') or data.get('details', {}).get('host', ''))
 " 2>/dev/null || echo "")
-if [ -z "$WORKSPACE_HOST" ]; then
-  echo -e "${RED}Error: Could not determine Databricks workspace. Check your authentication.${NC}"
-  echo -e "${YELLOW}Tip: Try setting DATABRICKS_CONFIG_PROFILE=<profile-name> before running this script${NC}"
-  echo -e "${YELLOW}     Run 'databricks auth profiles' to see available profiles${NC}"
-  exit 1
-fi
+if [ -z "$WORKSPACE_HOST" ]; then echo -e "${RED}Error: Could not determine workspace.${NC}"; exit 1; fi
 
-# Get current user for workspace path
-CURRENT_USER=$(databricks current-user me --output json 2>/dev/null | python3 -c "
-import sys, json
-data = json.load(sys.stdin)
-# Handle both formats
+CURRENT_USER=$(databricks current-user me $CLI_ARGS --output json 2>/dev/null | python3 -c "
+import sys, json; data = json.load(sys.stdin)
 print(data.get('userName', data.get('user_name', '')))
 " 2>/dev/null || echo "")
-if [ -z "$CURRENT_USER" ]; then
-  echo -e "${RED}Error: Could not determine current user.${NC}"
-  exit 1
-fi
+if [ -z "$CURRENT_USER" ]; then echo -e "${RED}Error: Could not determine current user.${NC}"; exit 1; fi
 
 WORKSPACE_PATH="/Workspace/Users/${CURRENT_USER}/apps/${APP_NAME}"
 echo -e "  Workspace:    ${WORKSPACE_HOST}"
@@ -166,33 +134,33 @@ echo -e "  User:         ${CURRENT_USER}"
 echo -e "  Deploy Path:  ${WORKSPACE_PATH}"
 echo ""
 
-# Check if app exists
-echo -e "${YELLOW}[2/6] Verifying app exists...${NC}"
-if ! databricks apps get "$APP_NAME" &> /dev/null; then
-  echo -e "${RED}Error: App '${APP_NAME}' does not exist.${NC}"
-  echo -e "Create it first with: ${GREEN}databricks apps create ${APP_NAME}${NC}"
-  exit 1
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 2: Deploy Lakebase via DAB
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[2/${TOTAL_STEPS}] Deploying Lakebase...${NC}"
+
+if [ "$SKIP_LAKEBASE" = true ]; then
+  echo -e "  ${GREEN}✓${NC} Skipped (--skip-lakebase)"
+else
+  cd "$PROJECT_DIR"
+  BUNDLE_ARGS=""
+  if [ -n "$PROFILE" ]; then BUNDLE_ARGS="--profile $PROFILE"; fi
+  databricks bundle deploy $BUNDLE_ARGS --var "lakebase_project_id=${LAKEBASE_PROJECT_ID}" 2>&1
+  echo -e "  ${GREEN}✓${NC} Lakebase project '${LAKEBASE_PROJECT_ID}' deployed"
 fi
-echo -e "  ${GREEN}✓${NC} App '${APP_NAME}' exists"
 echo ""
 
-# Build frontend
-echo -e "${YELLOW}[3/6] Building frontend...${NC}"
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 3: Build frontend
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[3/${TOTAL_STEPS}] Building frontend...${NC}"
 cd "$PROJECT_DIR/client"
 
 if [ "$SKIP_BUILD" = true ]; then
-  if [ ! -d "out" ]; then
-    echo -e "${RED}Error: No existing build found at client/out. Cannot skip build.${NC}"
-    exit 1
-  fi
+  if [ ! -d "out" ]; then echo -e "${RED}Error: No build at client/out.${NC}"; exit 1; fi
   echo -e "  ${GREEN}✓${NC} Using existing build (--skip-build)"
 else
-  # Install dependencies if needed
-  if [ ! -d "node_modules" ]; then
-    echo "  Installing npm dependencies..."
-    npm install --silent
-  fi
-  
+  if [ ! -d "node_modules" ]; then echo "  Installing npm dependencies..."; npm install --silent; fi
   echo "  Building production bundle..."
   npm run build
   echo -e "  ${GREEN}✓${NC} Frontend built successfully"
@@ -200,59 +168,45 @@ fi
 cd "$PROJECT_DIR"
 echo ""
 
-# Prepare staging directory
-echo -e "${YELLOW}[4/6] Preparing deployment package...${NC}"
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 4: Prepare deployment package
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[4/${TOTAL_STEPS}] Preparing deployment package...${NC}"
 
-# Clean and create staging directory
 rm -rf "$STAGING_DIR"
 mkdir -p "$STAGING_DIR"
 
-# Copy server code
 echo "  Copying server code..."
 cp -r server "$STAGING_DIR/"
-cp app.yaml "$STAGING_DIR/"
 cp requirements.txt "$STAGING_DIR/"
 
-# Copy Alembic migrations
 echo "  Copying Alembic migrations..."
 cp alembic.ini "$STAGING_DIR/"
 cp -r alembic "$STAGING_DIR/"
 
-# Copy frontend build (server expects it at client/out/)
 echo "  Copying frontend build..."
 mkdir -p "$STAGING_DIR/client"
 cp -r client/out "$STAGING_DIR/client/"
 
-# Copy packages (databricks-tools-core and databricks-mcp-server)
 echo "  Copying Databricks packages..."
-mkdir -p "$STAGING_DIR/packages"
-
-# Copy databricks-tools-core (only Python source, no tests)
 mkdir -p "$STAGING_DIR/packages/databricks_tools_core"
 cp -r "$REPO_ROOT/databricks-tools-core/databricks_tools_core/"* "$STAGING_DIR/packages/databricks_tools_core/"
-
-# Copy databricks-mcp-server (only Python source)
 mkdir -p "$STAGING_DIR/packages/databricks_mcp_server"
 cp -r "$REPO_ROOT/databricks-mcp-server/databricks_mcp_server/"* "$STAGING_DIR/packages/databricks_mcp_server/"
 
-# Install all skills (databricks + MLflow + APX) via install_skills.sh
-echo "  Installing all skills via install_skills.sh..."
+if [ "$SKIP_SKILLS" = true ] && [ -d "$SKILLS_CACHE_DIR" ] && [ "$(ls -A "$SKILLS_CACHE_DIR" 2>/dev/null)" ]; then
+  echo -e "  ${GREEN}✓${NC} Reusing cached skills from ${SKILLS_CACHE_DIR} (--skip-skills)"
+  cp -r "$SKILLS_CACHE_DIR"/* "$STAGING_DIR/skills/"
+else
+  echo "  Installing skills via install_skills.sh..."
 INSTALL_SKILLS_SCRIPT="$REPO_ROOT/databricks-skills/install_skills.sh"
-if [ ! -f "$INSTALL_SKILLS_SCRIPT" ]; then
-  echo -e "${RED}Error: install_skills.sh not found at ${INSTALL_SKILLS_SCRIPT}${NC}"
-  exit 1
-fi
+if [ ! -f "$INSTALL_SKILLS_SCRIPT" ]; then echo -e "${RED}Error: install_skills.sh not found${NC}"; exit 1; fi
 
 SKILLS_TEMP_DIR=$(mktemp -d)
 trap "rm -rf '$SKILLS_TEMP_DIR'" EXIT
-
-# Create a marker file so install_skills.sh skips the "not a project root" prompt
 touch "$SKILLS_TEMP_DIR/databricks.yml"
-
-# Run install_skills.sh to download all skills (databricks, MLflow, APX)
 (cd "$SKILLS_TEMP_DIR" && bash "$INSTALL_SKILLS_SCRIPT")
 
-# Copy installed skills into the staging directory
 mkdir -p "$STAGING_DIR/skills"
 INSTALLED_SKILLS_DIR="$SKILLS_TEMP_DIR/.claude/skills"
 if [ -d "$INSTALLED_SKILLS_DIR" ]; then
@@ -266,93 +220,193 @@ if [ -d "$INSTALLED_SKILLS_DIR" ]; then
   done
 fi
 
-# Dynamically set ENABLED_SKILLS in app.yaml based on installed skills
+  # Cache skills for --skip-skills on next run
+  rm -rf "$SKILLS_CACHE_DIR"
+  cp -r "$STAGING_DIR/skills" "$SKILLS_CACHE_DIR"
+fi
+
+# Build ENABLED_SKILLS list from installed skills
 SKILL_NAMES=""
 for skill_dir in "$STAGING_DIR/skills"/*/; do
   [ -d "$skill_dir" ] || continue
   if [ -f "$skill_dir/SKILL.md" ]; then
     name=$(basename "$skill_dir")
-    if [ -n "$SKILL_NAMES" ]; then
-      SKILL_NAMES="${SKILL_NAMES},${name}"
-    else
-      SKILL_NAMES="${name}"
-    fi
+    if [ -n "$SKILL_NAMES" ]; then SKILL_NAMES="${SKILL_NAMES},${name}"; else SKILL_NAMES="${name}"; fi
   fi
 done
-if [ -n "$SKILL_NAMES" ]; then
-  echo "  Patching ENABLED_SKILLS with $(echo "$SKILL_NAMES" | tr ',' '\n' | wc -l | tr -d ' ') skills..."
-  python3 -c "
-import re, sys
-path = sys.argv[1]
-skills = sys.argv[2]
-with open(path) as f:
-    text = f.read()
-text = re.sub(
-    r'(- name: ENABLED_SKILLS\n\s+value: )\"[^\"]*\"',
-    r'\1\"' + skills + '\"',
-    text,
-)
-with open(path, 'w') as f:
-    f.write(text)
-" "$STAGING_DIR/app.yaml" "$SKILL_NAMES"
-  echo -e "  ${GREEN}✓${NC} ENABLED_SKILLS updated"
-else
-  echo -e "  ${YELLOW}Warning: No skills found to set in ENABLED_SKILLS${NC}"
-fi
 
-# Remove __pycache__ directories
+# Generate a clean app.yaml (not patching the template — avoids regex/indentation issues)
+echo "  Generating app.yaml..."
+cat > "$STAGING_DIR/app.yaml" << APPYAML
+command:
+  - "uvicorn"
+  - "server.app:app"
+  - "--host"
+  - "0.0.0.0"
+  - "--port"
+  - "\$DATABRICKS_APP_PORT"
+
+env:
+  - name: ENV
+    value: "production"
+  - name: PROJECTS_BASE_DIR
+    value: "./projects"
+  - name: PYTHONPATH
+    value: "/app/python/source_code/packages"
+  - name: LAKEBASE_ENDPOINT
+    value: "${LAKEBASE_ENDPOINT}"
+  - name: LAKEBASE_DATABASE_NAME
+    value: "databricks_postgres"
+  - name: ENABLED_SKILLS
+    value: "${SKILL_NAMES}"
+  - name: SKILLS_ONLY_MODE
+    value: "false"
+  - name: LLM_PROVIDER
+    value: "DATABRICKS"
+  - name: DATABRICKS_MODEL
+    value: "databricks-meta-llama-3-3-70b-instruct"
+  - name: DATABRICKS_MODEL_MINI
+    value: "databricks-gemini-3-flash"
+  - name: CLAUDE_CODE_STREAM_CLOSE_TIMEOUT
+    value: "3600000"
+  - name: MLFLOW_TRACKING_URI
+    value: "databricks"
+  - name: MLFLOW_EXPERIMENT_NAME
+    value: "/Workspace/Shared/builder_app_ml_trace"
+  - name: AUTO_GRANT_PERMISSIONS_TO
+    value: "account users"
+APPYAML
+echo -e "  ${GREEN}✓${NC} app.yaml generated with LAKEBASE_ENDPOINT=${LAKEBASE_ENDPOINT}"
+
 find "$STAGING_DIR" -type d -name "__pycache__" -exec rm -rf {} + 2>/dev/null || true
 find "$STAGING_DIR" -type f -name "*.pyc" -delete 2>/dev/null || true
 
 echo -e "  ${GREEN}✓${NC} Deployment package prepared"
 echo ""
 
-# Upload to workspace
-echo -e "${YELLOW}[5/6] Uploading to Databricks workspace...${NC}"
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 5: Create app (if it doesn't exist)
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[5/${TOTAL_STEPS}] Creating app (if needed)...${NC}"
+
+if databricks apps get "$APP_NAME" $CLI_ARGS &> /dev/null; then
+  echo -e "  ${GREEN}✓${NC} App '${APP_NAME}' already exists"
+else
+  echo "  Creating app '${APP_NAME}'..."
+  databricks apps create "$APP_NAME" $CLI_ARGS 2>&1
+  echo -e "  ${GREEN}✓${NC} App '${APP_NAME}' created"
+fi
+
+APP_INFO=$(databricks apps get "$APP_NAME" $CLI_ARGS --output json 2>/dev/null)
+SP_CLIENT_ID=$(echo "$APP_INFO" | python3 -c "import sys, json; print(json.load(sys.stdin).get('service_principal_client_id', ''))" 2>/dev/null || echo "")
+
+if [ -z "$SP_CLIENT_ID" ]; then
+  echo -e "${RED}Error: Could not get SP client ID for app '${APP_NAME}'${NC}"; exit 1
+fi
+echo -e "  Service Principal: ${SP_CLIENT_ID}"
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 6: Configure Lakebase permissions for the app's SP
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[6/${TOTAL_STEPS}] Configuring Lakebase permissions...${NC}"
+
+BRANCH_PATH="projects/${LAKEBASE_PROJECT_ID}/branches/production"
+
+# Create Lakebase OAuth role for the SP
+echo "  Creating Lakebase OAuth role for SP..."
+ROLE_JSON="{\"spec\": {\"postgres_role\": \"${SP_CLIENT_ID}\", \"auth_method\": \"LAKEBASE_OAUTH_V1\", \"identity_type\": \"SERVICE_PRINCIPAL\"}}"
+ROLE_OUTPUT=$(databricks postgres create-role "$BRANCH_PATH" --json "$ROLE_JSON" --no-wait $CLI_ARGS 2>&1) || true
+if echo "$ROLE_OUTPUT" | grep -qi "already exists"; then
+  echo -e "  ${GREEN}✓${NC} Lakebase OAuth role already exists"
+elif echo "$ROLE_OUTPUT" | grep -qi "error"; then
+  echo -e "  ${YELLOW}⚠${NC} Role creation note: $ROLE_OUTPUT"
+else
+  echo -e "  ${GREEN}✓${NC} Lakebase OAuth role created"
+fi
+
+# Grant PostgreSQL permissions via Python SDK + psycopg (no psql dependency)
+echo "  Granting PostgreSQL permissions..."
+PROFILE_ENV=""
+if [ -n "$PROFILE" ]; then PROFILE_ENV="DATABRICKS_CONFIG_PROFILE=$PROFILE"; fi
+
+GRANT_OUTPUT=$(env $PROFILE_ENV uv run python3 << GRANT_PYEOF
+from databricks.sdk import WorkspaceClient
+from urllib.parse import quote
+import psycopg
+
+w = WorkspaceClient()
+endpoint_name = "${LAKEBASE_ENDPOINT}"
+endpoint = w.postgres.get_endpoint(name=endpoint_name)
+host = endpoint.status.hosts.host
+cred = w.postgres.generate_database_credential(endpoint=endpoint_name)
+username = w.current_user.me().user_name
+sp = "${SP_CLIENT_ID}"
+
+conn = psycopg.connect(f"postgresql://{quote(username, safe='')}:{cred.token}@{host}:5432/databricks_postgres?sslmode=require")
+conn.autocommit = True
+cur = conn.cursor()
+
+for sql in [
+    f'GRANT CREATE ON DATABASE databricks_postgres TO "{sp}"',
+    'CREATE SCHEMA IF NOT EXISTS builder_app',
+    f'GRANT USAGE ON SCHEMA builder_app TO "{sp}"',
+    f'GRANT ALL PRIVILEGES ON SCHEMA builder_app TO "{sp}"',
+    f'GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA builder_app TO "{sp}"',
+    f'GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA builder_app TO "{sp}"',
+    f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON TABLES TO "{sp}"',
+    f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON SEQUENCES TO "{sp}"',
+]:
+    cur.execute(sql)
+
+cur.close()
+conn.close()
+print("OK")
+GRANT_PYEOF
+) || true
+
+if echo "$GRANT_OUTPUT" | grep -q "OK"; then
+  echo -e "  ${GREEN}✓${NC} PostgreSQL permissions granted"
+else
+  echo -e "  ${YELLOW}⚠${NC} Grant issue: $GRANT_OUTPUT"
+fi
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 7: Upload to workspace
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[7/${TOTAL_STEPS}] Uploading to Databricks workspace...${NC}"
 echo "  Target: ${WORKSPACE_PATH}"
-databricks workspace import-dir "$STAGING_DIR" "$WORKSPACE_PATH" --overwrite 2>&1 | tail -5
+databricks workspace import-dir "$STAGING_DIR" "$WORKSPACE_PATH" --overwrite $CLI_ARGS 2>&1 | tail -5
 echo -e "  ${GREEN}✓${NC} Upload complete"
 echo ""
 
-# Deploy the app
-echo -e "${YELLOW}[6/6] Deploying app...${NC}"
-DEPLOY_OUTPUT=$(databricks apps deploy "$APP_NAME" --source-code-path "$WORKSPACE_PATH" 2>&1)
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 8: Deploy the app
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[8/${TOTAL_STEPS}] Deploying app...${NC}"
+DEPLOY_OUTPUT=$(databricks apps deploy "$APP_NAME" --source-code-path "$WORKSPACE_PATH" $CLI_ARGS 2>&1)
 echo "$DEPLOY_OUTPUT"
 
-# Check deployment status
 if echo "$DEPLOY_OUTPUT" | grep -q '"state":"SUCCEEDED"'; then
   echo ""
   echo -e "${GREEN}╔════════════════════════════════════════════════════════════╗${NC}"
   echo -e "${GREEN}║                 Deployment Successful!                     ║${NC}"
   echo -e "${GREEN}╚════════════════════════════════════════════════════════════╝${NC}"
   echo ""
-  
-  # Get app URL
-  APP_INFO=$(databricks apps get "$APP_NAME" --output json 2>/dev/null)
+
   APP_URL=$(echo "$APP_INFO" | python3 -c "import sys, json; print(json.load(sys.stdin).get('url', 'N/A'))" 2>/dev/null || echo "N/A")
-  
-  echo -e "  App URL: ${GREEN}${APP_URL}${NC}"
-  echo ""
-  echo "  Next steps:"
-  echo "    1. Open the app URL in your browser"
-  echo "    2. If this is first deployment, configure Lakebase:"
-  echo ""
-  echo "       Autoscale Lakebase (recommended):"
-  echo "         Set LAKEBASE_ENDPOINT in app.yaml — no add-resource needed."
-  echo ""
-  echo "       Provisioned Lakebase:"
-  echo "         databricks apps add-resource $APP_NAME --resource-type database \\"
-  echo "           --resource-name lakebase --database-instance <instance-name>"
+  echo -e "  App URL:           ${GREEN}${APP_URL}${NC}"
+  echo -e "  Lakebase Project:  ${LAKEBASE_PROJECT_ID}"
+  echo -e "  Lakebase Endpoint: ${LAKEBASE_ENDPOINT}"
+  echo -e "  Service Principal: ${SP_CLIENT_ID}"
   echo ""
 
-  # Clean up old deployment source directories
-  echo -e "${YELLOW}Cleaning up old deployments...${NC}"
-  SP_CLIENT_ID=$(echo "$APP_INFO" | python3 -c "import sys, json; print(json.load(sys.stdin).get('service_principal_client_id', ''))" 2>/dev/null || echo "")
-  CURRENT_DEPLOYMENT_ID=$(echo "$APP_INFO" | python3 -c "import sys, json; print(json.load(sys.stdin).get('active_deployment', {}).get('deployment_id', ''))" 2>/dev/null || echo "")
-
+  # Clean up old deployments
+  CURRENT_DEPLOYMENT_ID=$(databricks apps get "$APP_NAME" $CLI_ARGS --output json 2>/dev/null | python3 -c "import sys, json; print(json.load(sys.stdin).get('active_deployment', {}).get('deployment_id', ''))" 2>/dev/null || echo "")
   if [ -n "$SP_CLIENT_ID" ] && [ -n "$CURRENT_DEPLOYMENT_ID" ]; then
     SP_SRC_PATH="/Workspace/Users/${SP_CLIENT_ID}/src"
-    OLD_DIRS=$(databricks workspace list "$SP_SRC_PATH" --output json 2>/dev/null | python3 -c "
+    OLD_DIRS=$(databricks workspace list "$SP_SRC_PATH" $CLI_ARGS --output json 2>/dev/null | python3 -c "
 import sys, json
 data = json.load(sys.stdin)
 objects = data if isinstance(data, list) else data.get('objects', [])
@@ -363,24 +417,18 @@ for obj in objects:
     if name != current and obj.get('object_type', '') == 'DIRECTORY':
         print(path)
 " 2>/dev/null || echo "")
-
     if [ -n "$OLD_DIRS" ]; then
       CLEANED=0
       while IFS= read -r dir_path; do
-        if databricks workspace delete "$dir_path" --recursive 2>/dev/null; then
-          CLEANED=$((CLEANED + 1))
-        fi
+        if databricks workspace delete "$dir_path" --recursive $CLI_ARGS 2>/dev/null; then CLEANED=$((CLEANED + 1)); fi
       done <<< "$OLD_DIRS"
       echo -e "  ${GREEN}✓${NC} Removed $CLEANED old deployment(s)"
-    else
-      echo -e "  ${GREEN}✓${NC} No old deployments to clean up"
     fi
-  else
-    echo -e "  ${YELLOW}⚠${NC} Could not determine deployment info, skipping cleanup"
   fi
   echo ""
 else
   echo ""
   echo -e "${RED}Deployment may have issues. Check the output above.${NC}"
+  echo -e "  Check logs with: databricks apps logs ${APP_NAME} ${CLI_ARGS}"
   exit 1
 fi
diff --git a/databricks-builder-app/uv.lock b/databricks-builder-app/uv.lock
index 3a2b1cf1..73cc6a73 100644
--- a/databricks-builder-app/uv.lock
+++ b/databricks-builder-app/uv.lock
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 [options]
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-
-[[package]]
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-
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 name = "zipp"
 version = "3.23.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi-proxy.dev.databricks.com/simple/" }
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diff --git a/databricks-mcp-server/databricks_mcp_server/tools/pdf.py b/databricks-mcp-server/databricks_mcp_server/tools/pdf.py
index 9468061c..bf684455 100644
--- a/databricks-mcp-server/databricks_mcp_server/tools/pdf.py
+++ b/databricks-mcp-server/databricks_mcp_server/tools/pdf.py
@@ -11,7 +11,7 @@
 from ..server import mcp
 
 
-@mcp.tool(timeout=300.0)
+@mcp.tool()
 def generate_and_upload_pdfs(
     catalog: str,
     schema: str,
@@ -101,7 +101,7 @@ def generate_and_upload_pdfs(
     }
 
 
-@mcp.tool(timeout=60.0)
+@mcp.tool()
 def generate_and_upload_pdf(
     title: str,
     description: str,
diff --git a/databricks-mcp-server/databricks_mcp_server/tools/pipelines.py b/databricks-mcp-server/databricks_mcp_server/tools/pipelines.py
index dceb11ab..b71bc84e 100644
--- a/databricks-mcp-server/databricks_mcp_server/tools/pipelines.py
+++ b/databricks-mcp-server/databricks_mcp_server/tools/pipelines.py
@@ -153,7 +153,7 @@ def delete_pipeline(pipeline_id: str) -> Dict[str, str]:
     return {"status": "deleted"}
 
 
-@mcp.tool(timeout=300)
+@mcp.tool()
 def start_update(
     pipeline_id: str,
     refresh_selection: List[str] = None,

From 5277dc8efdf6058d82e0048f989097cda27a4750 Mon Sep 17 00:00:00 2001
From: scottDBX1886 <scott.johnson@databricks.com>
Date: Fri, 27 Mar 2026 15:39:36 -0400
Subject: [PATCH 2/5] updated builder to actually start the mlflow traces

updated the agent.py to use the ClaudeSDK and mlflow to start the traces
---
 README.md                                     |  17 +-
 databricks-builder-app/README.md              | 377 ++++--------------
 databricks-builder-app/scripts/deploy.sh      |   1 +
 .../server/services/agent.py                  | 160 ++------
 4 files changed, 133 insertions(+), 422 deletions(-)

diff --git a/README.md b/README.md
index 8c4e269e..95635064 100644
--- a/README.md
+++ b/README.md
@@ -137,14 +137,25 @@ irm https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/insta
 
 ### Visual Builder App
 
-Full-stack web application with chat UI for Databricks development:
+Full-stack web application with chat UI for Databricks development. Deploys a Lakebase database and Databricks App with a single command:
 
 ```bash
 cd ai-dev-kit/databricks-builder-app
-./scripts/setup.sh
-# Follow instructions to start the app
+
+# Deploy everything (Lakebase + app + permissions)
+./scripts/deploy.sh my-builder-app --profile <your-profile>
+```
+
+For local development:
+
+```bash
+./scripts/setup.sh        # Install dependencies
+# Edit .env.local with your credentials
+./scripts/start_dev.sh    # Start locally at http://localhost:3000
 ```
 
+See [`databricks-builder-app/`](databricks-builder-app/) for full documentation.
+
 
 ### Core Library
 
diff --git a/databricks-builder-app/README.md b/databricks-builder-app/README.md
index d9029dc5..5dae5a3f 100644
--- a/databricks-builder-app/README.md
+++ b/databricks-builder-app/README.md
@@ -483,353 +483,136 @@ databricks-builder-app/
 
 ## Deploying to Databricks Apps
 
-This section covers deploying the Builder App to Databricks Apps platform for production use.
+The Builder App uses an automated deploy script that provisions all infrastructure and deploys the app in a single command.
 
 ### Prerequisites
 
-Before deploying, ensure you have:
-
-1. **Databricks CLI** installed and authenticated
-2. **Node.js 18+** for building the frontend
-3. **A Lakebase instance** in your Databricks workspace (for database persistence)
-4. Access to the **full repository** (not just this directory) since the app depends on sibling packages
+- **Databricks CLI v0.287.0+** — [Install](https://docs.databricks.com/aws/en/dev-tools/cli/install)
+- **Node.js 18+** — for building the frontend
+- **uv** — Python package manager ([Install](https://github.com/astral-sh/uv))
+- **Databricks workspace** with Lakebase Autoscaling enabled
 
 ### Quick Deploy
 
 ```bash
-# 1. Authenticate with Databricks CLI
-databricks auth login --host https://your-workspace.cloud.databricks.com
-
-# 2. Create the app (first time only)
-databricks apps create my-builder-app
-
-# 3. Configure app.yaml (copy and edit the example)
-cp app.yaml.example app.yaml
-# Edit app.yaml — set LAKEBASE_ENDPOINT (autoscale) or LAKEBASE_INSTANCE_NAME (provisioned)
-
-# 4. (Provisioned Lakebase only) Add Lakebase as an app resource
-#    Skip this step if using autoscale — it connects via OAuth directly.
-databricks apps add-resource my-builder-app \
-  --resource-type database \
-  --resource-name lakebase \
-  --database-instance <your-lakebase-instance-name>
-
-# 5. Deploy
-./scripts/deploy.sh my-builder-app
+cd databricks-builder-app
 
-# 6. Grant database permissions to the app's service principal (see Section 7)
+# Full deploy — creates Lakebase, builds frontend, installs skills, creates app, grants permissions, deploys
+./scripts/deploy.sh <app-name> --profile <your-profile>
 ```
 
-### Step-by-Step Deployment Guide
-
-#### 1. Install and Authenticate Databricks CLI
-
-```bash
-# Install Databricks CLI
-pip install databricks-cli
-
-# Authenticate (interactive browser login)
-databricks auth login --host https://your-workspace.cloud.databricks.com
+That's it. The script handles everything:
 
-# Verify authentication
-databricks auth describe
-```
+| Step | What the script does |
+|------|---------------------|
+| 1 | Checks prerequisites (CLI version, auth) |
+| 2 | Provisions Lakebase Autoscale via Databricks Asset Bundle (`databricks.yml`) |
+| 3 | Builds the React frontend |
+| 4 | Stages server code, packages, skills, and generates `app.yaml` |
+| 5 | Creates the Databricks App (if it doesn't exist) |
+| 6 | Creates Lakebase OAuth role and grants PostgreSQL permissions for the app's service principal |
+| 7 | Uploads everything to workspace |
+| 8 | Deploys the app |
 
-If you have multiple profiles, set the profile before deploying:
-```bash
-export DATABRICKS_CONFIG_PROFILE=your-profile-name
-```
-
-#### 2. Create the Databricks App
+### Deploy Options
 
 ```bash
-# Create a new app
-databricks apps create my-builder-app
-
-# Verify it was created
-databricks apps get my-builder-app
-```
-
-#### 3. Create a Lakebase Instance
-
-The app requires a PostgreSQL database (Lakebase) for storing projects, conversations, and messages.
-
-**Autoscale Lakebase** (recommended — scales to zero when idle):
-1. Go to your Databricks workspace → **Catalog** → **Lakebase**
-2. Click **Create** → select **Autoscale**
-3. Note the endpoint resource name (e.g., `projects/my-app/branches/production/endpoints/primary`)
-4. Set in `app.yaml`: `LAKEBASE_ENDPOINT=projects/my-app/branches/production/endpoints/primary`
-
-**Provisioned Lakebase** (fixed capacity):
-1. Go to **Catalog** → **Lakebase** → **Create** → select **Provisioned**
-2. Note the instance name (e.g., `my-lakebase-instance`)
-3. Set in `app.yaml`: `LAKEBASE_INSTANCE_NAME=my-lakebase-instance`
+# Full deploy from scratch
+./scripts/deploy.sh my-builder-app --profile dbx_shared_demo
 
-#### 4. Add Lakebase as an App Resource
+# Quick redeploy (skip Lakebase + frontend build + skills download)
+./scripts/deploy.sh my-builder-app --profile dbx_shared_demo --skip-lakebase --skip-build --skip-skills
 
-**Autoscale Lakebase**: Skip this step. Autoscale connects via OAuth using `LAKEBASE_ENDPOINT` — no app resource needed.
+# Custom Lakebase project name
+./scripts/deploy.sh my-builder-app --profile dbx_shared_demo --lakebase-id my-custom-db
 
-**Provisioned Lakebase**: Add the instance as an app resource:
-
-```bash
-databricks apps add-resource my-builder-app \
-  --resource-type database \
-  --resource-name lakebase \
-  --database-instance <your-lakebase-instance-name>
+# All options
+./scripts/deploy.sh --help
 ```
 
-This automatically configures the database connection environment variables (`PGHOST`, `PGPORT`, `PGUSER`, `PGPASSWORD`, `PGDATABASE`).
-
-#### 5. Configure app.yaml
+### What Gets Created
 
-Copy the example configuration and customize it:
+| Resource | Details |
+|----------|---------|
+| **Lakebase Autoscale project** | PostgreSQL 17, 0.5-2 CU, scale-to-zero after 5 min |
+| **Databricks App** | FastAPI backend + React frontend |
+| **Lakebase OAuth role** | For the app's service principal |
+| **PostgreSQL schema** | `builder_app` with full grants for the SP |
+| **Database tables** | Created automatically via alembic migrations on first startup |
 
-```bash
-cp app.yaml.example app.yaml
-```
+### Infrastructure as Code
 
-Edit `app.yaml` with your settings:
+The Lakebase database is managed declaratively via a Databricks Asset Bundle (`databricks.yml`):
 
 ```yaml
-command:
-  - "uvicorn"
-  - "server.app:app"
-  - "--host"
-  - "0.0.0.0"
-  - "--port"
-  - "$DATABRICKS_APP_PORT"
-
-env:
-  # Required: Lakebase database (pick ONE option)
-
-  # Option A — Autoscale Lakebase (recommended):
-  - name: LAKEBASE_ENDPOINT
-    value: "projects/<project-name>/branches/production/endpoints/primary"
-  - name: LAKEBASE_DATABASE_NAME
-    value: "databricks_postgres"
-
-  # Option B — Provisioned Lakebase:
-  # - name: LAKEBASE_INSTANCE_NAME
-  #   value: "<your-lakebase-instance-name>"
-  # - name: LAKEBASE_DATABASE_NAME
-  #   value: "databricks_postgres"
-
-  # Skills to enable (comma-separated)
-  - name: ENABLED_SKILLS
-    value: "databricks-agent-bricks,databricks-python-sdk,databricks-spark-declarative-pipelines"
-
-  # MLflow tracing (optional)
-  - name: MLFLOW_TRACKING_URI
-    value: "databricks"
-  # - name: MLFLOW_EXPERIMENT_NAME
-  #   value: "/Users/your-email@company.com/claude-code-traces"
-
-  # Other settings
-  - name: ENV
-    value: "production"
-  - name: PROJECTS_BASE_DIR
-    value: "./projects"
-```
-
-#### 6. Deploy the App
-
-Run the deploy script from the `databricks-builder-app` directory:
-
-```bash
-./scripts/deploy.sh my-builder-app
-```
+bundle:
+  name: databricks-builder-app
 
-The deploy script will:
-1. Build the React frontend
-2. Package the server code
-3. Bundle sibling packages (`databricks-tools-core`, `databricks-mcp-server`)
-4. Copy skills from `databricks-skills/`
-5. Upload everything to your Databricks workspace
-6. Deploy the app
+variables:
+  lakebase_project_id:
+    description: "Lakebase project ID"
+    default: "builder-app-db"
 
-**Skip frontend build** (if already built):
-```bash
-./scripts/deploy.sh my-builder-app --skip-build
+resources:
+  postgres_projects:
+    builder_db:
+      project_id: ${var.lakebase_project_id}
+      display_name: "builder-app-db"
+      pg_version: 17
+      default_endpoint_settings:
+        autoscaling_limit_min_cu: 0.5
+        autoscaling_limit_max_cu: 2
+        suspend_timeout_duration: "300s"
 ```
 
-#### 7. Grant Database Permissions
-
-After the first deployment, the app's service principal needs two things:
-1. A **Lakebase OAuth role** (so it can authenticate via OAuth tokens)
-2. **PostgreSQL grants** on the `builder_app` schema (so it can create/read/write tables)
-
-##### Step 7a: Find the service principal's client ID
+You can manage the Lakebase infrastructure independently:
 
 ```bash
-SP_CLIENT_ID=$(databricks apps get my-builder-app --output json | jq -r '.service_principal_client_id')
-echo $SP_CLIENT_ID
-```
+# Deploy/update Lakebase only
+databricks bundle deploy --profile <profile>
 
-##### Step 7b: Create a Lakebase OAuth role for the SP
-
-> **Important**: Do NOT use PostgreSQL `CREATE ROLE` directly. Lakebase Autoscaling requires
-> roles to be created through the Databricks API so the OAuth authentication layer recognizes them.
-
-```python
-from databricks.sdk import WorkspaceClient
-from databricks.sdk.service.postgres import Role, RoleRoleSpec, RoleAuthMethod, RoleIdentityType
-
-w = WorkspaceClient()
-
-# Replace with your branch path and SP client ID
-branch = "projects/<project-id>/branches/<branch-id>"
-sp_client_id = "<sp-client-id>"
-
-w.postgres.create_role(
-    parent=branch,
-    role=Role(
-        spec=RoleRoleSpec(
-            postgres_role=sp_client_id,
-            auth_method=RoleAuthMethod.LAKEBASE_OAUTH_V1,
-            identity_type=RoleIdentityType.SERVICE_PRINCIPAL,
-        )
-    ),
-).wait()
+# Destroy Lakebase (does NOT affect the app)
+databricks bundle destroy --profile <profile>
 ```
 
-Or via CLI:
+### Redeploying After Code Changes
 
 ```bash
-databricks postgres create-role \
-  "projects/<project-id>/branches/<branch-id>" \
-  --json '{
-    "spec": {
-      "postgres_role": "<sp-client-id>",
-      "auth_method": "LAKEBASE_OAUTH_V1",
-      "identity_type": "SERVICE_PRINCIPAL"
-    }
-  }'
-```
+# Full redeploy (rebuilds everything)
+./scripts/deploy.sh my-builder-app --profile <profile>
 
-**Provisioned Lakebase**: This step is not needed — adding the instance as an app resource
-(Step 4) automatically configures authentication.
-
-##### Step 7c: Grant PostgreSQL permissions
-
-Connect to your Lakebase database as your own user (via psql or a notebook) and run:
-
-```sql
--- Replace <sp-client-id> with the service_principal_client_id
-
--- 1. Allow the SP to create the builder_app schema
-GRANT CREATE ON DATABASE databricks_postgres TO "<sp-client-id>";
-
--- 2. Create the schema and grant full access
-CREATE SCHEMA IF NOT EXISTS builder_app;
-GRANT USAGE ON SCHEMA builder_app TO "<sp-client-id>";
-GRANT ALL PRIVILEGES ON SCHEMA builder_app TO "<sp-client-id>";
-
--- 3. Grant access to any existing tables/sequences (needed if you ran migrations locally)
-GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA builder_app TO "<sp-client-id>";
-GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA builder_app TO "<sp-client-id>";
-
--- 4. Ensure the SP has access to future tables/sequences created by other users
-ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app
-  GRANT ALL ON TABLES TO "<sp-client-id>";
-ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app
-  GRANT ALL ON SEQUENCES TO "<sp-client-id>";
-```
-
-After granting permissions, redeploy the app so it can run migrations with the new role.
-
-#### 8. Access Your App
-
-After successful deployment, the script will display your app URL:
-```
-App URL: https://my-builder-app-1234567890.aws.databricksapps.com
+# Quick redeploy (server code changes only)
+./scripts/deploy.sh my-builder-app --profile <profile> --skip-lakebase --skip-build --skip-skills
 ```
 
-### Deployment Troubleshooting
+### Destroying Everything
 
-#### "Could not determine Databricks workspace"
-
-Your Databricks CLI authentication may be invalid or using the wrong profile:
 ```bash
-# Check available profiles
-databricks auth profiles
-
-# Use a specific profile
-export DATABRICKS_CONFIG_PROFILE=your-valid-profile
+# Delete the app
+databricks apps delete my-builder-app --profile <profile>
 
-# Re-authenticate if needed
-databricks auth login --host https://your-workspace.cloud.databricks.com
+# Delete the Lakebase database
+databricks bundle destroy --profile <profile> --auto-approve
 ```
 
-#### "Build directory client/out not found"
-
-The frontend build is missing. The deploy script should build it automatically, but you can build manually:
-```bash
-cd client
-npm install
-npm run build
-cd ..
-```
-
-#### "Skill 'X' not found"
+### MLflow Tracing
 
-Skills are copied from the sibling `databricks-skills/` directory. Ensure:
-1. You're running the deploy script from the full repository (not just this directory)
-2. The skill name in `ENABLED_SKILLS` matches a directory in `databricks-skills/`
-3. The skill directory contains a `SKILL.md` file
+The app automatically traces Claude Code conversations to MLflow. Traces include user prompts, Claude responses, tool usage, and session metadata.
 
-#### "password authentication failed" or "Permission denied for table projects"
+The deploy script configures tracing to the `/Workspace/Shared/builder_app_ml_trace` experiment by default. To customize, edit the `MLFLOW_EXPERIMENT_NAME` value in the generated `app.yaml` section of `scripts/deploy.sh`.
 
-See [Section 7: Grant Database Permissions](#7-grant-database-permissions) for the complete setup.
+See the [Databricks MLflow Tracing documentation](https://docs.databricks.com/aws/en/mlflow3/genai/tracing/integrations/claude-code) for more details.
 
-Common causes:
+### Deployment Troubleshooting
 
 | Error | Cause | Fix |
 |-------|-------|-----|
-| `password authentication failed` | Lakebase OAuth role missing or created via SQL instead of API | Create the role via `w.postgres.create_role()` with `LAKEBASE_OAUTH_V1` auth (Step 7b) |
-| `permission denied for table` | SP lacks PostgreSQL grants on schema/tables | Run the GRANT statements (Step 7c) |
-| `schema "builder_app" does not exist` | SP lacks `CREATE` on the database | `GRANT CREATE ON DATABASE databricks_postgres TO "<sp-client-id>"` |
-| `relation does not exist` | Migrations haven't run | Redeploy the app, or run `alembic upgrade head` locally |
-
-> **Autoscale Lakebase pitfall**: Do NOT use `CREATE ROLE ... LOGIN` in PostgreSQL directly.
-> Lakebase Autoscaling requires roles to be created through the Databricks API so that OAuth
-> token authentication works. Manually created roles get `NO_LOGIN` auth and will fail with
-> "password authentication failed".
-
-#### App shows blank page or "Not Found"
-
-Check the app logs in Databricks:
-```bash
-databricks apps logs my-builder-app
-```
-
-Common causes:
-- Frontend files not properly deployed (check `client/out` exists in staging)
-- Database connection issues (verify Lakebase resource is added)
-- Python import errors (check logs for traceback)
-
-#### Redeploying After Changes
-
-```bash
-# Full redeploy (rebuilds frontend)
-./scripts/deploy.sh my-builder-app
-
-# Quick redeploy (skip frontend build)
-./scripts/deploy.sh my-builder-app --skip-build
-```
-
-### MLflow Tracing
-
-The app supports MLflow tracing for Claude Code conversations. To enable:
-
-1. Set `MLFLOW_TRACKING_URI=databricks` in `app.yaml`
-2. Optionally set `MLFLOW_EXPERIMENT_NAME` to a specific experiment path
-
-Traces will appear in your Databricks MLflow UI and include:
-- User prompts and Claude responses
-- Tool usage and results
-- Session metadata
-
-See the [Databricks MLflow Tracing documentation](https://docs.databricks.com/aws/en/mlflow3/genai/tracing/integrations/claude-code) for more details.
+| CLI version too old | Need v0.287.0+ for Lakebase DAB support | `curl -fsSL https://raw.githubusercontent.com/databricks/setup-cli/main/install.sh \| sh` |
+| `project with such id already exists` | Lakebase project name conflict | Use `--lakebase-id <different-name>` or destroy existing: `databricks bundle destroy` |
+| `password authentication failed` | Lakebase OAuth role not created | Re-run deploy — Step 6 handles this automatically |
+| `permission denied for table` | PostgreSQL grants missing | Re-run deploy — Step 6 is idempotent |
+| `relation does not exist` | Migrations didn't run | Redeploy the app to trigger migrations |
+| App shows blank page | Check logs: `databricks apps logs <app-name>` | Usually a package install error — check requirements.txt |
 
 ## Embedding in Other Apps
 
diff --git a/databricks-builder-app/scripts/deploy.sh b/databricks-builder-app/scripts/deploy.sh
index 713f6635..6bd7beaa 100755
--- a/databricks-builder-app/scripts/deploy.sh
+++ b/databricks-builder-app/scripts/deploy.sh
@@ -195,6 +195,7 @@ mkdir -p "$STAGING_DIR/packages/databricks_mcp_server"
 cp -r "$REPO_ROOT/databricks-mcp-server/databricks_mcp_server/"* "$STAGING_DIR/packages/databricks_mcp_server/"
 
 if [ "$SKIP_SKILLS" = true ] && [ -d "$SKILLS_CACHE_DIR" ] && [ "$(ls -A "$SKILLS_CACHE_DIR" 2>/dev/null)" ]; then
+  mkdir -p "$STAGING_DIR/skills"
   echo -e "  ${GREEN}✓${NC} Reusing cached skills from ${SKILLS_CACHE_DIR} (--skip-skills)"
   cp -r "$SKILLS_CACHE_DIR"/* "$STAGING_DIR/skills/"
 else
diff --git a/databricks-builder-app/server/services/agent.py b/databricks-builder-app/server/services/agent.py
index b88d17e5..0238472c 100644
--- a/databricks-builder-app/server/services/agent.py
+++ b/databricks-builder-app/server/services/agent.py
@@ -7,8 +7,8 @@
 the SDK tool wrapper. Auth is handled via contextvars for multi-user support.
 
 MLflow Tracing:
-  This module integrates with MLflow for tracing Claude Code conversations.
-  Uses query() with a custom Stop hook for proper streaming + tracing.
+  Uses ClaudeSDKClient with mlflow.anthropic.autolog() for automatic tracing.
+  query() does NOT support tracing -- only ClaudeSDKClient does.
   See: https://mlflow.org/docs/latest/genai/tracing/integrations/listing/claude_code/
 
 NOTE: Fresh event loop workaround applied to fix claude-agent-sdk issue #462
@@ -29,7 +29,7 @@
 from pathlib import Path
 from typing import AsyncIterator
 
-from claude_agent_sdk import ClaudeAgentOptions, query, HookMatcher
+from claude_agent_sdk import ClaudeAgentOptions, ClaudeSDKClient, HookMatcher
 from claude_agent_sdk.types import (
   AssistantMessage,
   PermissionResultAllow,
@@ -122,92 +122,31 @@ def get_project_directory(project_id: str) -> Path:
   return _ensure_project_directory(project_id)
 
 
-def _get_mlflow_stop_hook(experiment_name: str | None = None):
-  """Get the MLflow Stop hook for tracing Claude Code conversations.
+def _setup_mlflow_autolog(experiment_name: str | None = None):
+  """Enable MLflow autolog for ClaudeSDKClient tracing.
 
-  This hook processes the transcript after the conversation ends and
-  creates an MLflow trace. Works with query() function unlike autolog
-  which only works with ClaudeSDKClient.
+  Must be called before creating a ClaudeSDKClient instance.
+  Only ClaudeSDKClient is supported -- query() cannot be traced.
 
   Args:
-      experiment_name: Optional MLflow experiment name
-
-  Returns:
-      The async hook function, or None if MLflow is not available
+      experiment_name: MLflow experiment name or numeric ID
   """
   try:
     import mlflow
-    from mlflow.claude_code.tracing import process_transcript, setup_mlflow
+    import mlflow.anthropic
 
-    # Set up MLflow tracking
     mlflow.set_tracking_uri('databricks')
     if experiment_name:
-      try:
-        # Support both experiment IDs (numeric) and experiment names (paths)
-        if experiment_name.isdigit():
-          mlflow.set_experiment(experiment_id=experiment_name)
-          logger.info(f'MLflow experiment set by ID: {experiment_name}')
-        else:
-          mlflow.set_experiment(experiment_name)
-          logger.info(f'MLflow experiment set to: {experiment_name}')
-      except Exception as e:
-        logger.warning(f'Could not set MLflow experiment: {e}')
-
-    async def mlflow_stop_hook(input_data: dict, tool_use_id: str | None, context) -> dict:
-      """Process transcript and create MLflow trace when conversation ends."""
-      try:
-        session_id = input_data.get('session_id')
-        transcript_path = input_data.get('transcript_path')
-
-        logger.info(f'MLflow Stop hook triggered: session={session_id}')
-
-        # Ensure MLflow is set up (tracking URI and experiment)
-        setup_mlflow()
-
-        # Process transcript and create trace
-        trace = process_transcript(transcript_path, session_id)
-
-        if trace:
-          logger.info(f'MLflow trace created: {trace.info.trace_id}')
-
-          # Add requested model name as trace tags
-          # The trace captures the response model (e.g., claude-opus-4-5-20251101)
-          # but we want to also record the Databricks endpoint name we requested
-          try:
-            client = mlflow.MlflowClient()
-            trace_id = trace.info.trace_id
-            requested_model = os.environ.get('ANTHROPIC_MODEL', 'databricks-claude-opus-4-5')
-            requested_model_mini = os.environ.get('ANTHROPIC_MODEL_MINI', 'databricks-claude-sonnet-4-5')
-            base_url = os.environ.get('ANTHROPIC_BASE_URL', '')
-
-            # Set tags to clarify the Databricks model endpoint used
-            client.set_trace_tag(trace_id, 'databricks.requested_model', requested_model)
-            client.set_trace_tag(trace_id, 'databricks.requested_model_mini', requested_model_mini)
-            if base_url:
-              client.set_trace_tag(trace_id, 'databricks.model_serving_endpoint', base_url)
-            client.set_trace_tag(trace_id, 'llm.provider', 'databricks-fmapi')
-
-            logger.info(f'Added Databricks model tags to trace {trace_id}: {requested_model}')
-          except Exception as tag_err:
-            logger.warning(f'Could not add model tags to trace: {tag_err}')
-        else:
-          logger.debug('MLflow trace creation returned None (possibly empty transcript)')
-
-        return {'continue': True}
-      except Exception as e:
-        logger.error(f'Error in MLflow Stop hook: {e}', exc_info=True)
-        # Return continue=True to not interrupt the conversation
-        return {'continue': True}
-
-    logger.info(f'MLflow tracing hook configured: {mlflow.get_tracking_uri()}')
-    return mlflow_stop_hook
-
-  except ImportError as e:
-    logger.debug(f'MLflow not available: {e}')
-    return None
+      if experiment_name.isdigit():
+        mlflow.set_experiment(experiment_id=experiment_name)
+      else:
+        mlflow.set_experiment(experiment_name)
+    mlflow.anthropic.autolog()
+    logger.info(f'MLflow autolog enabled for experiment: {experiment_name}')
+  except ImportError:
+    logger.debug('MLflow not available, tracing disabled')
   except Exception as e:
-    logger.warning(f'Failed to create MLflow stop hook: {e}')
-    return None
+    logger.warning(f'Could not enable MLflow autolog: {e}')
 
 
 def _run_agent_in_fresh_loop(message, options, result_queue, context, is_cancelled_fn, mlflow_experiment=None):
@@ -216,8 +155,7 @@ def _run_agent_in_fresh_loop(message, options, result_queue, context, is_cancell
   This function runs in a separate thread with a fresh event loop to avoid
   the subprocess transport issues in FastAPI/uvicorn contexts.
 
-  Uses query() for proper streaming, with a custom MLflow Stop hook for tracing.
-  The Stop hook processes the transcript after the conversation ends.
+  Uses ClaudeSDKClient for proper streaming with MLflow autolog tracing.
 
   Args:
       message: User message to send to the agent
@@ -234,50 +172,28 @@ def run_with_context():
     loop = asyncio.new_event_loop()
     asyncio.set_event_loop(loop)
 
-    # Add MLflow Stop hook for tracing if experiment is configured
+    # Enable MLflow autolog before creating the client
     exp_name = mlflow_experiment or os.environ.get('MLFLOW_EXPERIMENT_NAME')
     if exp_name:
-      mlflow_hook = _get_mlflow_stop_hook(exp_name)
-      if mlflow_hook:
-        # Add the hook to options
-        if options.hooks is None:
-          options.hooks = {}
-        if 'Stop' not in options.hooks:
-          options.hooks['Stop'] = []
-        options.hooks['Stop'].append(HookMatcher(hooks=[mlflow_hook]))
-        logger.info('MLflow Stop hook added to agent options')
-
-    async def run_query():
-      """Run agent using query() for proper streaming."""
-      # Create prompt generator in the fresh event loop context
-      async def prompt_generator():
-        yield {'type': 'user', 'message': {'role': 'user', 'content': message}}
+      _setup_mlflow_autolog(exp_name)
 
+    async def run_client():
+      """Run agent using ClaudeSDKClient for streaming + MLflow tracing."""
       try:
         msg_count = 0
-        async for msg in query(prompt=prompt_generator(), options=options):
-          msg_count += 1
-          msg_type = type(msg).__name__
-          logger.info(f"[AGENT DEBUG] Received message #{msg_count}: {msg_type}")
-
-          # Log more details for specific message types
-          if hasattr(msg, 'content'):
-            content = msg.content
-            if isinstance(content, list):
-              block_types = [type(b).__name__ for b in content]
-              logger.info(f"[AGENT DEBUG]   Content blocks: {block_types}")
-          if hasattr(msg, 'is_error') and msg.is_error:
-            logger.error(f"[AGENT DEBUG]   is_error=True")
-          if hasattr(msg, 'session_id'):
-            logger.info(f"[AGENT DEBUG]   session_id={msg.session_id}")
-
-          # Check for cancellation before processing each message
-          if is_cancelled_fn():
-            logger.info("Agent cancelled by user request")
-            result_queue.put(('cancelled', None))
-            return
-          result_queue.put(('message', msg))
-        logger.info(f"[AGENT DEBUG] query() loop completed normally after {msg_count} messages")
+        async with ClaudeSDKClient(options=options) as client:
+          await client.query(message)
+          async for msg in client.receive_response():
+            msg_count += 1
+            msg_type = type(msg).__name__
+            logger.info(f"[AGENT] Message #{msg_count}: {msg_type}")
+
+            if is_cancelled_fn():
+              logger.info("Agent cancelled by user request")
+              result_queue.put(('cancelled', None))
+              return
+            result_queue.put(('message', msg))
+        logger.info(f"[AGENT] Completed after {msg_count} messages")
       except asyncio.CancelledError:
         logger.warning("Agent query was cancelled (asyncio.CancelledError)")
         result_queue.put(('error', Exception("Agent query cancelled - likely due to stream timeout or connection issue")))
@@ -294,7 +210,7 @@ async def prompt_generator():
         result_queue.put(('done', None))
 
     try:
-      loop.run_until_complete(run_query())
+      loop.run_until_complete(run_client())
     finally:
       loop.close()
 
@@ -355,7 +271,7 @@ async def stream_agent_response(
 ) -> AsyncIterator[dict]:
   """Stream Claude agent response with all event types.
 
-  Uses query() with custom MLflow Stop hook for tracing.
+  Uses ClaudeSDKClient with mlflow.anthropic.autolog() for tracing.
   Yields normalized event dicts for the frontend.
 
   Args:

From 3b12e729a8cfa058c02898040af19525d5152d98 Mon Sep 17 00:00:00 2001
From: scottDBX1886 <scott.johnson@databricks.com>
Date: Sun, 29 Mar 2026 22:59:08 -0400
Subject: [PATCH 3/5] final update to documentation

---
 databricks-builder-app/.env.example      | 37 +++---------------------
 databricks-builder-app/.gitignore        |  1 +
 databricks-builder-app/scripts/deploy.sh | 34 ++++++++++++----------
 3 files changed, 23 insertions(+), 49 deletions(-)

diff --git a/databricks-builder-app/.env.example b/databricks-builder-app/.env.example
index 17aadf7f..bba5ba94 100644
--- a/databricks-builder-app/.env.example
+++ b/databricks-builder-app/.env.example
@@ -102,37 +102,8 @@ MLFLOW_TRACKING_URI=databricks
 # DEPLOYMENT TO DATABRICKS APPS
 # =============================================================================
 #
-# To deploy this app to Databricks Apps:
+# The deploy script handles everything automatically:
+#   ./scripts/deploy.sh <app-name> --profile <your-profile>
 #
-# 1. Prerequisites:
-#    - Databricks CLI installed and configured (databricks auth login)
-#    - A Lakebase instance created in your workspace (autoscale or provisioned)
-#
-# 2. Create the app:
-#    databricks apps create <your-app-name>
-#
-# 3. Configure app.yaml:
-#    cp app.yaml.example app.yaml
-#    # Edit app.yaml — set LAKEBASE_ENDPOINT (autoscale) or
-#    # LAKEBASE_INSTANCE_NAME (provisioned) and your LLM model settings
-#
-# 4. Add Lakebase as an app resource (provisioned only — autoscale uses OAuth directly):
-#    databricks apps add-resource <your-app-name> \
-#      --resource-type database \
-#      --resource-name lakebase \
-#      --database-instance <your-lakebase-instance-name>
-#
-# 5. Grant table permissions to the app's service principal:
-#    (Run this SQL in a notebook or SQL editor after first deployment)
-#    
-#    GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA public 
-#      TO `<service-principal-id>`;
-#    GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA public 
-#      TO `<service-principal-id>`;
-#    ALTER DEFAULT PRIVILEGES IN SCHEMA public 
-#      GRANT ALL ON TABLES TO `<service-principal-id>`;
-#
-# 6. Deploy:
-#    ./scripts/deploy.sh <your-app-name>
-#
-# For more details, see the README.md
+# This provisions Lakebase, creates the app, grants permissions, and deploys.
+# See README.md for full details and options.
diff --git a/databricks-builder-app/.gitignore b/databricks-builder-app/.gitignore
index b930c87c..d48ef165 100644
--- a/databricks-builder-app/.gitignore
+++ b/databricks-builder-app/.gitignore
@@ -37,3 +37,4 @@ docs/TODO.md
 
 # OS
 .DS_Store
+uv.lock
diff --git a/databricks-builder-app/scripts/deploy.sh b/databricks-builder-app/scripts/deploy.sh
index 6bd7beaa..26298c09 100755
--- a/databricks-builder-app/scripts/deploy.sh
+++ b/databricks-builder-app/scripts/deploy.sh
@@ -326,28 +326,32 @@ else
   echo -e "  ${GREEN}✓${NC} Lakebase OAuth role created"
 fi
 
-# Grant PostgreSQL permissions via Python SDK + psycopg (no psql dependency)
+# Grant PostgreSQL permissions via Python (uses project venv — faster than uv run)
 echo "  Granting PostgreSQL permissions..."
 PROFILE_ENV=""
 if [ -n "$PROFILE" ]; then PROFILE_ENV="DATABRICKS_CONFIG_PROFILE=$PROFILE"; fi
 
-GRANT_OUTPUT=$(env $PROFILE_ENV uv run python3 << GRANT_PYEOF
-from databricks.sdk import WorkspaceClient
+# Use existing venv if available, fall back to uv run
+PYTHON_CMD="uv run python3"
+if [ -f "$PROJECT_DIR/.venv/bin/python3" ]; then
+  PYTHON_CMD="$PROJECT_DIR/.venv/bin/python3"
+fi
+
+GRANT_OUTPUT=$(env $PROFILE_ENV $PYTHON_CMD -c "
+import sys
 from urllib.parse import quote
+from databricks.sdk import WorkspaceClient
 import psycopg
 
 w = WorkspaceClient()
-endpoint_name = "${LAKEBASE_ENDPOINT}"
-endpoint = w.postgres.get_endpoint(name=endpoint_name)
-host = endpoint.status.hosts.host
-cred = w.postgres.generate_database_credential(endpoint=endpoint_name)
-username = w.current_user.me().user_name
-sp = "${SP_CLIENT_ID}"
-
-conn = psycopg.connect(f"postgresql://{quote(username, safe='')}:{cred.token}@{host}:5432/databricks_postgres?sslmode=require")
+ep = w.postgres.get_endpoint(name=sys.argv[1])
+cred = w.postgres.generate_database_credential(endpoint=sys.argv[1])
+user = w.current_user.me().user_name
+sp = sys.argv[2]
+
+conn = psycopg.connect(f'postgresql://{quote(user, safe="")}:{cred.token}@{ep.status.hosts.host}:5432/databricks_postgres?sslmode=require')
 conn.autocommit = True
 cur = conn.cursor()
-
 for sql in [
     f'GRANT CREATE ON DATABASE databricks_postgres TO "{sp}"',
     'CREATE SCHEMA IF NOT EXISTS builder_app',
@@ -359,12 +363,10 @@ for sql in [
     f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON SEQUENCES TO "{sp}"',
 ]:
     cur.execute(sql)
-
 cur.close()
 conn.close()
-print("OK")
-GRANT_PYEOF
-) || true
+print('OK')
+" "$LAKEBASE_ENDPOINT" "$SP_CLIENT_ID" 2>&1) || true
 
 if echo "$GRANT_OUTPUT" | grep -q "OK"; then
   echo -e "  ${GREEN}✓${NC} PostgreSQL permissions granted"

From fa09e2895016b8089f70d561ba54615527dbec7e Mon Sep 17 00:00:00 2001
From: scottDBX1886 <scott.johnson@databricks.com>
Date: Mon, 30 Mar 2026 08:10:09 -0400
Subject: [PATCH 4/5] update deploy for step 6

updated deploy.sh during testing phase, found issues with step 6 granting permissions to lakebase.
---
 databricks-builder-app/scripts/deploy.sh | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/databricks-builder-app/scripts/deploy.sh b/databricks-builder-app/scripts/deploy.sh
index 26298c09..b2f19647 100755
--- a/databricks-builder-app/scripts/deploy.sh
+++ b/databricks-builder-app/scripts/deploy.sh
@@ -349,18 +349,19 @@ cred = w.postgres.generate_database_credential(endpoint=sys.argv[1])
 user = w.current_user.me().user_name
 sp = sys.argv[2]
 
-conn = psycopg.connect(f'postgresql://{quote(user, safe="")}:{cred.token}@{ep.status.hosts.host}:5432/databricks_postgres?sslmode=require')
+conn = psycopg.connect(f'postgresql://{quote(user, safe=str())}:{cred.token}@{ep.status.hosts.host}:5432/databricks_postgres?sslmode=require')
 conn.autocommit = True
 cur = conn.cursor()
+q = chr(34)
 for sql in [
-    f'GRANT CREATE ON DATABASE databricks_postgres TO "{sp}"',
+    f'GRANT CREATE ON DATABASE databricks_postgres TO {q}{sp}{q}',
     'CREATE SCHEMA IF NOT EXISTS builder_app',
-    f'GRANT USAGE ON SCHEMA builder_app TO "{sp}"',
-    f'GRANT ALL PRIVILEGES ON SCHEMA builder_app TO "{sp}"',
-    f'GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA builder_app TO "{sp}"',
-    f'GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA builder_app TO "{sp}"',
-    f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON TABLES TO "{sp}"',
-    f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON SEQUENCES TO "{sp}"',
+    f'GRANT USAGE ON SCHEMA builder_app TO {q}{sp}{q}',
+    f'GRANT ALL PRIVILEGES ON SCHEMA builder_app TO {q}{sp}{q}',
+    f'GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA builder_app TO {q}{sp}{q}',
+    f'GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA builder_app TO {q}{sp}{q}',
+    f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON TABLES TO {q}{sp}{q}',
+    f'ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON SEQUENCES TO {q}{sp}{q}',
 ]:
     cur.execute(sql)
 cur.close()

From 98e5a3ea5ebd9af600b746af99e3bb4c138ab1ff Mon Sep 17 00:00:00 2001
From: scottDBX1886 <scott.johnson@databricks.com>
Date: Tue, 31 Mar 2026 10:19:25 -0400
Subject: [PATCH 5/5] update to local builder app deployment

changed the local deployment to a single script.
---
 README.md                                     |   4 +-
 databricks-builder-app/README.md              |  91 ++--
 .../scripts/{ => _legacy}/setup.sh            |   0
 .../scripts/{ => _legacy}/start_dev.sh        |   0
 databricks-builder-app/scripts/start_local.sh | 390 ++++++++++++++++++
 5 files changed, 421 insertions(+), 64 deletions(-)
 rename databricks-builder-app/scripts/{ => _legacy}/setup.sh (100%)
 rename databricks-builder-app/scripts/{ => _legacy}/start_dev.sh (100%)
 create mode 100755 databricks-builder-app/scripts/start_local.sh

diff --git a/README.md b/README.md
index 3ab380e2..3fd59659 100644
--- a/README.md
+++ b/README.md
@@ -149,9 +149,7 @@ cd ai-dev-kit/databricks-builder-app
 For local development:
 
 ```bash
-./scripts/setup.sh        # Install dependencies
-# Edit .env.local with your credentials
-./scripts/start_dev.sh    # Start locally at http://localhost:3000
+./scripts/start_local.sh --profile <your-profile>   # Everything in one command
 ```
 
 See [`databricks-builder-app/`](databricks-builder-app/) for full documentation.
diff --git a/databricks-builder-app/README.md b/databricks-builder-app/README.md
index 2be0ca57..b7a57645 100644
--- a/databricks-builder-app/README.md
+++ b/databricks-builder-app/README.md
@@ -213,88 +213,56 @@ projects/
   - Unity Catalog enabled (recommended)
 - PostgreSQL database (Lakebase) for project persistence — autoscale or provisioned
 
-### Quick Start
+### Quick Start (Local Development)
 
-#### 1. Run the Setup Script
-
-From the repository root:
+One command provisions Lakebase, installs all dependencies, and starts the app:
 
 ```bash
 cd databricks-builder-app
-./scripts/setup.sh
+./scripts/start_local.sh --profile <your-profile>
 ```
 
 This will:
+- Check prerequisites (uv, Node.js, npm, Databricks CLI v0.287.0+)
+- Get credentials from your Databricks CLI profile
+- Provision a Lakebase Autoscale database via DAB (if needed)
+- Generate `.env.local` with your workspace settings
+- Install backend and frontend dependencies
+- Install all Databricks skills (local + external)
+- Test the Lakebase connection
+- Start backend (http://localhost:8000) and frontend (http://localhost:3000)
 
-- Verify prerequisites (uv, Node.js, npm)
-- Create a `.env.local` file from `.env.example` (if one doesn't already exist)
-- Install backend Python dependencies via `uv sync`
-- Install sibling packages (`databricks-tools-core`, `databricks-mcp-server`)
-- Install frontend Node.js dependencies
-
-#### 2. Configure Your `.env.local` File
-
-> **You must do this before running the app.** The setup script creates a `.env.local` file from `.env.example`, but all values are placeholders. Open `.env.local` and fill in your actual values.
-
-The `.env.local` file is gitignored and will never be committed. At a minimum, you need to set these:
+#### Options
 
 ```bash
-# Required: Your Databricks workspace
-DATABRICKS_HOST=https://your-workspace.cloud.databricks.com
-DATABRICKS_TOKEN=dapi...
-
-# Required: Database for project persistence (pick ONE option)
-
-# Option A — Autoscale Lakebase (recommended, scales to zero):
-LAKEBASE_ENDPOINT=projects/<project-name>/branches/production/endpoints/primary
-LAKEBASE_DATABASE_NAME=databricks_postgres
-
-# Option B — Provisioned Lakebase (fixed capacity):
-# LAKEBASE_INSTANCE_NAME=your-lakebase-instance
-# LAKEBASE_DATABASE_NAME=databricks_postgres
-
-# Option C — Static connection URL (any type, simplest for local dev):
-# LAKEBASE_PG_URL=postgresql://user:password@host:5432/database?sslmode=require
-```
+# First time — everything from scratch
+./scripts/start_local.sh --profile dbx_shared_demo
 
-The app auto-detects the mode based on which variable is set:
-- `LAKEBASE_ENDPOINT` → autoscale mode (`client.postgres` API, host looked up automatically)
-- `LAKEBASE_INSTANCE_NAME` → provisioned mode (`client.database` API)
-- `LAKEBASE_PG_URL` → static URL mode (no OAuth token refresh)
+# Subsequent runs — fast (deps cached, Lakebase exists)
+./scripts/start_local.sh --profile dbx_shared_demo
 
-See `.env.example` for the full list of available settings including LLM provider, skills configuration, and MLflow tracing. The app loads `.env.local` (not `.env`) at startup.
+# Skip Lakebase provisioning
+./scripts/start_local.sh --profile dbx_shared_demo --skip-lakebase
 
-**Getting your Databricks token:**
-1. Go to your Databricks workspace
-2. Click your username → User Settings
-3. Go to Developer → Access Tokens → Generate New Token
-4. Copy the token value
+# Force reinstall all dependencies
+./scripts/start_local.sh --profile dbx_shared_demo --force-install
 
-#### 3. Start the Development Servers
+# Regenerate .env.local
+./scripts/start_local.sh --profile dbx_shared_demo --force-env
 
-```bash
-./scripts/start_dev.sh
-```
-
-This starts both the backend and frontend in one terminal.
-
-You can also start them separately if you prefer:
-
-```bash
-# Terminal 1 — Backend
-uvicorn server.app:app --reload --port 8000 --reload-dir server
-
-# Terminal 2 — Frontend
-cd client && npm run dev
+# Custom Lakebase project name
+./scripts/start_local.sh --profile dbx_shared_demo --lakebase-id my-custom-db
 ```
 
-#### 4. Access the App
+#### Access the App
 
 - **Frontend**: <http://localhost:3000>
 - **Backend API**: <http://localhost:8000>
 - **API Docs**: <http://localhost:8000/docs>
 
-#### 5. (Optional) Configure Claude via Databricks Model Serving
+Press `Ctrl+C` to stop both servers.
+
+#### (Optional) Configure Claude via Databricks Model Serving
 
 If you're routing Claude API calls through Databricks Model Serving instead of directly to Anthropic, create `.claude/settings.json` in the **repository root** (not in the app directory):
 
@@ -446,7 +414,8 @@ databricks-builder-app/
 │   └── package.json
 ├── alembic/               # Database migrations
 ├── scripts/               # Utility scripts
-│   └── start_dev.sh       # Development startup
+│   ├── start_local.sh     # Local development (one command)
+│   └── _legacy/            # Old setup.sh and start_dev.sh
 ├── skills/                # Cached skills (gitignored)
 ├── projects/              # Project working directories (gitignored)
 ├── pyproject.toml         # Python dependencies
diff --git a/databricks-builder-app/scripts/setup.sh b/databricks-builder-app/scripts/_legacy/setup.sh
similarity index 100%
rename from databricks-builder-app/scripts/setup.sh
rename to databricks-builder-app/scripts/_legacy/setup.sh
diff --git a/databricks-builder-app/scripts/start_dev.sh b/databricks-builder-app/scripts/_legacy/start_dev.sh
similarity index 100%
rename from databricks-builder-app/scripts/start_dev.sh
rename to databricks-builder-app/scripts/_legacy/start_dev.sh
diff --git a/databricks-builder-app/scripts/start_local.sh b/databricks-builder-app/scripts/start_local.sh
new file mode 100755
index 00000000..7b50baa0
--- /dev/null
+++ b/databricks-builder-app/scripts/start_local.sh
@@ -0,0 +1,390 @@
+#!/bin/bash
+# Unified local development script for Databricks Builder App
+# One command: provisions Lakebase, installs deps, configures env, starts servers
+
+set -e
+
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BLUE='\033[0;34m'
+NC='\033[0m'
+
+MIN_CLI_VERSION="0.287.0"
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+PROJECT_DIR="$(dirname "$SCRIPT_DIR")"
+REPO_ROOT="$(dirname "$PROJECT_DIR")"
+
+PROFILE="${PROFILE:-}"
+SKIP_LAKEBASE="${SKIP_LAKEBASE:-false}"
+FORCE_ENV="${FORCE_ENV:-false}"
+FORCE_INSTALL="${FORCE_INSTALL:-false}"
+LAKEBASE_PROJECT_ID="${LAKEBASE_PROJECT_ID:-builder-app-db}"
+
+usage() {
+  echo "Usage: $0 --profile <profile> [options]"
+  echo ""
+  echo "Start the Builder App locally. On first run, provisions Lakebase,"
+  echo "installs dependencies, and generates .env.local automatically."
+  echo ""
+  echo "Options:"
+  echo "  --profile PROFILE     Databricks CLI profile (required)"
+  echo "  --skip-lakebase       Skip Lakebase provisioning"
+  echo "  --force-env           Regenerate .env.local even if it exists"
+  echo "  --force-install       Reinstall all dependencies"
+  echo "  --lakebase-id ID      Lakebase project ID (default: builder-app-db)"
+  echo "  -h, --help            Show this help message"
+  echo ""
+  echo "Example:"
+  echo "  $0 --profile dbx_shared_demo"
+  echo "  $0 --profile dbx_shared_demo --skip-lakebase --skip-skills"
+}
+
+while [[ $# -gt 0 ]]; do
+  case $1 in
+    -h|--help) usage; exit 0 ;;
+    --profile) PROFILE="$2"; shift 2 ;;
+    --skip-lakebase) SKIP_LAKEBASE=true; shift ;;
+    --force-env) FORCE_ENV=true; shift ;;
+    --force-install) FORCE_INSTALL=true; shift ;;
+    --lakebase-id) LAKEBASE_PROJECT_ID="$2"; shift 2 ;;
+    -*) echo -e "${RED}Error: Unknown option $1${NC}"; usage; exit 1 ;;
+    *) echo -e "${RED}Error: Unexpected argument $1${NC}"; usage; exit 1 ;;
+  esac
+done
+
+if [ -z "$PROFILE" ]; then
+  echo -e "${RED}Error: --profile is required${NC}"; echo ""; usage; exit 1
+fi
+
+LAKEBASE_ENDPOINT="projects/${LAKEBASE_PROJECT_ID}/branches/production/endpoints/primary"
+
+echo -e "${BLUE}╔════════════════════════════════════════════════════════════╗${NC}"
+echo -e "${BLUE}║       Databricks Builder App — Local Dev                   ║${NC}"
+echo -e "${BLUE}╚════════════════════════════════════════════════════════════╝${NC}"
+echo ""
+echo -e "  Profile:           ${GREEN}${PROFILE}${NC}"
+echo -e "  Lakebase ID:       ${LAKEBASE_PROJECT_ID}"
+echo ""
+
+TOTAL_STEPS=10
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 1: Check prerequisites
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[1/${TOTAL_STEPS}] Checking prerequisites...${NC}"
+
+if ! command -v uv &> /dev/null; then
+  echo -e "${RED}Error: uv not found. Install: curl -LsSf https://astral.sh/uv/install.sh | sh${NC}"; exit 1
+fi
+echo -e "  ${GREEN}✓${NC} uv"
+
+if ! command -v node &> /dev/null; then
+  echo -e "${RED}Error: Node.js not found. Install 18+ from https://nodejs.org/${NC}"; exit 1
+fi
+NODE_VERSION=$(node -v | sed 's/v//' | cut -d. -f1)
+if [ "$NODE_VERSION" -lt 18 ]; then
+  echo -e "${RED}Error: Node.js 18+ required (found $(node -v))${NC}"; exit 1
+fi
+echo -e "  ${GREEN}✓${NC} Node.js $(node -v)"
+
+if ! command -v npm &> /dev/null; then
+  echo -e "${RED}Error: npm not found${NC}"; exit 1
+fi
+echo -e "  ${GREEN}✓${NC} npm"
+
+if ! command -v databricks &> /dev/null; then
+  echo -e "${RED}Error: Databricks CLI not found${NC}"; exit 1
+fi
+cli_version=$(databricks --version 2>/dev/null | grep -oE '[0-9]+\.[0-9]+\.[0-9]+' | head -1)
+if [ -n "$cli_version" ]; then
+  if printf '%s\n%s' "$MIN_CLI_VERSION" "$cli_version" | sort -V -C; then
+    echo -e "  ${GREEN}✓${NC} Databricks CLI v${cli_version}"
+  else
+    echo -e "${RED}Error: CLI v${cli_version} too old (need v${MIN_CLI_VERSION}+)${NC}"; exit 1
+  fi
+fi
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 2: Get credentials from profile
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[2/${TOTAL_STEPS}] Getting credentials from profile '${PROFILE}'...${NC}"
+
+WORKSPACE_HOST=$(databricks auth describe --profile "$PROFILE" --output json 2>/dev/null | python3 -c "
+import sys, json; data = json.load(sys.stdin)
+print(data.get('host', '') or data.get('details', {}).get('host', ''))
+" 2>/dev/null || echo "")
+if [ -z "$WORKSPACE_HOST" ]; then
+  echo -e "${RED}Error: Could not determine workspace from profile '${PROFILE}'${NC}"; exit 1
+fi
+
+DATABRICKS_TOKEN=$(databricks auth token --profile "$PROFILE" 2>/dev/null | python3 -c "
+import sys, json; data = json.load(sys.stdin)
+print(data.get('access_token', data.get('token', '')))
+" 2>/dev/null || echo "")
+if [ -z "$DATABRICKS_TOKEN" ]; then
+  echo -e "${RED}Error: Could not get token from profile '${PROFILE}'. Run: databricks auth login --profile ${PROFILE}${NC}"; exit 1
+fi
+
+CURRENT_USER=$(databricks current-user me --profile "$PROFILE" --output json 2>/dev/null | python3 -c "
+import sys, json; data = json.load(sys.stdin)
+print(data.get('userName', data.get('user_name', '')))
+" 2>/dev/null || echo "")
+if [ -z "$CURRENT_USER" ]; then
+  echo -e "${RED}Error: Could not determine current user${NC}"; exit 1
+fi
+
+echo -e "  Workspace: ${WORKSPACE_HOST}"
+echo -e "  User:      ${CURRENT_USER}"
+echo -e "  ${GREEN}✓${NC} Credentials obtained"
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 3: Deploy Lakebase via DAB
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[3/${TOTAL_STEPS}] Provisioning Lakebase...${NC}"
+
+if [ "$SKIP_LAKEBASE" = true ]; then
+  echo -e "  ${GREEN}✓${NC} Skipped (--skip-lakebase)"
+else
+  cd "$PROJECT_DIR"
+  databricks bundle deploy --profile "$PROFILE" --var "lakebase_project_id=${LAKEBASE_PROJECT_ID}" 2>&1
+  echo -e "  ${GREEN}✓${NC} Lakebase project '${LAKEBASE_PROJECT_ID}' ready"
+fi
+cd "$PROJECT_DIR"
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 4: Generate .env.local
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[4/${TOTAL_STEPS}] Configuring .env.local...${NC}"
+
+if [ -f "$PROJECT_DIR/.env.local" ] && [ "$FORCE_ENV" != true ]; then
+  # Always refresh the token in existing .env.local
+  # Always update host and token to match current profile
+  sed -i '' "s|^DATABRICKS_HOST=.*|DATABRICKS_HOST=${WORKSPACE_HOST}|" "$PROJECT_DIR/.env.local"
+  sed -i '' "s|^DATABRICKS_TOKEN=.*|DATABRICKS_TOKEN=${DATABRICKS_TOKEN}|" "$PROJECT_DIR/.env.local"
+  sed -i '' "s|^LAKEBASE_ENDPOINT=.*|LAKEBASE_ENDPOINT=${LAKEBASE_ENDPOINT}|" "$PROJECT_DIR/.env.local"
+  echo -e "  ${GREEN}✓${NC} Updated host, token, and endpoint from profile '${PROFILE}'"
+else
+  cat > "$PROJECT_DIR/.env.local" << ENVEOF
+DATABRICKS_HOST=${WORKSPACE_HOST}
+DATABRICKS_TOKEN=${DATABRICKS_TOKEN}
+LAKEBASE_ENDPOINT=${LAKEBASE_ENDPOINT}
+LAKEBASE_DATABASE_NAME=databricks_postgres
+LLM_PROVIDER=DATABRICKS
+DATABRICKS_MODEL=databricks-meta-llama-3-3-70b-instruct
+DATABRICKS_MODEL_MINI=databricks-gemini-3-flash
+ENABLED_SKILLS=
+SKILLS_ONLY_MODE=false
+ENV=development
+PROJECTS_BASE_DIR=./projects
+CLAUDE_CODE_STREAM_CLOSE_TIMEOUT=3600000
+MLFLOW_TRACKING_URI=databricks
+MLFLOW_EXPERIMENT_NAME=/Workspace/Users/${CURRENT_USER}/builder_app_local_traces
+ENVEOF
+  echo -e "  ${GREEN}✓${NC} Generated .env.local"
+fi
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 5: Install backend dependencies
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[5/${TOTAL_STEPS}] Installing backend dependencies...${NC}"
+
+cd "$PROJECT_DIR"
+if [ -d ".venv" ] && [ "$FORCE_INSTALL" != true ]; then
+  echo -e "  ${GREEN}✓${NC} Venv exists (use --force-install to reinstall)"
+else
+  uv sync --quiet
+  echo -e "  ${GREEN}✓${NC} Backend dependencies installed"
+fi
+
+if [ -d "$REPO_ROOT/databricks-tools-core" ] && [ -d "$REPO_ROOT/databricks-mcp-server" ]; then
+  uv pip install -e "$REPO_ROOT/databricks-tools-core" -e "$REPO_ROOT/databricks-mcp-server" --quiet 2>/dev/null
+  echo -e "  ${GREEN}✓${NC} Sibling packages installed"
+else
+  echo -e "  ${YELLOW}⚠${NC} Sibling packages not found at repo root"
+fi
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 6: Install frontend dependencies
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[6/${TOTAL_STEPS}] Installing frontend dependencies...${NC}"
+
+cd "$PROJECT_DIR/client"
+if [ -d "node_modules" ] && [ "$FORCE_INSTALL" != true ]; then
+  echo -e "  ${GREEN}✓${NC} node_modules exists (use --force-install to reinstall)"
+else
+  npm install --silent 2>/dev/null || npm install
+  echo -e "  ${GREEN}✓${NC} Frontend dependencies installed"
+fi
+cd "$PROJECT_DIR"
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 7: Install skills
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[7/${TOTAL_STEPS}] Installing skills...${NC}"
+
+# Run install_skills.sh from the project dir — installs to .claude/skills/
+INSTALL_SKILLS_SCRIPT="$REPO_ROOT/databricks-skills/install_skills.sh"
+
+if [ ! -f "$INSTALL_SKILLS_SCRIPT" ]; then
+  echo -e "  ${YELLOW}⚠${NC} install_skills.sh not found — using existing skills only"
+else
+  # Run from PROJECT_DIR so skills install to databricks-builder-app/.claude/skills/
+  cd "$PROJECT_DIR"
+  bash "$INSTALL_SKILLS_SCRIPT"
+  cd "$PROJECT_DIR"
+fi
+
+# Scan skills from .claude/skills/ (where install_skills.sh puts them)
+# and from ../databricks-skills/ (local repo skills) — union of both
+SKILL_NAMES=""
+SKILL_COUNT=0
+for skills_root in "$PROJECT_DIR/.claude/skills" "$REPO_ROOT/databricks-skills"; do
+  [ -d "$skills_root" ] || continue
+  for skill_dir in "$skills_root"/*/; do
+    [ -d "$skill_dir" ] || continue
+    if [ -f "$skill_dir/SKILL.md" ]; then
+      name=$(basename "$skill_dir")
+      # Avoid duplicates
+      if ! echo ",$SKILL_NAMES," | grep -q ",$name,"; then
+        if [ -n "$SKILL_NAMES" ]; then SKILL_NAMES="${SKILL_NAMES},${name}"; else SKILL_NAMES="${name}"; fi
+        SKILL_COUNT=$((SKILL_COUNT + 1))
+      fi
+    fi
+  done
+done
+if [ -n "$SKILL_NAMES" ] && [ -f "$PROJECT_DIR/.env.local" ]; then
+  sed -i '' "s|^ENABLED_SKILLS=.*|ENABLED_SKILLS=${SKILL_NAMES}|" "$PROJECT_DIR/.env.local"
+fi
+echo -e "  ${GREEN}✓${NC} ${SKILL_COUNT} skills available"
+echo ""
+
+# Step 8: Test Lakebase connection
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[8/${TOTAL_STEPS}] Testing Lakebase connection...${NC}"
+
+PYTHON_CMD="$PROJECT_DIR/.venv/bin/python3"
+if [ ! -f "$PYTHON_CMD" ]; then PYTHON_CMD="uv run python3"; fi
+
+DB_TEST_OUTPUT=$(DATABRICKS_CONFIG_PROFILE="$PROFILE" $PYTHON_CMD -c "
+import sys
+from urllib.parse import quote
+from databricks.sdk import WorkspaceClient
+import psycopg
+
+w = WorkspaceClient()
+ep = w.postgres.get_endpoint(name=sys.argv[1])
+cred = w.postgres.generate_database_credential(endpoint=sys.argv[1])
+user = w.current_user.me().user_name
+
+conn = psycopg.connect(f'postgresql://{quote(user, safe=str())}:{cred.token}@{ep.status.hosts.host}:5432/databricks_postgres?sslmode=require')
+conn.autocommit = True
+cur = conn.cursor()
+
+# Test basic connectivity
+cur.execute('SELECT 1')
+print('CONNECTED')
+
+# Test schema access
+try:
+    cur.execute('CREATE SCHEMA IF NOT EXISTS builder_app')
+    cur.execute('SET search_path TO builder_app, public')
+    cur.execute('SELECT 1')
+    print('SCHEMA_OK')
+except Exception as e:
+    print(f'SCHEMA_DENIED:{e}')
+
+cur.close()
+conn.close()
+" "$LAKEBASE_ENDPOINT" 2>&1) || true
+
+if echo "$DB_TEST_OUTPUT" | grep -q "CONNECTED"; then
+  echo -e "  ${GREEN}✓${NC} Connected to Lakebase"
+else
+  echo -e "  ${RED}✗${NC} Could not connect to Lakebase"
+  echo "    $DB_TEST_OUTPUT"
+  echo ""
+  echo -e "  ${YELLOW}If compute is waking from scale-to-zero, wait 30s and retry.${NC}"
+  exit 1
+fi
+
+if echo "$DB_TEST_OUTPUT" | grep -q "SCHEMA_OK"; then
+  echo -e "  ${GREEN}✓${NC} Schema access verified"
+else
+  echo -e "  ${RED}✗${NC} Permission denied on builder_app schema"
+  echo ""
+  echo -e "  ${YELLOW}Ask the Lakebase project owner to run these grants:${NC}"
+  echo ""
+  echo "    GRANT CREATE ON DATABASE databricks_postgres TO \"${CURRENT_USER}\";"
+  echo "    CREATE SCHEMA IF NOT EXISTS builder_app;"
+  echo "    GRANT USAGE ON SCHEMA builder_app TO \"${CURRENT_USER}\";"
+  echo "    GRANT ALL PRIVILEGES ON SCHEMA builder_app TO \"${CURRENT_USER}\";"
+  echo "    GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA builder_app TO \"${CURRENT_USER}\";"
+  echo "    GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA builder_app TO \"${CURRENT_USER}\";"
+  echo "    ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON TABLES TO \"${CURRENT_USER}\";"
+  echo "    ALTER DEFAULT PRIVILEGES IN SCHEMA builder_app GRANT ALL ON SEQUENCES TO \"${CURRENT_USER}\";"
+  echo ""
+  exit 1
+fi
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 9: Kill stale processes
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[9/${TOTAL_STEPS}] Checking for stale processes...${NC}"
+
+for PORT in 8000 3000; do
+  PID=$(lsof -ti:$PORT 2>/dev/null || true)
+  if [ -n "$PID" ]; then
+    PROC=$(ps -p $PID -o comm= 2>/dev/null || echo "unknown")
+    echo -e "  ${YELLOW}Killing${NC} PID $PID ($PROC) on port $PORT"
+    kill -9 $PID 2>/dev/null || true
+  fi
+done
+sleep 1
+echo -e "  ${GREEN}✓${NC} Ports 8000 and 3000 clear"
+echo ""
+
+# ─────────────────────────────────────────────────────────────────────────────
+# Step 10: Start servers
+# ─────────────────────────────────────────────────────────────────────────────
+echo -e "${YELLOW}[10/${TOTAL_STEPS}] Starting servers...${NC}"
+
+cleanup() {
+  echo ""
+  echo -e "${YELLOW}Shutting down servers...${NC}"
+  kill $(jobs -p) 2>/dev/null || true
+  exit 0
+}
+trap cleanup SIGINT SIGTERM
+
+cd "$PROJECT_DIR"
+echo -e "  Starting backend on ${GREEN}http://localhost:8000${NC}..."
+uv run uvicorn server.app:app --reload --port 8000 --reload-dir server &
+sleep 2
+
+echo -e "  Starting frontend on ${GREEN}http://localhost:3000${NC}..."
+cd client
+npm run dev &
+cd "$PROJECT_DIR"
+
+echo ""
+echo -e "${GREEN}╔════════════════════════════════════════════════════════════╗${NC}"
+echo -e "${GREEN}║                    App Running!                            ║${NC}"
+echo -e "${GREEN}╚════════════════════════════════════════════════════════════╝${NC}"
+echo ""
+echo -e "  Frontend: ${GREEN}http://localhost:3000${NC}"
+echo -e "  Backend:  ${GREEN}http://localhost:8000${NC}"
+echo -e "  API Docs: ${GREEN}http://localhost:8000/docs${NC}"
+echo ""
+echo -e "  Press ${YELLOW}Ctrl+C${NC} to stop"
+echo ""
+
+wait