diff --git a/.devcontainer/post_create_command.sh b/.devcontainer/post_create_command.sh
index 9ef2e886..8bbe9382 100755
--- a/.devcontainer/post_create_command.sh
+++ b/.devcontainer/post_create_command.sh
@@ -10,7 +10,7 @@ cd /opt/dagster/app
 # install requirements-dev.txt if it exists
 if [ -f requirements-dev.txt ]; then
     echo "Installing requirements-dev.txt..."
-    pip install -r requirements-dev.txt
+    pip install -c constraints.txt -r requirements-dev.txt
 else
     echo "requirements-dev.txt not found, skipping..."
 fi
diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 00000000..86198660
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,19 @@
+.git
+.venv
+venv
+**/__pycache__
+**/*.pyc
+.env
+.env.*
+.sesskey
+**/node_modules
+**/.docusaurus
+**/build
+dist
+*.egg-info
+tmpdata
+models
+dagster_home/history
+dagster_home/storage
+dagster_home/logs
+dagster_home/schedules
diff --git a/.github/workflows/deploy-docs-site.yaml b/.github/workflows/deploy-docs-site.yaml
index 1a4a14ed..b22cbea5 100644
--- a/.github/workflows/deploy-docs-site.yaml
+++ b/.github/workflows/deploy-docs-site.yaml
@@ -23,21 +23,21 @@ jobs:
       run:
         working-directory: docs
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v7
 
       - name: Setup Node
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@v7
         with:
-          node-version: "20"
+          node-version: "24"
 
       - name: Install dependencies
-        run: yarn install --frozen-lockfile
+        run: npm ci
 
       - name: Build website
-        run: yarn build
+        run: npm run build
 
       - name: Deploy to GitHub Pages
-        uses: peaceiris/actions-gh-pages@v3
+        uses: peaceiris/actions-gh-pages@v4
         if: ${{ github.ref == 'refs/heads/main' }}
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/pre-commit.yaml b/.github/workflows/pre-commit.yaml
index fe327088..ebeb71d0 100644
--- a/.github/workflows/pre-commit.yaml
+++ b/.github/workflows/pre-commit.yaml
@@ -13,18 +13,18 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       # in case of PR, check out the PR's head branch
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v7
         if: github.event_name == 'pull_request_target'
         with:
           ref: ${{ github.event.pull_request.head.sha }}
 
       # in case of push, check out the main branch
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v7
         if: github.event_name != 'pull_request_target'
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v7
         with:
-          python-version: "3.11"
+          python-version: "3.12"
           cache: "pip"
           cache-dependency-path: "**/requirements*.txt"
       - uses: pre-commit/action@v3.0.0
diff --git a/.github/workflows/pytest.yaml b/.github/workflows/pytest.yaml
index 1c671c0a..52e1c28a 100644
--- a/.github/workflows/pytest.yaml
+++ b/.github/workflows/pytest.yaml
@@ -12,21 +12,21 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
       with:
         token: ${{ secrets.GITHUB_TOKEN }}
 
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v4
+    - name: Set up Python 3.12
+      uses: actions/setup-python@v7
       with:
-        python-version: "3.11"
+        python-version: "3.12"
 
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
         pip install pytest pytest-cov
-        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
-        if [ -f requirements-dev.txt ]; then pip install -r requirements-dev.txt; fi
+        if [ -f requirements.txt ]; then pip install -c constraints.txt -r requirements.txt -r requirements-dashboard.txt; fi
+        if [ -f requirements-dev.txt ]; then pip install -c constraints.txt -r requirements-dev.txt; fi
 
     - name: Test with pytest and generate coverage
       run: |
@@ -95,7 +95,7 @@ jobs:
 
     - name: Comment PR with coverage
       if: github.event_name == 'pull_request'
-      uses: actions/github-script@v6
+      uses: actions/github-script@v9
       with:
         script: |
           const coverage = '${{ steps.coverage.outputs.percentage }}';
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6d60da1e..ed640aef 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v6.0.0
     hooks:
       - id: check-ast
       - id: check-case-conflict
@@ -16,8 +16,8 @@ repos:
         args: ["--markdown-linebreak-ext=md"]
 # isort removed - ruff handles import sorting now
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.4
+    rev: v0.16.6
     hooks:
-      - id: ruff
+      - id: ruff-check
         args: ["--fix"]
       - id: ruff-format
diff --git a/ARCHITECTURE.md b/ARCHITECTURE.md
index d39aa0d9..48a6cdba 100644
--- a/ARCHITECTURE.md
+++ b/ARCHITECTURE.md
@@ -471,7 +471,7 @@ services:
     command: dagster code-server start -h 0.0.0.0 -p 4000 -f anomstack/main.py
     ports:
       - "4000:4000"
-  
+
   dagster_webserver:
     image: anomstack_dagster:latest
     depends_on:
diff --git a/CLAUDE.md b/CLAUDE.md
index 38307deb..ea31dd8b 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -205,4 +205,4 @@ The `metrics/examples/` directory contains ready-to-use examples:
 
 When adding new metrics, follow existing patterns in examples and ensure proper `.yaml` configuration with required fields like `metric_batch`, `db`, and cron schedules.
 
-Use `make run-example EXAMPLE=<name>` to test individual examples or `make list-examples` to see all available examples.
\ No newline at end of file
+Use `make run-example EXAMPLE=<name>` to test individual examples or `make list-examples` to see all available examples.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 87ed3f16..21298389 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -78,7 +78,7 @@ We want your work to be readable by others; therefore, we encourage you to note
   The following are considered to be bad and may be requested to be improved:
 
   ```python
-  x = x + 2	# increased by 2
+  x = x + 2  # increased by 2
   ```
 
   This is too trivial. Comments are expected to be explanatory. For comments, you can write them above, on or below a line of code, as long as you are consistent within the same piece of code.
@@ -118,7 +118,7 @@ We want your work to be readable by others; therefore, we encourage you to note
   The use of the Python built-in `input()` function is __not__ encouraged:
 
   ```python
-  input('Enter your input:')
+  input("Enter your input:")
   # Or even worse...
   input = eval(input("Enter your input: "))
   ```
diff --git a/DOCKER.md b/DOCKER.md
index 4a871e6c..2ba1b960 100644
--- a/DOCKER.md
+++ b/DOCKER.md
@@ -44,7 +44,7 @@ make docker
   - `anomstack_metrics_duckdb:/data` (DuckDB data)
   - `./dagster_home:/opt/dagster/dagster_home` (Dagster storage - includes SQLite)
 
-### 2. Dagster Daemon (`anomstack_daemon`) 
+### 2. Dagster Daemon (`anomstack_daemon`)
 - **Image**: Built locally from `docker/Dockerfile.dagster`
 - **Purpose**: Background process for scheduling and run execution
 - **Restart Policy**: `on-failure`
diff --git a/LOCAL_DEVELOPMENT.md b/LOCAL_DEVELOPMENT.md
new file mode 100644
index 00000000..b909c843
--- /dev/null
+++ b/LOCAL_DEVELOPMENT.md
@@ -0,0 +1,46 @@
+# Local development
+
+Use Python 3.12 and [uv](https://docs.astral.sh/uv/). From the repository root:
+
+```sh
+make setup-local
+make stack
+```
+
+The dashboard runs at http://localhost:8080 and Dagster at http://localhost:3000.
+Keep the command running; Ctrl-C stops both services and their child processes.
+The first start seeds 72 hours of synthetic metrics, scores, and alerts. Later starts
+reuse the database. Runtime files live in ignored `tmpdata/local-stack/`.
+
+This setup uses the `python_ingest_simple` example, local DuckDB, and separate
+Dagster history. It does not load the repository's `.env`; email and Slack alert
+methods are empty. Schedules start stopped. Start jobs manually in Dagster as needed.
+The example configuration is refreshed from the repository on each start.
+
+Dashboard code is loaded from the working tree. Restart `make stack` after changes.
+For the existing environment and full metric configuration, the older `make local`
+and dashboard targets remain available.
+
+## Validation and dependency updates
+
+```sh
+make test-local
+cd docs
+npm ci
+npm run build
+```
+
+`make test-local` uses the CI test mode, which skips live third-party API checks.
+To run those as well, use `.venv/bin/python -m pytest tests/`; some require credentials.
+
+The Python runtime and development dependency set is recorded in `constraints.txt` and used by local
+setup, CI, and Docker builds. To resolve newer compatible versions:
+
+```sh
+make update-dependencies
+make setup-local
+make test-local
+```
+
+Review compatibility and smoke-test both services before releasing. The docs site
+uses npm and `package-lock.json` as its dependency lock. Use Node.js 24 LTS.
diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 00000000..9619dda5
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,3 @@
+include requirements.txt
+recursive-include anomstack *.sql *.jinja *.jinja2 *.yaml
+recursive-include dashboard/static *
diff --git a/Makefile b/Makefile
index be3bb368..78a9a487 100644
--- a/Makefile
+++ b/Makefile
@@ -30,7 +30,7 @@ dev:
 # DOCKER OPERATIONS
 # =============================================================================
 
-.PHONY: docker docker-dev docker-smart docker-build docker-dev-build docker-clean 
+.PHONY: docker docker-dev docker-smart docker-build docker-dev-build docker-clean
 .PHONY: docker-logs docker-logs-code docker-logs-dagit docker-logs-daemon docker-logs-dashboard
 .PHONY: docker-shell-code docker-shell-dagit docker-shell-dashboard docker-restart-dashboard docker-restart-code docker-restart reload-config enable-auto-reload enable-config-watcher
 .PHONY: docker-stop docker-down docker-rm docker-prune
@@ -51,7 +51,7 @@ docker-dev:
 
 # build docker images locally
 docker-build:
-	docker build -f docker/Dockerfile.dagster_consolidated -t anomstack_consolidated_image .
+	docker build -f docker/Dockerfile.dagster -t anomstack_consolidated_image .
 	docker build -f docker/Dockerfile.anomstack_dashboard -t anomstack_dashboard_image .
 
 # build docker images for development
@@ -515,3 +515,18 @@ docker-dev-env:
 # stop docker containers
 docker-stop:
 	docker compose -f docker-compose.yaml -f docker-compose.dev.yaml down
+
+# Reproducible Python 3.12 development environment (requires uv).
+.PHONY: setup-local stack test-local update-dependencies
+setup-local:
+	uv venv --python 3.12 --allow-existing .venv
+	uv pip install --python .venv/bin/python -c constraints.txt -r requirements.txt -r requirements-dashboard.txt -r requirements-dev.txt
+
+stack:
+	.venv/bin/python scripts/development/local_stack.py
+
+test-local:
+	CI=true .venv/bin/python -m pytest tests/
+
+update-dependencies:
+	uv pip compile requirements.txt requirements-dashboard.txt requirements-dev.txt --no-emit-package anomstack --universal --upgrade --python-version 3.12 -o constraints.txt
diff --git a/README.md b/README.md
index 41374e36..43a052d8 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,5 @@
+> Returning to the project? See [Local development](LOCAL_DEVELOPMENT.md) for reproducible setup and a local stack with sample data.
+
 # Anomstack
 
 [![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://codespaces.new/andrewm4894/anomstack)
diff --git a/RELEASE_NOTES.md b/RELEASE_NOTES.md
new file mode 100644
index 00000000..243e8ba0
--- /dev/null
+++ b/RELEASE_NOTES.md
@@ -0,0 +1,34 @@
+# Anomstack 0.0.20
+
+Maintenance release to refresh dependencies and restore a repeatable local development workflow.
+
+## Changes
+
+- Add `make setup-local`, `make stack`, and `make test-local` for Python 3.12 development.
+- Start an isolated dashboard and Dagster instance with 72 hours of synthetic DuckDB data. Production maintenance jobs are excluded, dotenv loading is disabled, and example schedules start stopped.
+- Resolve and lock compatible runtime and development dependencies across platforms in `constraints.txt`; use the same constraints in local setup, CI, and Docker builds.
+- Update Dagster to 1.13.21, PyOD to 3.6.5, scikit-learn to 1.9.0, NumPy to 2.5.2, FastHTML to 0.14.13, MonsterUI to 1.0.47, and Plotly to 7.0.0. Replace PyOD's moving Git reference with its stable package and remove the obsolete `dagit` dependency.
+- Match the browser's Plotly JavaScript version to the installed Python package and fix negative pagination labels for small metric batches.
+- Update Docusaurus to 3.10.2 and React to 19.2.8, standardize docs on npm, and refresh transitive dependencies. Use Node.js 24 LTS for docs.
+- Update GitHub Actions and pre-commit hooks, apply repository formatting, fix recursive pytest collection, and make LLM tests independent of local provider settings.
+- Unify package and dashboard version reporting, repair source-distribution packaging, and correct the Docker build target.
+
+## Upgrade
+
+Run `make setup-local`, then `make stack`. See [Local development](LOCAL_DEVELOPMENT.md).
+Existing trained model artifacts should be retrained with the upgraded NumPy/scikit-learn/PyOD stack before scoring production metrics.
+
+## Validation
+
+- Python CI-mode suite: 209 passed, 13 skipped (live external API tests and an existing skip).
+- Full repository pre-commit checks passed.
+- Real local ingest, PCA/KNN training for five metrics, and scoring completed successfully.
+- Dashboard health, metric charts, and Dagster code-location loading verified locally.
+- Python source archive and wheel built successfully.
+- Docs production build passed; npm audit is down to 18 high findings, all originating from the unpatched `image-size` dependency.
+- Linux ARM dashboard Docker image built successfully.
+
+## Known limitations
+
+- CoinDesk's live example endpoint returned HTTP 401 without API credentials. The CI-mode test suite skips live external API checks; those integrations have not all been verified against live services.
+- npm reports upstream `image-size` parser denial-of-service advisories, with no patched release available at the time of this update. This dependency belongs to the docs image-processing/build toolchain. Only build trusted documentation assets. See [GHSA-w3rx-r6r6-pgpr](https://github.com/advisories/GHSA-w3rx-r6r6-pgpr) and [GHSA-5p2g-fcmc-qvqq](https://github.com/advisories/GHSA-5p2g-fcmc-qvqq).
diff --git a/anomstack/__init__.py b/anomstack/__init__.py
index e69de29b..040835a6 100644
--- a/anomstack/__init__.py
+++ b/anomstack/__init__.py
@@ -0,0 +1 @@
+__version__ = "0.0.20"
diff --git a/anomstack/alerts/asciiart.py b/anomstack/alerts/asciiart.py
index 50a67da9..01750833 100644
--- a/anomstack/alerts/asciiart.py
+++ b/anomstack/alerts/asciiart.py
@@ -510,7 +510,7 @@ def make_alert_message(
             if i <= 1:
                 message += "\n" + line
             else:
-                message += "\n" + f"t={0-i+2}".ljust(6, " ") + line
+                message += "\n" + f"t={0 - i + 2}".ljust(6, " ") + line
         message += f"""
         <pre><code>{message}</code></pre>
         """
diff --git a/anomstack/alerts/slack.py b/anomstack/alerts/slack.py
index 4ab10a15..fff04b94 100644
--- a/anomstack/alerts/slack.py
+++ b/anomstack/alerts/slack.py
@@ -73,7 +73,7 @@ def send_alert_slack(
     slack_token = os.environ.get("ANOMSTACK_SLACK_BOT_TOKEN")
     if not slack_token:
         raise ValueError(
-            ("Slack bot token not found in environment variable " "ANOMSTACK_SLACK_BOT_TOKEN")
+            ("Slack bot token not found in environment variable ANOMSTACK_SLACK_BOT_TOKEN")
         )
 
     client = WebClient(token=slack_token)
diff --git a/anomstack/df/README.md b/anomstack/df/README.md
index 9e088e86..f4f59a4f 100644
--- a/anomstack/df/README.md
+++ b/anomstack/df/README.md
@@ -58,11 +58,7 @@ The typical data processing flow uses these utilities in sequence:
 from anomstack.df.wrangle import clean_metric_data
 
 # Clean and standardize metric dataframe
-df_clean = clean_metric_data(
-    df_raw,
-    timestamp_col='ts',
-    value_col='metric_value'
-)
+df_clean = clean_metric_data(df_raw, timestamp_col="ts", value_col="metric_value")
 ```
 
 ### Time Series Resampling
@@ -70,11 +66,7 @@ df_clean = clean_metric_data(
 from anomstack.df.resample import resample_metrics
 
 # Aggregate to hourly frequency
-df_hourly = resample_metrics(
-    df_clean,
-    freq='1H',
-    agg_method='mean'
-)
+df_hourly = resample_metrics(df_clean, freq="1H", agg_method="mean")
 ```
 
 ### Data Validation
diff --git a/anomstack/df/wrangle.py b/anomstack/df/wrangle.py
index 245e6c2f..5bfa4e20 100644
--- a/anomstack/df/wrangle.py
+++ b/anomstack/df/wrangle.py
@@ -49,7 +49,7 @@ def wrangle_df(df: pd.DataFrame, rounding: int = 4) -> pd.DataFrame:
     # if we have any nan metric_values then drop them and log how many
     # nan rows we dropped
     if df["metric_value"].isnull().sum() > 0:
-        logger.warning(f"dropping {df['metric_value'].isnull().sum()} nan " "metric_value rows")
+        logger.warning(f"dropping {df['metric_value'].isnull().sum()} nan metric_value rows")
         df = df[~df["metric_value"].isnull()]
 
     # round metric_value
diff --git a/anomstack/external/aws/README.md b/anomstack/external/aws/README.md
index 56cf3349..15f4e1c3 100644
--- a/anomstack/external/aws/README.md
+++ b/anomstack/external/aws/README.md
@@ -165,8 +165,9 @@ Example lifecycle policy:
 Enable debug logging:
 ```python
 import logging
-logging.getLogger('boto3').setLevel(logging.DEBUG)
-logging.getLogger('botocore').setLevel(logging.DEBUG)
+
+logging.getLogger("boto3").setLevel(logging.DEBUG)
+logging.getLogger("botocore").setLevel(logging.DEBUG)
 ```
 
 ### Performance Monitoring
diff --git a/anomstack/external/duckdb/duckdb.py b/anomstack/external/duckdb/duckdb.py
index e2c1370b..ff95ee00 100644
--- a/anomstack/external/duckdb/duckdb.py
+++ b/anomstack/external/duckdb/duckdb.py
@@ -88,8 +88,11 @@ def save_df_duckdb(df: pd.DataFrame, table_key: str) -> pd.DataFrame:
                 schema, _ = table_key.split(".")
                 query(connection=conn, query=f"CREATE SCHEMA IF NOT EXISTS {schema}")
             # Use explicit column names to avoid position-based mapping issues
-            columns = ', '.join(df.columns)
-            query(connection=conn, query=f"INSERT INTO {table_key} ({columns}) SELECT {columns} FROM df")
+            columns = ", ".join(df.columns)
+            query(
+                connection=conn,
+                query=f"INSERT INTO {table_key} ({columns}) SELECT {columns} FROM df",
+            )
         except Exception:
             query(connection=conn, query=f"CREATE TABLE {table_key} AS SELECT * FROM df")
         return df
@@ -104,8 +107,11 @@ def save_df_duckdb(df: pd.DataFrame, table_key: str) -> pd.DataFrame:
                     schema, _ = table_key.split(".")
                     query(connection=conn, query=f"CREATE SCHEMA IF NOT EXISTS {schema}")
                 # Use explicit column names to avoid position-based mapping issues
-                columns = ', '.join(df.columns)
-                query(connection=conn, query=f"INSERT INTO {table_key} ({columns}) SELECT {columns} FROM df")
+                columns = ", ".join(df.columns)
+                query(
+                    connection=conn,
+                    query=f"INSERT INTO {table_key} ({columns}) SELECT {columns} FROM df",
+                )
             except Exception:
                 query(connection=conn, query=f"CREATE TABLE {table_key} AS SELECT * FROM df")
             return df
diff --git a/anomstack/external/gcp/README.md b/anomstack/external/gcp/README.md
index 43b099dc..32c4c1e5 100644
--- a/anomstack/external/gcp/README.md
+++ b/anomstack/external/gcp/README.md
@@ -130,5 +130,6 @@ ORDER BY timestamp_col
 Enable debug logging:
 ```python
 import logging
-logging.getLogger('google.cloud').setLevel(logging.DEBUG)
+
+logging.getLogger("google.cloud").setLevel(logging.DEBUG)
 ```
diff --git a/anomstack/external/gcp/bigquery.py b/anomstack/external/gcp/bigquery.py
index 0a7a8c43..0462e543 100644
--- a/anomstack/external/gcp/bigquery.py
+++ b/anomstack/external/gcp/bigquery.py
@@ -62,7 +62,7 @@ def pandas_save_df_bigquery(
         table_key_parts = [project_id] + table_key_parts
 
     assert len(table_key_parts) == 3, (
-        f"Invalid table_key: {table_key}, should be " f"<project_id>.<dataset_id>.<table_id>"
+        f"Invalid table_key: {table_key}, should be <project_id>.<dataset_id>.<table_id>"
     )
 
     project_id = table_key_parts[0]
@@ -109,9 +109,9 @@ def save_df_bigquery(
         )
         table_key_parts = [project_id] + table_key_parts
 
-    assert (
-        len(table_key_parts) == 3
-    ), "Invalid table_key, should be <project_id>.<dataset_id>.<table_id>"
+    assert len(table_key_parts) == 3, (
+        "Invalid table_key, should be <project_id>.<dataset_id>.<table_id>"
+    )
 
     project_id, dataset_id, table_id = table_key_parts
 
@@ -137,10 +137,7 @@ def save_df_bigquery(
         except (TooManyRequests, Forbidden):
             wait_time = 2**attempt + random.uniform(0, 1)  # Exponential backoff with jitter
             get_dagster_logger().warning(
-                (
-                    f"Exceeded rate limits on attempt {attempt+1}. "
-                    f"Retrying in {wait_time} seconds."
-                )
+                (f"Exceeded rate limits on attempt {attempt + 1}. Retrying in {wait_time} seconds.")
             )
             time.sleep(wait_time)
     else:
diff --git a/anomstack/io/README.md b/anomstack/io/README.md
index af1012c7..001eecc6 100644
--- a/anomstack/io/README.md
+++ b/anomstack/io/README.md
@@ -46,7 +46,7 @@ from anomstack.io.load import load_model
 save_model(
     model=trained_model,
     model_path="models/my_metric/model_20231215.pkl",
-    metadata={"version": "1.0", "training_date": "2023-12-15"}
+    metadata={"version": "1.0", "training_date": "2023-12-15"},
 )
 
 # Load the model later
@@ -60,9 +60,7 @@ from anomstack.io.load import load_dataframe
 
 # Save processed metric data
 save_dataframe(
-    df=processed_metrics,
-    path="data/processed/metrics_2023_12.parquet",
-    format="parquet"
+    df=processed_metrics, path="data/processed/metrics_2023_12.parquet", format="parquet"
 )
 
 # Load the data
diff --git a/anomstack/jobs/alert.py b/anomstack/jobs/alert.py
index a689392f..c4ef8043 100644
--- a/anomstack/jobs/alert.py
+++ b/anomstack/jobs/alert.py
@@ -40,11 +40,11 @@ def build_alert_job(spec: dict) -> JobDefinition:
     if spec.get("disable_alerts"):
 
         @job(
-            name=f'{spec["metric_batch"]}_alerts_disabled',
+            name=f"{spec['metric_batch']}_alerts_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
diff --git a/anomstack/jobs/change.py b/anomstack/jobs/change.py
index 80301ac8..15ebb6e9 100644
--- a/anomstack/jobs/change.py
+++ b/anomstack/jobs/change.py
@@ -41,11 +41,11 @@ def build_change_job(spec: dict) -> JobDefinition:
     if spec.get("disable_change"):
 
         @job(
-            name=f'{spec["metric_batch"]}_change_disabled',
+            name=f"{spec['metric_batch']}_change_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_change_noop')
+            @op(name=f"{spec['metric_batch']}_change_noop")
             def noop():
                 pass
 
diff --git a/anomstack/jobs/delete.py b/anomstack/jobs/delete.py
index 52a167f5..0e98a302 100644
--- a/anomstack/jobs/delete.py
+++ b/anomstack/jobs/delete.py
@@ -35,11 +35,11 @@ def build_delete_job(spec: dict) -> JobDefinition:
     if spec.get("disable_delete"):
 
         @job(
-            name=f'{spec["metric_batch"]}_delete_disabled',
+            name=f"{spec['metric_batch']}_delete_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_delete_noop')
+            @op(name=f"{spec['metric_batch']}_delete_noop")
             def noop():
                 pass
 
diff --git a/anomstack/jobs/ingest.py b/anomstack/jobs/ingest.py
index 5aeebb8f..a5d0fca5 100644
--- a/anomstack/jobs/ingest.py
+++ b/anomstack/jobs/ingest.py
@@ -43,11 +43,11 @@ def build_ingest_job(spec: Dict) -> JobDefinition:
     if spec.get("disable_ingest"):
 
         @job(
-            name=f'{spec["metric_batch"]}_ingest_disabled',
+            name=f"{spec['metric_batch']}_ingest_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
diff --git a/anomstack/jobs/llmalert.py b/anomstack/jobs/llmalert.py
index c9ce7854..55cd489d 100644
--- a/anomstack/jobs/llmalert.py
+++ b/anomstack/jobs/llmalert.py
@@ -43,11 +43,11 @@ def build_llmalert_job(spec: dict) -> JobDefinition:
     if spec.get("disable_llmalert"):
 
         @job(
-            name=f'{spec["metric_batch"]}_llmalert_disabled',
+            name=f"{spec['metric_batch']}_llmalert_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
@@ -290,7 +290,7 @@ def save_llmalerts(df_alerts: pd.DataFrame) -> pd.DataFrame:
                 df_alerts["metric_value"] = df_alerts["metric_alert"]
                 if "anomaly_explanation" in df_alerts.columns:
                     df_alerts["metadata"] = df_alerts["anomaly_explanation"].apply(
-                        lambda x: (json.dumps({"anomaly_explanation": x}) if pd.notna(x) else None)
+                        lambda x: json.dumps({"anomaly_explanation": x}) if pd.notna(x) else None
                     )
                 else:
                     df_alerts["metadata"] = None
diff --git a/anomstack/jobs/plot.py b/anomstack/jobs/plot.py
index d4fb962d..a60c765a 100644
--- a/anomstack/jobs/plot.py
+++ b/anomstack/jobs/plot.py
@@ -43,11 +43,11 @@ def build_plot_job(spec: dict) -> JobDefinition:
     if spec.get("disable_plot"):
 
         @job(
-            name=f'{spec["metric_batch"]}_plot_disabled',
+            name=f"{spec['metric_batch']}_plot_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
diff --git a/anomstack/jobs/score.py b/anomstack/jobs/score.py
index 6c0789d7..9365ad4f 100644
--- a/anomstack/jobs/score.py
+++ b/anomstack/jobs/score.py
@@ -42,11 +42,11 @@ def build_score_job(spec: dict) -> JobDefinition:
     if spec.get("disable_score"):
 
         @job(
-            name=f'{spec["metric_batch"]}_score_disabled',
+            name=f"{spec['metric_batch']}_score_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
@@ -131,13 +131,13 @@ def score(df) -> pd.DataFrame:
                     except NotFound as e:
                         logger.warning(e)
                         logger.warning(
-                            f"model not found for {metric_name} in " f"{metric_batch} score job."
+                            f"model not found for {metric_name} in {metric_batch} score job."
                         )
                         continue
                     except Exception as e:
                         logger.warning(e)
                         logger.warning(
-                            f"model failed for {metric_name} in " f"{metric_batch} score job."
+                            f"model failed for {metric_name} in {metric_batch} score job."
                         )
                         continue
 
@@ -149,7 +149,7 @@ def score(df) -> pd.DataFrame:
                     scores = pd.DataFrame(scores).min(axis=1).values
                 else:
                     raise ValueError(
-                        f"model_combination_method {model_combination_method} " f"not supported."
+                        f"model_combination_method {model_combination_method} not supported."
                     )
 
                 # create initial df_score
diff --git a/anomstack/jobs/summary.py b/anomstack/jobs/summary.py
index cae46fab..9899df77 100644
--- a/anomstack/jobs/summary.py
+++ b/anomstack/jobs/summary.py
@@ -37,11 +37,11 @@ def build_summary_job(spec: dict) -> JobDefinition:
     if spec.get("disable_summary"):
 
         @job(
-            name=f'{spec["metric_batch"]}_summary_disabled',
+            name=f"{spec['metric_batch']}_summary_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
diff --git a/anomstack/jobs/train.py b/anomstack/jobs/train.py
index d54d0311..baedf947 100644
--- a/anomstack/jobs/train.py
+++ b/anomstack/jobs/train.py
@@ -41,11 +41,11 @@ def build_train_job(spec: dict) -> JobDefinition:
     if spec.get("disable_train"):
 
         @job(
-            name=f'{spec["metric_batch"]}_train_disabled',
+            name=f"{spec['metric_batch']}_train_disabled",
             tags={MAX_RUNTIME_SECONDS_TAG: ANOMSTACK_MAX_RUNTIME_SECONDS_TAG},
         )
         def _dummy_job():
-            @op(name=f'{spec["metric_batch"]}_noop')
+            @op(name=f"{spec['metric_batch']}_noop")
             def noop():
                 pass
 
@@ -115,10 +115,7 @@ def train(df) -> List[Tuple[str, BaseDetector, str]]:
                     logger.debug(f"X:\n{X.head()}")
                     if len(X) > 0:
                         logger.info(
-                            (
-                                f"training {metric_name} in {metric_batch} train job. "
-                                f"len(X)={len(X)}"
-                            )
+                            (f"training {metric_name} in {metric_batch} train job. len(X)={len(X)}")
                         )
                         for model_config in model_configs:
                             model_name = model_config["model_name"]
diff --git a/anomstack/llm/README.md b/anomstack/llm/README.md
index 50f7cece..a0307b53 100644
--- a/anomstack/llm/README.md
+++ b/anomstack/llm/README.md
@@ -207,7 +207,8 @@ agent_cost_per_call = total_cost / total_calls
 Enable LLM debugging:
 ```python
 import logging
-logging.getLogger('anomstack.llm').setLevel(logging.DEBUG)
+
+logging.getLogger("anomstack.llm").setLevel(logging.DEBUG)
 ```
 
 This will log all agent interactions for troubleshooting.
diff --git a/anomstack/plots/README.md b/anomstack/plots/README.md
index b1123731..8790207e 100644
--- a/anomstack/plots/README.md
+++ b/anomstack/plots/README.md
@@ -84,10 +84,7 @@ from anomstack.plots.plot import plot_metric_timeseries
 
 # Create a basic time series plot
 fig = plot_metric_timeseries(
-    df=metric_data,
-    title="Daily Revenue Metrics",
-    anomaly_scores=scores_df,
-    show_anomalies=True
+    df=metric_data, title="Daily Revenue Metrics", anomaly_scores=scores_df, show_anomalies=True
 )
 ```
 
@@ -97,10 +94,7 @@ from anomstack.plots.plot import create_dashboard_plot
 
 # Create interactive plot for dashboard
 plotly_fig = create_dashboard_plot(
-    df=metric_data,
-    plot_type="timeseries",
-    interactive=True,
-    height=400
+    df=metric_data, plot_type="timeseries", interactive=True, height=400
 )
 ```
 
@@ -112,7 +106,7 @@ from anomstack.plots.plot import generate_alert_plot
 alert_plot = generate_alert_plot(
     df=recent_data,
     anomaly_detected=True,
-    format="ascii"  # For email compatibility
+    format="ascii",  # For email compatibility
 )
 ```
 
@@ -133,7 +127,7 @@ custom_theme = {
     "grid_color": "#f0f0f0",
     "normal_color": "#1f77b4",
     "anomaly_color": "#d62728",
-    "threshold_color": "#ff7f0e"
+    "threshold_color": "#ff7f0e",
 }
 ```
 
@@ -184,7 +178,8 @@ Plots are designed with accessibility in mind:
 Enable plot debugging:
 ```python
 import logging
-logging.getLogger('anomstack.plots').setLevel(logging.DEBUG)
+
+logging.getLogger("anomstack.plots").setLevel(logging.DEBUG)
 ```
 
 ### Performance Optimization
diff --git a/anomstack/plots/plot.py b/anomstack/plots/plot.py
index 74498d9f..ddf87b6d 100644
--- a/anomstack/plots/plot.py
+++ b/anomstack/plots/plot.py
@@ -79,7 +79,7 @@ def make_alert_plot(
     ax2.axhline(threshold, color="lightgrey", linestyle="-.", label=f"threshold ({threshold})")
     ax2.xaxis.set_major_locator(plt.MaxNLocator(n))
     ax2.set_xticklabels(
-        [f'{item.strftime("%Y-%m-%d %H:%M")}' for item in df_plot.index.tolist()],
+        [f"{item.strftime('%Y-%m-%d %H:%M')}" for item in df_plot.index.tolist()],
         rotation=45,
     )
     ax2.set_ylabel(score_title)
diff --git a/anomstack/sensors/timeout.py b/anomstack/sensors/timeout.py
index 6e015989..d8bb1272 100644
--- a/anomstack/sensors/timeout.py
+++ b/anomstack/sensors/timeout.py
@@ -65,12 +65,12 @@ def kill_long_running_runs(context: SensorEvaluationContext):
                 killed += 1
             except DagsterUserCodeUnreachableError as exc:
                 context.log.warning(
-                    (f"Could not terminate run {run.run_id}: {exc}. " "Marking as failed.")
+                    (f"Could not terminate run {run.run_id}: {exc}. Marking as failed.")
                 )
                 instance.report_run_failed(run)
             except Exception as exc:
                 context.log.error(
-                    (f"Unexpected error terminating run {run.run_id}: {exc}. " "Marking as failed.")
+                    (f"Unexpected error terminating run {run.run_id}: {exc}. Marking as failed.")
                 )
                 instance.report_run_failed(run)
     if killed == 0:
diff --git a/anomstack/sql/README.md b/anomstack/sql/README.md
index fe2ac8c8..81c5ed26 100644
--- a/anomstack/sql/README.md
+++ b/anomstack/sql/README.md
@@ -140,11 +140,8 @@ from anomstack.sql.read import execute_sql
 # Execute a SQL query
 df = execute_sql(
     sql_file="metrics/sales/daily_revenue.sql",
-    params={
-        "start_date": "2023-12-01",
-        "end_date": "2023-12-31"
-    },
-    data_source="bigquery"
+    params={"start_date": "2023-12-01", "end_date": "2023-12-31"},
+    data_source="bigquery",
 )
 ```
 
@@ -153,10 +150,7 @@ df = execute_sql(
 from anomstack.sql.utils import validate_sql
 
 # Validate SQL syntax
-is_valid = validate_sql(
-    sql_content=sql_query,
-    dialect="bigquery"
-)
+is_valid = validate_sql(sql_content=sql_query, dialect="bigquery")
 ```
 
 ### Dialect Translation
@@ -165,9 +159,7 @@ from anomstack.sql.translate import translate_query
 
 # Translate query between dialects
 postgres_query = translate_query(
-    sql_query=bigquery_sql,
-    source_dialect="bigquery",
-    target_dialect="postgresql"
+    sql_query=bigquery_sql, source_dialect="bigquery", target_dialect="postgresql"
 )
 ```
 
@@ -205,7 +197,8 @@ For Anomstack compatibility, SQL queries should:
 Enable SQL debugging:
 ```python
 import logging
-logging.getLogger('anomstack.sql').setLevel(logging.DEBUG)
+
+logging.getLogger("anomstack.sql").setLevel(logging.DEBUG)
 ```
 
 This will log all executed queries and their parameters for troubleshooting.
diff --git a/anomstack/validate/validate.py b/anomstack/validate/validate.py
index 85fa8484..203d6911 100644
--- a/anomstack/validate/validate.py
+++ b/anomstack/validate/validate.py
@@ -41,8 +41,8 @@ def validate_df(df: pd.DataFrame) -> pd.DataFrame:
     # metric_value is numeric
     assert pd.api.types.is_numeric_dtype(df["metric_value"]), "metric_value is not numeric"
     # metric_timestamp is timestamp
-    assert pd.api.types.is_datetime64_any_dtype(
-        df["metric_timestamp"]
-    ), "metric_timestamp is not timestamp"
+    assert pd.api.types.is_datetime64_any_dtype(df["metric_timestamp"]), (
+        "metric_timestamp is not timestamp"
+    )
 
     return df
diff --git a/anomstack/version.py b/anomstack/version.py
index 8e0d4297..9ebb97fa 100644
--- a/anomstack/version.py
+++ b/anomstack/version.py
@@ -4,10 +4,12 @@
 Provides build/deployment version tracking.
 """
 
-import os
-import subprocess
 from datetime import datetime
+import os
 from pathlib import Path
+import subprocess
+
+from anomstack import __version__
 
 
 def get_git_commit_hash() -> str:
@@ -24,7 +26,7 @@ def get_git_commit_hash() -> str:
             return result.stdout.strip()
     except Exception:
         pass
-    
+
     # Fallback to environment variable if set (useful for Docker builds)
     return os.getenv("ANOMSTACK_BUILD_HASH", "unknown")
 
@@ -35,7 +37,7 @@ def get_build_time() -> str:
     build_time = os.getenv("ANOMSTACK_BUILD_TIME")
     if build_time:
         return build_time
-    
+
     # Fallback to current time
     return datetime.utcnow().strftime("%Y-%m-%d %H:%M:%S UTC")
 
@@ -43,6 +45,7 @@ def get_build_time() -> str:
 def get_version_info() -> dict:
     """Get complete version information."""
     return {
+        "version": __version__,
         "commit_hash": get_git_commit_hash(),
         "build_time": get_build_time(),
         "architecture": "3-container (gRPC-free)",
@@ -53,4 +56,4 @@ def get_version_info() -> dict:
 def get_version_string() -> str:
     """Get a simple version string for display."""
     info = get_version_info()
-    return f"{info['commit_hash']} ({info['build_time']})"
\ No newline at end of file
+    return f"{info['commit_hash']} ({info['build_time']})"
diff --git a/constraints.txt b/constraints.txt
new file mode 100644
index 00000000..b2ce369f
--- /dev/null
+++ b/constraints.txt
@@ -0,0 +1,1157 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile requirements.txt requirements-dashboard.txt requirements-dev.txt --no-emit-package anomstack --universal --python-version 3.12 -o constraints.txt
+alembic==1.19.2
+    # via dagster
+altair==6.2.2
+    # via streamlit
+annotated-doc==0.0.5
+    # via
+    #   fastapi
+    #   typer
+annotated-types==0.8.0
+    # via pydantic
+anomaly-agent==0.13.2
+    # via
+    #   -r requirements.txt
+    #   anomstack
+antlr4-python3-runtime==4.13.2
+    # via dagster
+anyio==4.15.0
+    # via
+    #   gql
+    #   httpx
+    #   httpx2
+    #   jupyter-server
+    #   langsmith
+    #   openai
+    #   starlette
+    #   streamlit
+    #   watchfiles
+appnope==1.0.0 ; sys_platform == 'darwin'
+    # via ipykernel
+argon2-cffi==25.1.0
+    # via jupyter-server
+argon2-cffi-bindings==26.1.0
+    # via argon2-cffi
+arrow==1.4.0
+    # via isoduration
+asn1crypto==1.5.1
+    # via
+    #   oscrypto
+    #   snowflake-connector-python
+asttokens==3.0.2
+    # via stack-data
+async-lru==2.3.0
+    # via jupyterlab
+attrs==26.1.0
+    # via
+    #   jsonschema
+    #   referencing
+babel==2.18.0
+    # via jupyterlab-server
+backoff==2.2.1
+    # via
+    #   gql
+    #   posthog
+backports-zstd==1.7.0 ; python_full_version < '3.14'
+    # via clickhouse-connect
+beautifulsoup4==4.15.0
+    # via
+    #   monsterui
+    #   nbconvert
+    #   python-fasthtml
+bleach==6.4.0
+    # via nbconvert
+boto3==1.43.89
+    # via
+    #   -r requirements.txt
+    #   anomstack
+    #   snowflake-connector-python
+botocore==1.43.89
+    # via
+    #   boto3
+    #   s3transfer
+    #   snowflake-connector-python
+build==1.6.0
+    # via pip-tools
+certifi==2026.7.22
+    # via
+    #   clickhouse-connect
+    #   httpcore
+    #   httpx
+    #   langchain-openai
+    #   requests
+    #   snowflake-connector-python
+cffi==2.1.1
+    # via
+    #   argon2-cffi-bindings
+    #   cryptography
+    #   pyzmq
+cfgv==3.5.0
+    # via pre-commit
+charset-normalizer==3.5.1
+    # via
+    #   requests
+    #   snowflake-connector-python
+click==8.5.0
+    # via
+    #   dagster
+    #   dagster-cloud-cli
+    #   dagster-webserver
+    #   pip-tools
+    #   streamlit
+    #   uvicorn
+clickhouse-connect==1.8.0
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+cloudpickle==3.1.2
+    # via joblib
+colorama==0.4.6 ; os_name == 'nt' or sys_platform == 'win32'
+    # via
+    #   build
+    #   ipython
+    #   pytest
+    #   tqdm
+    #   typer
+coloredlogs==14.0
+    # via dagster
+comm==0.2.3
+    # via
+    #   ipykernel
+    #   ipywidgets
+contourpy==1.3.3
+    # via matplotlib
+coverage==7.16.0
+    # via pytest-cov
+cryptography==50.0.1
+    # via
+    #   google-auth
+    #   pyjwt
+    #   pyopenssl
+    #   snowflake-connector-python
+cycler==0.12.1
+    # via matplotlib
+dagster==1.13.21
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+    #   dagster-cloud
+    #   dagster-docker
+    #   dagster-gcp
+    #   dagster-gcp-pandas
+    #   dagster-graphql
+    #   dagster-pandas
+    #   dagster-postgres
+    #   dagster-webserver
+dagster-cloud==1.13.21
+    # via
+    #   -r requirements.txt
+    #   anomstack
+dagster-cloud-cli==1.13.21
+    # via dagster-cloud
+dagster-docker==0.29.21
+    # via
+    #   -r requirements.txt
+    #   anomstack
+dagster-gcp==0.29.21
+    # via
+    #   -r requirements.txt
+    #   anomstack
+    #   dagster-gcp-pandas
+dagster-gcp-pandas==0.29.21
+    # via
+    #   -r requirements.txt
+    #   anomstack
+dagster-graphql==1.13.21
+    # via dagster-webserver
+dagster-pandas==0.29.21
+    # via dagster-gcp
+dagster-pipes==1.13.21
+    # via dagster
+dagster-postgres==0.29.21
+    # via
+    #   -r requirements.txt
+    #   anomstack
+dagster-shared==1.13.21
+    # via
+    #   dagster
+    #   dagster-cloud
+    #   dagster-cloud-cli
+dagster-webserver==1.13.21
+    # via
+    #   -r requirements.txt
+    #   anomstack
+db-dtypes==1.7.1
+    # via
+    #   dagster-gcp
+    #   pandas-gbq
+debugpy==1.8.21
+    # via ipykernel
+defusedxml==0.7.1
+    # via nbconvert
+distlib==0.4.3
+    # via virtualenv
+distro==1.9.0
+    # via
+    #   langsmith
+    #   posthog
+docker==7.2.0
+    # via dagster-docker
+docker-image-py==0.2.0
+    # via dagster-docker
+docstring-parser==0.18.0
+    # via dagster
+duckdb==1.5.5
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+executing==2.2.1
+    # via stack-data
+fastapi==0.141.1
+    # via -r requirements-dashboard.txt
+fastcore==2.2.21
+    # via
+    #   mistlefoot
+    #   monsterui
+    #   python-fasthtml
+fastjsonschema==2.22.2
+    # via nbformat
+filelock==3.32.5
+    # via
+    #   dagster
+    #   python-discovery
+    #   snowflake-connector-python
+    #   virtualenv
+fonttools==4.64.0
+    # via matplotlib
+fqdn==1.5.1
+    # via jsonschema
+fsspec==2026.7.0
+    # via universal-pathlib
+github3-py==4.0.1
+    # via dagster-cloud-cli
+google-api-core==2.36.0
+    # via
+    #   -r requirements-dashboard.txt
+    #   google-api-python-client
+    #   google-cloud-bigquery
+    #   google-cloud-core
+    #   google-cloud-storage
+    #   pandas-gbq
+google-api-python-client==2.200.0
+    # via dagster-gcp
+google-auth==2.57.1
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+    #   google-api-core
+    #   google-api-python-client
+    #   google-auth-httplib2
+    #   google-auth-oauthlib
+    #   google-cloud-bigquery
+    #   google-cloud-core
+    #   google-cloud-storage
+    #   pandas-gbq
+    #   pydata-google-auth
+google-auth-httplib2==0.4.2
+    # via google-api-python-client
+google-auth-oauthlib==1.4.1
+    # via
+    #   pandas-gbq
+    #   pydata-google-auth
+google-cloud-bigquery==3.45.0
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+    #   dagster-gcp
+    #   pandas-gbq
+google-cloud-core==2.7.0
+    # via
+    #   google-cloud-bigquery
+    #   google-cloud-storage
+google-cloud-storage==3.13.1
+    # via dagster-gcp
+google-crc32c==1.8.0
+    # via
+    #   google-cloud-storage
+    #   google-resumable-media
+google-resumable-media==2.10.2
+    # via
+    #   google-cloud-bigquery
+    #   google-cloud-storage
+googleapis-common-protos==1.75.3
+    # via
+    #   google-api-core
+    #   grpcio-status
+gql==4.0.0
+    # via dagster-graphql
+graphene==3.4.3
+    # via dagster-graphql
+graphql-core==3.2.12
+    # via
+    #   gql
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0
+    # via graphene
+greenlet==3.5.5 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
+    # via sqlalchemy
+grpcio==1.83.1
+    # via
+    #   dagster
+    #   google-api-core
+    #   grpcio-health-checking
+    #   grpcio-status
+grpcio-health-checking==1.81.1
+    # via dagster
+grpcio-status==1.83.1
+    # via google-api-core
+h11==0.16.0
+    # via
+    #   httpcore
+    #   httpcore2
+    #   uvicorn
+httpcore==1.0.9
+    # via httpx
+httpcore2==2.12.0 ; sys_platform != 'emscripten'
+    # via httpx2
+httplib2==0.32.0
+    # via
+    #   google-api-python-client
+    #   google-auth-httplib2
+    #   oauth2client
+httptools==0.8.0
+    # via
+    #   streamlit
+    #   uvicorn
+httpx==0.28.1
+    # via
+    #   jupyterlab
+    #   langchain-core
+    #   langgraph-sdk
+httpx2==2.12.0
+    # via
+    #   langsmith
+    #   openai
+    #   python-fasthtml
+httpx2-jsfetch==1.0 ; sys_platform == 'emscripten'
+    # via httpx2
+humanfriendly==10.0
+    # via coloredlogs
+identify==2.6.19
+    # via pre-commit
+idna==3.19
+    # via
+    #   anyio
+    #   httpx
+    #   httpx2
+    #   jsonschema
+    #   requests
+    #   snowflake-connector-python
+    #   yarl
+iniconfig==2.3.0
+    # via pytest
+ipykernel==7.3.0
+    # via
+    #   jupyter
+    #   jupyter-console
+    #   jupyterlab
+ipython==9.17.1
+    # via
+    #   ipykernel
+    #   ipywidgets
+    #   jupyter-console
+ipython-pygments-lexers==1.1.1
+    # via ipython
+ipywidgets==8.1.9
+    # via jupyter
+isoduration==20.11.0
+    # via jsonschema
+itsdangerous==2.2.0
+    # via
+    #   python-fasthtml
+    #   streamlit
+jedi==0.20.0
+    # via ipython
+jinja2==3.1.6
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   altair
+    #   anomstack
+    #   dagster
+    #   dagster-cloud-cli
+    #   jupyter-server
+    #   jupyterlab
+    #   jupyterlab-server
+    #   nbconvert
+    #   pydeck
+jiter==0.16.0
+    # via openai
+jmespath==1.1.0
+    # via
+    #   boto3
+    #   botocore
+joblib==1.6.0
+    # via
+    #   pyod
+    #   scikit-learn
+json5==0.15.0
+    # via jupyterlab-server
+jsonpatch==1.33
+    # via langchain-core
+jsonpointer==3.1.1
+    # via
+    #   jsonpatch
+    #   jsonschema
+jsonschema==4.26.0
+    # via
+    #   altair
+    #   jupyter-events
+    #   jupyterlab-server
+    #   nbformat
+jsonschema-specifications==2025.9.1
+    # via jsonschema
+jupyter==1.1.1
+    # via -r requirements-dev.txt
+jupyter-builder==1.2.3
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.10.0
+    # via
+    #   ipykernel
+    #   jupyter-console
+    #   jupyter-server
+    #   nbclient
+jupyter-console==6.6.3
+    # via jupyter
+jupyter-core==5.9.1
+    # via
+    #   ipykernel
+    #   jupyter-builder
+    #   jupyter-client
+    #   jupyter-console
+    #   jupyter-server
+    #   jupyterlab
+    #   nbclient
+    #   nbconvert
+    #   nbformat
+jupyter-events==0.12.1
+    # via jupyter-server
+jupyter-lsp==2.3.1
+    # via jupyterlab
+jupyter-server==2.21.0
+    # via
+    #   jupyter-lsp
+    #   jupyterlab
+    #   jupyterlab-server
+    #   notebook
+    #   notebook-shim
+jupyter-server-terminals==0.5.4
+    # via jupyter-server
+jupyterlab==4.6.3
+    # via
+    #   jupyter
+    #   notebook
+jupyterlab-pygments==0.3.0
+    # via nbconvert
+jupyterlab-server==2.28.0
+    # via
+    #   jupyterlab
+    #   notebook
+jupyterlab-widgets==3.0.17
+    # via ipywidgets
+kiwisolver==1.5.1
+    # via matplotlib
+langchain==1.4.0
+    # via anomaly-agent
+langchain-core==1.6.2
+    # via
+    #   anomaly-agent
+    #   langchain
+    #   langchain-openai
+    #   langgraph
+    #   langgraph-checkpoint
+    #   langgraph-prebuilt
+    #   langgraph-sdk
+langchain-openai==1.6.0
+    # via anomaly-agent
+langchain-protocol==0.0.19
+    # via
+    #   langchain-core
+    #   langgraph-sdk
+langgraph==1.2.11
+    # via
+    #   anomaly-agent
+    #   langchain
+langgraph-checkpoint==4.2.0
+    # via
+    #   langgraph
+    #   langgraph-prebuilt
+langgraph-prebuilt==1.1.0
+    # via langgraph
+langgraph-sdk==0.4.4
+    # via langgraph
+langsmith==0.12.1
+    # via langchain-core
+lark==1.3.1
+    # via rfc3987-syntax
+libsql-experimental==0.0.55
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+llvmlite==0.49.0
+    # via numba
+lxml==6.1.3
+    # via monsterui
+lz4==4.4.5
+    # via clickhouse-connect
+mako==1.4.1
+    # via alembic
+markdown-it-py==4.2.0
+    # via rich
+markupsafe==3.0.3
+    # via
+    #   jinja2
+    #   mako
+    #   nbconvert
+matplotlib==3.11.1
+    # via
+    #   -r requirements.txt
+    #   anomaly-agent
+    #   anomstack
+    #   pyod
+    #   seaborn
+matplotlib-inline==0.2.2
+    # via
+    #   ipykernel
+    #   ipython
+mdurl==0.1.2
+    # via markdown-it-py
+mistlefoot==0.0.13
+    # via monsterui
+mistletoe==1.6.0
+    # via
+    #   mistlefoot
+    #   monsterui
+mistune==3.3.4
+    # via nbconvert
+monsterui==1.0.47
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+multidict==6.7.1
+    # via yarl
+narwhals==2.25.0
+    # via
+    #   altair
+    #   plotly
+    #   scikit-learn
+nbclient==0.11.0
+    # via nbconvert
+nbconvert==7.17.1
+    # via
+    #   jupyter
+    #   jupyter-server
+nbformat==5.11.1
+    # via
+    #   jupyter-server
+    #   nbclient
+    #   nbconvert
+nest-asyncio2==1.7.2
+    # via ipykernel
+nodeenv==1.10.0
+    # via pre-commit
+notebook==7.6.2
+    # via jupyter
+notebook-shim==0.2.4
+    # via
+    #   jupyterlab
+    #   notebook
+numba==0.67.0
+    # via pyod
+numpy==2.5.2
+    # via
+    #   -r requirements.txt
+    #   anomstack
+    #   contourpy
+    #   db-dtypes
+    #   matplotlib
+    #   numba
+    #   pandas
+    #   pandas-gbq
+    #   pydeck
+    #   pyod
+    #   scikit-learn
+    #   scipy
+    #   seaborn
+    #   streamlit
+oauth2client==4.1.3
+    # via dagster-gcp
+oauthlib==3.3.1
+    # via
+    #   python-fasthtml
+    #   requests-oauthlib
+openai==3.8.0
+    # via langchain-openai
+opentelemetry-api==1.44.0
+    # via google-api-core
+orjson==3.12.0
+    # via
+    #   langgraph-sdk
+    #   langsmith
+ormsgpack==1.12.2
+    # via langgraph-checkpoint
+oscrypto==1.3.0
+    # via
+    #   -r requirements.txt
+    #   anomstack
+packaging==26.3
+    # via
+    #   altair
+    #   build
+    #   dagster-cloud-cli
+    #   dagster-shared
+    #   db-dtypes
+    #   google-cloud-bigquery
+    #   ipykernel
+    #   jupyter-events
+    #   jupyter-server
+    #   jupyterlab
+    #   jupyterlab-server
+    #   langchain-core
+    #   langsmith
+    #   matplotlib
+    #   nbconvert
+    #   pandas-gbq
+    #   plotly
+    #   pytest
+    #   snowflake-connector-python
+    #   streamlit
+    #   wheel
+pandas==2.3.3
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomaly-agent
+    #   anomstack
+    #   dagster-gcp-pandas
+    #   dagster-pandas
+    #   db-dtypes
+    #   pandas-gbq
+    #   seaborn
+    #   snowflake-connector-python
+    #   streamlit
+pandas-gbq==0.35.2
+    # via
+    #   -r requirements.txt
+    #   anomstack
+pandocfilters==1.5.1
+    # via nbconvert
+parso==0.8.7
+    # via jedi
+pathlib-abc==0.5.2
+    # via universal-pathlib
+pex==2.59.5
+    # via dagster-cloud
+pexpect==4.9.0 ; sys_platform != 'emscripten' and sys_platform != 'win32'
+    # via ipython
+pillow==12.3.0
+    # via
+    #   matplotlib
+    #   streamlit
+pip==26.2.1
+    # via pip-tools
+pip-tools==7.6.1
+    # via -r requirements-dev.txt
+platformdirs==4.11.7
+    # via
+    #   dagster-shared
+    #   jupyter-core
+    #   snowflake-connector-python
+    #   virtualenv
+plotly==7.0.0
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomaly-agent
+    #   anomstack
+pluggy==1.6.0
+    # via
+    #   pytest
+    #   pytest-cov
+posthog==7.47.0
+    # via
+    #   -r requirements.txt
+    #   anomaly-agent
+    #   anomstack
+pre-commit==4.6.2
+    # via -r requirements-dev.txt
+prometheus-client==0.26.0
+    # via jupyter-server
+prompt-toolkit==3.0.53
+    # via
+    #   ipython
+    #   jupyter-console
+    #   questionary
+propcache==0.5.2
+    # via yarl
+proto-plus==1.28.4
+    # via google-api-core
+protobuf==6.33.6
+    # via
+    #   dagster
+    #   google-api-core
+    #   googleapis-common-protos
+    #   grpcio-health-checking
+    #   grpcio-status
+    #   proto-plus
+    #   streamlit
+psutil==7.2.2
+    # via
+    #   dagster
+    #   ipykernel
+    #   ipython
+    #   pandas-gbq
+psycopg2-binary==2.9.12
+    # via
+    #   -r requirements.txt
+    #   anomstack
+    #   dagster-postgres
+ptyprocess==0.7.0 ; os_name != 'nt' or (sys_platform != 'emscripten' and sys_platform != 'win32')
+    # via
+    #   pexpect
+    #   terminado
+pure-eval==0.2.3
+    # via stack-data
+pyarrow==23.0.1
+    # via
+    #   db-dtypes
+    #   pandas-gbq
+    #   snowflake-connector-python
+    #   streamlit
+pyasn1==0.6.4
+    # via
+    #   oauth2client
+    #   pyasn1-modules
+    #   rsa
+pyasn1-modules==0.4.2
+    # via
+    #   google-auth
+    #   oauth2client
+pycparser==3.0 ; implementation_name != 'PyPy'
+    # via cffi
+pydantic==2.13.5
+    # via
+    #   anomaly-agent
+    #   dagster-shared
+    #   fastapi
+    #   langchain
+    #   langchain-core
+    #   langgraph
+    #   langsmith
+    #   openai
+pydantic-core==2.46.5
+    # via pydantic
+pydata-google-auth==1.9.1
+    # via pandas-gbq
+pydeck==0.9.3
+    # via streamlit
+pygments==2.21.0
+    # via
+    #   ipython
+    #   ipython-pygments-lexers
+    #   jupyter-console
+    #   nbconvert
+    #   pytest
+    #   rich
+pyjwt==2.13.0
+    # via
+    #   github3-py
+    #   snowflake-connector-python
+pyod==3.6.5
+    # via
+    #   -r requirements.txt
+    #   anomstack
+pyopenssl==26.4.0
+    # via snowflake-connector-python
+pyparsing==3.3.2
+    # via
+    #   httplib2
+    #   matplotlib
+pyproject-hooks==1.2.0
+    # via
+    #   build
+    #   pip-tools
+pyreadline3==3.5.6 ; sys_platform == 'win32'
+    # via humanfriendly
+pytest==9.1.1
+    # via
+    #   -r requirements-dev.txt
+    #   pytest-cov
+pytest-cov==7.1.0
+    # via -r requirements-dev.txt
+python-dateutil==2.9.0.post0
+    # via
+    #   arrow
+    #   botocore
+    #   github3-py
+    #   google-cloud-bigquery
+    #   graphene
+    #   jupyter-client
+    #   matplotlib
+    #   pandas
+    #   python-fasthtml
+python-discovery==1.6.0
+    # via virtualenv
+python-dotenv==1.2.3
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomaly-agent
+    #   anomstack
+    #   dagster
+    #   uvicorn
+python-fasthtml==0.14.13
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+    #   monsterui
+python-json-logger==4.2.0
+    # via jupyter-events
+python-multipart==0.0.32
+    # via
+    #   python-fasthtml
+    #   streamlit
+pytz==2026.3.post1
+    # via
+    #   dagster
+    #   pandas
+    #   snowflake-connector-python
+pywin32==312 ; sys_platform == 'win32'
+    # via
+    #   dagster
+    #   docker
+pywinpty==3.0.5 ; os_name == 'nt'
+    # via
+    #   jupyter-server
+    #   jupyter-server-terminals
+    #   terminado
+pyyaml==6.0.3
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+    #   dagster-cloud-cli
+    #   dagster-shared
+    #   jupyter-events
+    #   langchain-core
+    #   pre-commit
+    #   uvicorn
+pyzmq==27.2.0
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   jupyter-console
+    #   jupyter-server
+questionary==2.1.1
+    # via
+    #   dagster-cloud
+    #   dagster-cloud-cli
+referencing==0.37.0
+    # via
+    #   jsonschema
+    #   jsonschema-specifications
+    #   jupyter-events
+regex==2026.9.3
+    # via
+    #   docker-image-py
+    #   tiktoken
+requests==2.34.2
+    # via
+    #   -r requirements-dashboard.txt
+    #   dagster
+    #   dagster-cloud
+    #   dagster-cloud-cli
+    #   dagster-graphql
+    #   docker
+    #   github3-py
+    #   google-api-core
+    #   google-cloud-bigquery
+    #   google-cloud-storage
+    #   gql
+    #   jupyterlab-server
+    #   langsmith
+    #   posthog
+    #   requests-oauthlib
+    #   requests-toolbelt
+    #   snowflake-connector-python
+    #   streamlit
+    #   tiktoken
+requests-oauthlib==2.0.0
+    # via google-auth-oauthlib
+requests-toolbelt==1.0.0
+    # via
+    #   gql
+    #   langsmith
+rfc3339-validator==0.1.4
+    # via
+    #   jsonschema
+    #   jupyter-events
+rfc3986-validator==0.1.1
+    # via
+    #   jsonschema
+    #   jupyter-events
+rfc3987-syntax==1.1.0
+    # via jsonschema
+rich==15.0.0
+    # via
+    #   dagster
+    #   typer
+rpds-py==2026.6.3
+    # via
+    #   jsonschema
+    #   referencing
+rsa==4.9.1
+    # via oauth2client
+s3transfer==0.19.2
+    # via boto3
+scikit-learn==1.9.0
+    # via pyod
+scipy==1.18.1
+    # via
+    #   pyod
+    #   scikit-learn
+seaborn==0.13.2
+    # via
+    #   -r requirements.txt
+    #   anomstack
+send2trash==2.1.0
+    # via jupyter-server
+setuptools==84.0.0
+    # via
+    #   dagster-cloud-cli
+    #   pandas-gbq
+    #   pip-tools
+    #   pydata-google-auth
+shellingham==1.5.4
+    # via typer
+six==1.17.0
+    # via
+    #   dagster
+    #   oauth2client
+    #   python-dateutil
+    #   rfc3339-validator
+slack-sdk==3.44.1
+    # via
+    #   -r requirements.txt
+    #   anomstack
+sniffio==1.3.1
+    # via
+    #   langsmith
+    #   openai
+snowflake-connector-python==4.7.3
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+sortedcontainers==2.4.0
+    # via snowflake-connector-python
+soupsieve==2.9.2
+    # via beautifulsoup4
+sqlalchemy==2.0.52
+    # via
+    #   alembic
+    #   dagster
+sqlglot==30.18.0
+    # via
+    #   -r requirements-dashboard.txt
+    #   -r requirements.txt
+    #   anomstack
+stack-data==0.6.3
+    # via ipython
+starlette==1.6.0
+    # via
+    #   dagster-graphql
+    #   dagster-webserver
+    #   fastapi
+    #   python-fasthtml
+    #   streamlit
+streamlit==1.63.0
+    # via
+    #   -r requirements.txt
+    #   anomstack
+structlog==26.1.0
+    # via dagster
+tabulate==0.10.0
+    # via dagster
+tenacity==9.1.4
+    # via langchain-core
+terminado==0.18.1
+    # via
+    #   jupyter-server
+    #   jupyter-server-terminals
+threadpoolctl==3.6.0
+    # via scikit-learn
+tiktoken==0.14.0
+    # via langchain-openai
+tinycss2==1.5.1
+    # via bleach
+toml==0.10.2
+    # via streamlit
+tomli==2.4.1
+    # via dagster
+tomlkit==0.15.1
+    # via
+    #   dagster-shared
+    #   snowflake-connector-python
+toposort==1.10
+    # via dagster
+tornado==6.5.8
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   jupyter-server
+    #   jupyterlab
+    #   notebook
+    #   terminado
+tqdm==4.70.0
+    # via dagster
+traitlets==5.16.1
+    # via
+    #   ipykernel
+    #   ipython
+    #   ipywidgets
+    #   jupyter-builder
+    #   jupyter-client
+    #   jupyter-console
+    #   jupyter-core
+    #   jupyter-events
+    #   jupyter-server
+    #   jupyterlab
+    #   matplotlib-inline
+    #   nbclient
+    #   nbconvert
+    #   nbformat
+truststore==0.10.4 ; sys_platform != 'emscripten'
+    # via
+    #   httpcore2
+    #   httpx2
+typer==0.27.2
+    # via
+    #   dagster-cloud
+    #   dagster-cloud-cli
+typing-extensions==4.16.0
+    # via
+    #   alembic
+    #   altair
+    #   anyio
+    #   beautifulsoup4
+    #   dagster-shared
+    #   fastapi
+    #   graphene
+    #   grpcio
+    #   httpx2
+    #   jupyter-client
+    #   langchain-core
+    #   langchain-protocol
+    #   langsmith
+    #   openai
+    #   opentelemetry-api
+    #   posthog
+    #   pydantic
+    #   pydantic-core
+    #   pyopenssl
+    #   referencing
+    #   snowflake-connector-python
+    #   sqlalchemy
+    #   starlette
+    #   streamlit
+    #   typing-inspection
+typing-inspection==0.4.4
+    # via
+    #   fastapi
+    #   pydantic
+tzdata==2026.3
+    # via
+    #   arrow
+    #   clickhouse-connect
+    #   dagster
+    #   pandas
+universal-pathlib==0.3.10
+    # via dagster
+uri-template==1.3.0
+    # via jsonschema
+uritemplate==4.2.0
+    # via
+    #   github3-py
+    #   google-api-python-client
+urllib3==2.7.0
+    # via
+    #   botocore
+    #   clickhouse-connect
+    #   docker
+    #   requests
+uuid-utils==0.17.0
+    # via
+    #   langchain-core
+    #   langsmith
+uvicorn==0.52.4
+    # via
+    #   -r requirements-dashboard.txt
+    #   dagster-webserver
+    #   python-fasthtml
+    #   streamlit
+uvloop==0.22.1 ; platform_python_implementation != 'PyPy' and sys_platform != 'cygwin' and sys_platform != 'win32'
+    # via uvicorn
+validators==0.35.0
+    # via dagster-cloud-cli
+virtualenv==21.7.8
+    # via pre-commit
+watchdog==6.0.0
+    # via
+    #   dagster
+    #   streamlit
+watchfiles==1.2.0
+    # via uvicorn
+wcwidth==0.8.3
+    # via prompt-toolkit
+webcolors==25.10.0
+    # via jsonschema
+webencodings==0.6.1
+    # via
+    #   bleach
+    #   tinycss2
+websocket-client==1.9.2
+    # via jupyter-server
+websockets==16.1.1
+    # via
+    #   langgraph-sdk
+    #   langsmith
+    #   streamlit
+    #   uvicorn
+wheel==0.48.0
+    # via pip-tools
+widgetsnbextension==4.0.16
+    # via ipywidgets
+xxhash==4.0.1
+    # via
+    #   langgraph
+    #   langsmith
+yarl==1.24.5
+    # via gql
+zstandard==0.25.0
+    # via langsmith
+
+# The following packages were excluded from the output:
+# anomstack
diff --git a/dagster_docker.yaml b/dagster_docker.yaml
index db63a452..7e0ab7dd 100644
--- a/dagster_docker.yaml
+++ b/dagster_docker.yaml
@@ -57,7 +57,7 @@ schedules:
   num_workers: 4  # Reasonable for Docker container
 
 sensors:
-  use_threads: true 
+  use_threads: true
   num_workers: 2  # Reasonable for Docker container
 
 compute_logs:
diff --git a/dashboard/app.py b/dashboard/app.py
index f3dd4126..8658aabe 100644
--- a/dashboard/app.py
+++ b/dashboard/app.py
@@ -16,17 +16,18 @@
 from dotenv import load_dotenv
 from fasthtml.common import Link, Script, fast_app, serve
 from monsterui.all import *
+from plotly.offline import get_plotlyjs_version
 
-from dashboard.constants import POSTHOG_SCRIPT
 from dashboard.state import AppState
 
+
 # load the environment variables with custom env file support
 def load_env_with_custom_path():
     """Load environment variables from custom path or default .env file."""
     from pathlib import Path
-    
+
     env_file_path = os.getenv("ANOMSTACK_ENV_FILE_PATH")
-    
+
     if env_file_path:
         env_path = Path(env_file_path)
         if env_path.exists():
@@ -41,19 +42,23 @@ def load_env_with_custom_path():
         # Standard .env loading (don't override system env vars with empty placeholders)
         load_dotenv(override=False)
 
+
 load_env_with_custom_path()
 
 log = logging.getLogger("anomstack_dashboard")
 
+
 # PostHog script generation function (lazy loading to ensure env vars are available)
 def get_posthog_script():
     """Generate PostHog script with API key if available."""
     posthog_api_key = os.getenv("POSTHOG_FRONTEND_API_KEY")
     if posthog_api_key:
         from dashboard.constants import POSTHOG_SCRIPT
+
         return POSTHOG_SCRIPT.replace("window.POSTHOG_API_KEY || ''", f"'{posthog_api_key}'")
     return None
 
+
 # Get PostHog script at import time (will be None if env var not available yet)
 posthog_script = get_posthog_script()
 
@@ -61,6 +66,7 @@ def get_posthog_script():
 # This handles cases where environment variables aren't fully loaded during module import
 if not posthog_script:
     import time
+
     time.sleep(0.1)  # Brief delay to allow env vars to load
     posthog_script = get_posthog_script()
     # Cache bust comment - force fresh deployment v2
@@ -69,7 +75,7 @@ def get_posthog_script():
 app, rt = fast_app(
     hdrs=(
         Theme.blue.headers(),
-        Script(src="https://cdn.plot.ly/plotly-2.32.0.min.js"),
+        Script(src=f"https://cdn.plot.ly/plotly-{get_plotlyjs_version()}.min.js"),
         Script(posthog_script) if posthog_script else None,
         Link(
             rel="icon",
@@ -99,6 +105,7 @@ def version_info():
     """Version information endpoint."""
     try:
         from anomstack.version import get_version_info
+
         return get_version_info()
     except Exception as e:
         return {"error": str(e), "service": "anomstack-dashboard"}
diff --git a/dashboard/charts.py b/dashboard/charts.py
index ef8af10c..212cc248 100644
--- a/dashboard/charts.py
+++ b/dashboard/charts.py
@@ -83,10 +83,10 @@ def create_expanded_chart(df_metric, chart_index):
                 "format": "png",
                 "filename": f"metric_chart_{chart_index}",
                 "height": 600,
-                "scale": 1
-            }
+                "scale": 1,
+            },
         }
-        
+
         fig = plot_time_series(
             df_metric,
             small_charts=False,  # Always use large size for expanded view
@@ -95,14 +95,10 @@ def create_expanded_chart(df_metric, chart_index):
             line_width=app.state.line_width,
             show_legend=True,  # Always show legend in expanded view
         )
-        
+
         # Update layout for expanded view with larger height and full width
-        fig.update_layout(
-            height=600,
-            autosize=True,
-            margin=dict(l=40, r=40, t=40, b=40)
-        )
-        
+        fig.update_layout(height=600, autosize=True, margin=dict(l=40, r=40, t=40, b=40))
+
         return fig.to_html(
             div_id=f"plotly-chart-expanded-{chart_index}",
             include_plotlyjs=False,
@@ -256,7 +252,9 @@ def create_sparkline(df_metric: pd.DataFrame, anomaly_timestamp: pd.Timestamp =
         )
 
     @staticmethod
-    def create_expanded_sparkline(df_metric: pd.DataFrame, anomaly_timestamp: pd.Timestamp = None) -> str:
+    def create_expanded_sparkline(
+        df_metric: pd.DataFrame, anomaly_timestamp: pd.Timestamp = None
+    ) -> str:
         """Create an expanded sparkline chart for a specific anomaly.
 
         Args:
@@ -391,18 +389,8 @@ def create_expanded_sparkline(df_metric: pd.DataFrame, anomaly_timestamp: pd.Tim
             paper_bgcolor=colors["background"],
             plot_bgcolor=colors["background"],
             font=dict(color=colors["text"]),
-            legend=dict(
-                orientation="h",
-                yanchor="bottom",
-                y=1.02,
-                xanchor="right",
-                x=1
-            ),
-            title=dict(
-                text="Anomaly Detail View",
-                x=0.5,
-                font=dict(size=16)
-            )
+            legend=dict(orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1),
+            title=dict(text="Anomaly Detail View", x=0.5, font=dict(size=16)),
         )
 
         # Enhanced config for expanded view
@@ -421,8 +409,8 @@ def create_expanded_sparkline(df_metric: pd.DataFrame, anomaly_timestamp: pd.Tim
                 "format": "png",
                 "filename": "anomaly_chart",
                 "height": 500,
-                "scale": 1
-            }
+                "scale": 1,
+            },
         }
 
         return fig.to_html(
@@ -432,7 +420,9 @@ def create_expanded_sparkline(df_metric: pd.DataFrame, anomaly_timestamp: pd.Tim
         )
 
     @staticmethod
-    def create_single_anomaly_expanded_chart(df_metric: pd.DataFrame, anomaly_timestamp: pd.Timestamp = None) -> str:
+    def create_single_anomaly_expanded_chart(
+        df_metric: pd.DataFrame, anomaly_timestamp: pd.Timestamp = None
+    ) -> str:
         """Create an expanded chart showing full time series but highlighting only one specific anomaly.
 
         Args:
@@ -495,12 +485,12 @@ def create_single_anomaly_expanded_chart(df_metric: pd.DataFrame, anomaly_timest
                     if anomaly_row["metric_llmalert"].iloc[0] == 1
                     else colors["alert"]
                 )
-                
+
                 # Use same symbol as sparkline (diamond)
                 marker_color = alert_color
                 marker_symbol = "diamond"
                 alert_name = "Selected Alert"
-                
+
                 fig.add_trace(
                     go.Scatter(
                         x=[anomaly_timestamp],
@@ -541,18 +531,8 @@ def create_single_anomaly_expanded_chart(df_metric: pd.DataFrame, anomaly_timest
             paper_bgcolor=colors["background"],
             plot_bgcolor=colors["background"],
             font=dict(color=colors["text"]),
-            legend=dict(
-                orientation="h",
-                yanchor="bottom",
-                y=1.02,
-                xanchor="right",
-                x=1
-            ),
-            title=dict(
-                text="Single Anomaly Detail View",
-                x=0.5,
-                font=dict(size=16)
-            )
+            legend=dict(orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1),
+            title=dict(text="Single Anomaly Detail View", x=0.5, font=dict(size=16)),
         )
 
         # Enhanced config for expanded view
@@ -571,8 +551,8 @@ def create_single_anomaly_expanded_chart(df_metric: pd.DataFrame, anomaly_timest
                 "format": "png",
                 "filename": "single_anomaly_chart",
                 "height": 500,
-                "scale": 1
-            }
+                "scale": 1,
+            },
         }
 
         return fig.to_html(
diff --git a/dashboard/routes/batch.py b/dashboard/routes/batch.py
index 75ca5676..9689b9f2 100644
--- a/dashboard/routes/batch.py
+++ b/dashboard/routes/batch.py
@@ -8,7 +8,7 @@
 """
 
 from fasthtml.common import H4, Div, P, Request, Safe, Script, Style, Table, Td, Th, Tr
-from monsterui.all import Button, ButtonT, Card, DivLAligned, UkIcon
+from monsterui.all import Button, ButtonT, Card, DivLAligned, Modal, ModalTitle, UkIcon
 import pandas as pd
 
 from anomstack.df.wrangle import extract_metadata
@@ -17,7 +17,6 @@
 from dashboard.components import create_controls
 from dashboard.constants import DEFAULT_LAST_N, DEFAULT_LOAD_N_CHARTS
 from dashboard.data import get_data
-from monsterui.all import Modal, ModalTitle
 
 
 def get_batch_data(batch_name: str) -> pd.DataFrame:
@@ -67,18 +66,18 @@ def get_batch_view(batch_name: str, initial_load: int = DEFAULT_LOAD_N_CHARTS):
             }}
         }});
         window.scrollTo({{ top: 0, behavior: 'smooth' }});
-        
+
         // Force scrollbar to always be visible to prevent layout shifts
         function forceScrollbar() {{
             document.documentElement.style.overflowY = 'scroll';
             document.body.style.overflowY = 'scroll';
         }}
-        
+
         // Apply immediately and after any dynamic content loads
         forceScrollbar();
         document.addEventListener('htmx:afterSwap', forceScrollbar);
         document.addEventListener('htmx:afterSettle', forceScrollbar);
-        
+
         // Also apply after a short delay to catch any late-loading content
         setTimeout(forceScrollbar, 100);
         setTimeout(forceScrollbar, 500);
@@ -99,7 +98,9 @@ def get_batch_view(batch_name: str, initial_load: int = DEFAULT_LOAD_N_CHARTS):
         ),
         Div(
             Button(
-                f"Load next {load_next} of {remaining_metrics}",
+                f"Load next {load_next} of {remaining_metrics}"
+                if remaining_metrics > 0
+                else "No more metrics",
                 hx_get=f"/batch/{batch_name}/load-more/{initial_load}",
                 hx_target="#charts-container",
                 hx_swap="beforeend",
@@ -141,7 +142,7 @@ def get(batch_name: str, chart_index: int):
         app.state.chart_cache[batch_name][chart_index] = fig
 
     modal_id = f"modal-{batch_name}-{chart_index}"
-    
+
     return Div(
         Card(
             Style(
@@ -201,7 +202,7 @@ def get(batch_name: str, chart_index: int):
                 cls="chart-expand-btn",
                 uk_toggle=f"target: #{modal_id}",
                 title="Click to expand chart",
-                type="button"
+                type="button",
             ),
             header=Div(
                 H4(metric_name, cls="mb-1"),
@@ -228,10 +229,10 @@ def get(batch_name: str, chart_index: int):
                     type="button",
                     uk_close="",
                     title="Close expanded view",
-                    style="position: absolute; top: 15px; right: 15px; border: none; background: rgba(255,255,255,0.9); border-radius: 50%; width: 40px; height: 40px; display: flex; align-items: center; justify-content: center; box-shadow: 0 2px 8px rgba(0,0,0,0.1);"
+                    style="position: absolute; top: 15px; right: 15px; border: none; background: rgba(255,255,255,0.9); border-radius: 50%; width: 40px; height: 40px; display: flex; align-items: center; justify-content: center; box-shadow: 0 2px 8px rgba(0,0,0,0.1);",
                 ),
                 cls="uk-modal-header",
-                style="position: relative; padding: 20px 60px 20px 20px;"
+                style="position: relative; padding: 20px 60px 20px 20px;",
             ),
             Div(
                 # Expanded chart will be loaded here
@@ -239,7 +240,7 @@ def get(batch_name: str, chart_index: int):
                     id=f"expanded-chart-{chart_index}",
                     hx_get=f"/batch/{batch_name}/chart/{chart_index}/expanded",
                     hx_trigger="load",
-                    cls="min-h-96"
+                    cls="min-h-96",
                 ),
                 # Chart statistics
                 Div(
@@ -251,14 +252,14 @@ def get(batch_name: str, chart_index: int):
                         P(f"Avg Score: {avg_score:.1%}", cls="text-sm text-muted-foreground"),
                         style="gap: 1rem;",
                     ),
-                    cls="mt-4 p-4 bg-muted rounded-lg"
+                    cls="mt-4 p-4 bg-muted rounded-lg",
                 ),
                 cls="space-y-4 uk-modal-body",
-                style="overflow-y: auto; max-height: calc(100vh - 140px);"
+                style="overflow-y: auto; max-height: calc(100vh - 140px);",
             ),
             id=modal_id,
-            cls="uk-modal-full"
-        )
+            cls="uk-modal-full",
+        ),
     )
 
 
@@ -275,25 +276,22 @@ def get_expanded_chart(batch_name: str, chart_index: int):
     """
     # Use proper data loading instead of direct cache access
     df = get_batch_data(batch_name)
-    
+
     # Ensure stats are calculated
     if batch_name not in app.state.stats_cache:
         app.state.calculate_metric_stats(batch_name)
-    
+
     metric_stats = app.state.stats_cache[batch_name]
     metric_name = metric_stats[chart_index]["metric_name"]
 
     # Generate expanded chart (larger and with more interactive features)
     df_metric = df[df["metric_name"] == metric_name]
     df_metric = extract_metadata(df_metric, "anomaly_explanation")
-    
+
     # Create expanded chart with enhanced configuration
     expanded_fig = ChartManager.create_expanded_chart(df_metric, chart_index)
-    
-    return Div(
-        Safe(expanded_fig),
-        cls="w-full"
-    )
+
+    return Div(Safe(expanded_fig), cls="w-full")
 
 
 @rt("/batch/{batch_name}/refresh")
@@ -408,7 +406,7 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
 
         # Create unique modal ID for this anomaly
         anomaly_modal_id = f"anomaly-modal-{feedback_key}"
-        
+
         rows.append(
             Tr(
                 Td(
@@ -465,21 +463,24 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
                         uk_toggle=f"target: #{anomaly_modal_id}",
                         title="Expand chart",
                         type="button",
-                        style="width: 36px; height: 36px; display: flex; align-items: center; justify-content: center;"
+                        style="width: 36px; height: 36px; display: flex; align-items: center; justify-content: center;",
                     ),
                     cls="w-[60px] text-center align-middle",
-                    style="vertical-align: middle; padding: 8px;"
+                    style="vertical-align: middle; padding: 8px;",
                 ),
                 cls="hover:bg-muted/50 transition-colors",
             )
         )
-        
+
         # Create modal for this anomaly
         modals.append(
             Modal(
                 # Custom header with title, feedback buttons, and close button
                 Div(
-                    ModalTitle(f"{metric_name} - Anomaly at {timestamp.strftime('%Y-%m-%d %H:%M:%S')}", cls="mb-0"),
+                    ModalTitle(
+                        f"{metric_name} - Anomaly at {timestamp.strftime('%Y-%m-%d %H:%M:%S')}",
+                        cls="mb-0",
+                    ),
                     # Feedback buttons in header
                     DivLAligned(
                         Button(
@@ -487,7 +488,8 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
                             hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-up",
                             hx_target=f"#modal-feedback-{feedback_key}",
                             hx_swap="outerHTML",
-                            cls=(ButtonT.primary if feedback == "positive" else ButtonT.secondary) + " p-2",
+                            cls=(ButtonT.primary if feedback == "positive" else ButtonT.secondary)
+                            + " p-2",
                             id=f"modal-feedback-{feedback_key}-positive",
                             title="Good catch",
                         ),
@@ -496,13 +498,14 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
                             hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-down",
                             hx_target=f"#modal-feedback-{feedback_key}",
                             hx_swap="outerHTML",
-                            cls=(ButtonT.primary if feedback == "negative" else ButtonT.secondary) + " p-2",
+                            cls=(ButtonT.primary if feedback == "negative" else ButtonT.secondary)
+                            + " p-2",
                             id=f"modal-feedback-{feedback_key}-negative",
                             title="False alarm",
                         ),
                         cls="space-x-2",
                         id=f"modal-feedback-{feedback_key}",
-                        style="position: absolute; top: 15px; right: 80px;"
+                        style="position: absolute; top: 15px; right: 80px;",
                     ),
                     Button(
                         "×",
@@ -510,10 +513,10 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
                         type="button",
                         uk_close="",
                         title="Close expanded view",
-                        style="position: absolute; top: 15px; right: 15px; border: none; background: rgba(255,255,255,0.9); border-radius: 50%; width: 40px; height: 40px; display: flex; align-items: center; justify-content: center; box-shadow: 0 2px 8px rgba(0,0,0,0.1); font-size: 24px; font-weight: bold; color: #666; line-height: 1;"
+                        style="position: absolute; top: 15px; right: 15px; border: none; background: rgba(255,255,255,0.9); border-radius: 50%; width: 40px; height: 40px; display: flex; align-items: center; justify-content: center; box-shadow: 0 2px 8px rgba(0,0,0,0.1); font-size: 24px; font-weight: bold; color: #666; line-height: 1;",
                     ),
                     cls="uk-modal-header",
-                    style="position: relative; padding: 20px 160px 20px 20px;"
+                    style="position: relative; padding: 20px 160px 20px 20px;",
                 ),
                 Div(
                     # Expanded chart will be loaded here
@@ -521,7 +524,7 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
                         id=f"expanded-anomaly-chart-{feedback_key}",
                         hx_get=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/expanded",
                         hx_trigger="load",
-                        cls="min-h-96"
+                        cls="min-h-96",
                     ),
                     # Anomaly information
                     Div(
@@ -535,18 +538,20 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
                                 cls="text-sm text-muted-foreground",
                             ),
                             P(
-                                f"Value: {row['metric_value']:.2f}" if pd.notna(row['metric_value']) else "Value: N/A",
+                                f"Value: {row['metric_value']:.2f}"
+                                if pd.notna(row["metric_value"])
+                                else "Value: N/A",
                                 cls="text-sm text-muted-foreground",
                             ),
                             style="gap: 1rem;",
                         ),
-                        cls="mt-4 p-4 bg-muted rounded-lg"
+                        cls="mt-4 p-4 bg-muted rounded-lg",
                     ),
                     cls="space-y-4 uk-modal-body",
-                    style="overflow-y: auto; max-height: calc(100vh - 140px);"
+                    style="overflow-y: auto; max-height: calc(100vh - 140px);",
                 ),
                 id=anomaly_modal_id,
-                cls="uk-modal-full"
+                cls="uk-modal-full",
             )
         )
 
@@ -557,7 +562,7 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
         DivLAligned(
             Button(
                 UkIcon("chevron-left"),
-                hx_get=f"/batch/{batch_name}/anomalies?page={page-1}",
+                hx_get=f"/batch/{batch_name}/anomalies?page={page - 1}",
                 hx_target="#anomaly-list",
                 cls=ButtonT.secondary,
                 disabled=page <= 1,
@@ -568,7 +573,7 @@ def get_anomaly_list(batch_name: str, page: int = 1, per_page: int = 50):
             ),
             Button(
                 UkIcon("chevron-right"),
-                hx_get=f"/batch/{batch_name}/anomalies?page={page+1}",
+                hx_get=f"/batch/{batch_name}/anomalies?page={page + 1}",
                 hx_target="#anomaly-list",
                 cls=ButtonT.secondary,
                 disabled=page >= total_pages,
@@ -676,13 +681,13 @@ def submit_thumbs_up(request: Request, batch_name: str, metric_name: str, timest
     # Check if this is being called from modal or table
     hx_target = request.headers.get("HX-Target", "")
     is_modal = "modal-feedback" in hx_target
-    
+
     if is_modal:
         # Get current feedback state from app.state
         current_feedback = None
         if hasattr(app.state, "anomaly_feedback") and feedback_key in app.state.anomaly_feedback:
             current_feedback = app.state.anomaly_feedback[feedback_key]
-        
+
         # Return both modal buttons AND table row buttons (out-of-band update)
         return [
             # Modal header buttons
@@ -692,7 +697,8 @@ def submit_thumbs_up(request: Request, batch_name: str, metric_name: str, timest
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-up",
                     hx_target=f"#modal-feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.primary if current_feedback == "positive" else ButtonT.secondary) + " p-2",
+                    cls=(ButtonT.primary if current_feedback == "positive" else ButtonT.secondary)
+                    + " p-2",
                     id=f"modal-feedback-{feedback_key}-positive",
                     title="Good catch",
                 ),
@@ -701,13 +707,14 @@ def submit_thumbs_up(request: Request, batch_name: str, metric_name: str, timest
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-down",
                     hx_target=f"#modal-feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary) + " p-2",
+                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary)
+                    + " p-2",
                     id=f"modal-feedback-{feedback_key}-negative",
                     title="False alarm",
                 ),
                 cls="space-x-2",
                 id=f"modal-feedback-{feedback_key}",
-                style="position: absolute; top: 15px; right: 80px;"
+                style="position: absolute; top: 15px; right: 80px;",
             ),
             # Table row buttons (out-of-band update)
             DivLAligned(
@@ -716,7 +723,8 @@ def submit_thumbs_up(request: Request, batch_name: str, metric_name: str, timest
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-up",
                     hx_target=f"#feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.primary if current_feedback == "positive" else ButtonT.secondary) + " sm:p-2 p-1",
+                    cls=(ButtonT.primary if current_feedback == "positive" else ButtonT.secondary)
+                    + " sm:p-2 p-1",
                     id=f"feedback-{feedback_key}-positive",
                 ),
                 Button(
@@ -724,13 +732,14 @@ def submit_thumbs_up(request: Request, batch_name: str, metric_name: str, timest
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-down",
                     hx_target=f"#feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary) + " sm:p-2 p-1",
+                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary)
+                    + " sm:p-2 p-1",
                     id=f"feedback-{feedback_key}-negative",
                 ),
                 cls="space-x-1 sm:space-x-2 justify-center",
                 id=f"feedback-{feedback_key}",
-                hx_swap_oob="true"
-            )
+                hx_swap_oob="true",
+            ),
         ]
     else:
         # Return table-style buttons
@@ -818,13 +827,13 @@ def submit_thumbs_down(request: Request, batch_name: str, metric_name: str, time
     # Check if this is being called from modal or table
     hx_target = request.headers.get("HX-Target", "")
     is_modal = "modal-feedback" in hx_target
-    
+
     if is_modal:
         # Get current feedback state from app.state
         current_feedback = None
         if hasattr(app.state, "anomaly_feedback") and feedback_key in app.state.anomaly_feedback:
             current_feedback = app.state.anomaly_feedback[feedback_key]
-        
+
         # Return both modal buttons AND table row buttons (out-of-band update)
         return [
             # Modal header buttons
@@ -834,7 +843,8 @@ def submit_thumbs_down(request: Request, batch_name: str, metric_name: str, time
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-up",
                     hx_target=f"#modal-feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.secondary if current_feedback == "negative" else ButtonT.secondary) + " p-2",
+                    cls=(ButtonT.secondary if current_feedback == "negative" else ButtonT.secondary)
+                    + " p-2",
                     id=f"modal-feedback-{feedback_key}-positive",
                     title="Good catch",
                 ),
@@ -843,13 +853,14 @@ def submit_thumbs_down(request: Request, batch_name: str, metric_name: str, time
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-down",
                     hx_target=f"#modal-feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary) + " p-2",
+                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary)
+                    + " p-2",
                     id=f"modal-feedback-{feedback_key}-negative",
                     title="False alarm",
                 ),
                 cls="space-x-2",
                 id=f"modal-feedback-{feedback_key}",
-                style="position: absolute; top: 15px; right: 80px;"
+                style="position: absolute; top: 15px; right: 80px;",
             ),
             # Table row buttons (out-of-band update)
             DivLAligned(
@@ -858,7 +869,8 @@ def submit_thumbs_down(request: Request, batch_name: str, metric_name: str, time
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-up",
                     hx_target=f"#feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.secondary if current_feedback == "negative" else ButtonT.secondary) + " sm:p-2 p-1",
+                    cls=(ButtonT.secondary if current_feedback == "negative" else ButtonT.secondary)
+                    + " sm:p-2 p-1",
                     id=f"feedback-{feedback_key}-positive",
                 ),
                 Button(
@@ -866,13 +878,14 @@ def submit_thumbs_down(request: Request, batch_name: str, metric_name: str, time
                     hx_post=f"/batch/{batch_name}/anomaly/{metric_name}/{timestamp}/thumbs-down",
                     hx_target=f"#feedback-{feedback_key}",
                     hx_swap="outerHTML",
-                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary) + " sm:p-2 p-1",
+                    cls=(ButtonT.primary if current_feedback == "negative" else ButtonT.secondary)
+                    + " sm:p-2 p-1",
                     id=f"feedback-{feedback_key}-negative",
                 ),
                 cls="space-x-1 sm:space-x-2 justify-center",
                 id=f"feedback-{feedback_key}",
-                hx_swap_oob="true"
-            )
+                hx_swap_oob="true",
+            ),
         ]
     else:
         # Return table-style buttons
@@ -912,32 +925,30 @@ def get_expanded_anomaly_chart(batch_name: str, metric_name: str, timestamp: str
     """
     # Use proper data loading instead of direct cache access
     df = get_batch_data(batch_name)
-    
+
     # Ensure stats are calculated
     if batch_name not in app.state.stats_cache:
         app.state.calculate_metric_stats(batch_name)
-    
+
     # Parse the timestamp first
     try:
         # Handle URL-encoded timestamp
         import urllib.parse
+
         decoded_timestamp = urllib.parse.unquote(timestamp)
         anomaly_timestamp = pd.to_datetime(decoded_timestamp)
-    except:
+    except (ValueError, TypeError):
         try:
             anomaly_timestamp = pd.to_datetime(timestamp)
-        except:
+        except (ValueError, TypeError):
             anomaly_timestamp = None
-    
+
     # Get the metric data for this specific metric (full time series)
     df_metric = df[df["metric_name"] == metric_name].copy()
     df_metric = df_metric.sort_values("metric_timestamp")
     df_metric = extract_metadata(df_metric, "anomaly_explanation")
-    
+
     # Create expanded view with full time series but only highlight the single clicked anomaly
     expanded_fig = ChartManager.create_single_anomaly_expanded_chart(df_metric, anomaly_timestamp)
-    
-    return Div(
-        Safe(expanded_fig),
-        cls="w-full"
-    )
+
+    return Div(Safe(expanded_fig), cls="w-full")
diff --git a/dashboard/routes/index.py b/dashboard/routes/index.py
index 2c7c44b7..de5c0cfb 100644
--- a/dashboard/routes/index.py
+++ b/dashboard/routes/index.py
@@ -19,7 +19,6 @@
 from dashboard.constants import DEFAULT_LAST_N
 from dashboard.data import get_data
 
-
 log = logging.getLogger("anomstack_dashboard")
 
 
@@ -175,7 +174,7 @@ def index(request: Request):
 
     script = Script(
         f"""
-        if ({'true' if app.state.dark_mode else 'false'}) {{
+        if ({"true" if app.state.dark_mode else "false"}) {{
             document.body.classList.add('dark-mode');
         }}
     """
diff --git a/dashboard/routes/search.py b/dashboard/routes/search.py
index 5ca2a60e..279c2b9b 100644
--- a/dashboard/routes/search.py
+++ b/dashboard/routes/search.py
@@ -66,7 +66,9 @@ def get(batch_name: str, search: str = "") -> FT:
         # Create load more button if needed
         load_more_button = Div(
             Button(
-                f"Load next {load_next} of {remaining_metrics}",
+                f"Load next {load_next} of {remaining_metrics}"
+                if remaining_metrics > 0
+                else "No more metrics",
                 hx_get=f"/batch/{batch_name}/load-more/{DEFAULT_LOAD_N_CHARTS}",
                 hx_target="#charts-container",
                 hx_swap="beforeend",
@@ -184,7 +186,9 @@ def post(batch_name: str, last_n: str = "90n"):
             ),
             Div(
                 Button(
-                    f"Load next {load_next} of {remaining_metrics}",
+                    f"Load next {load_next} of {remaining_metrics}"
+                    if remaining_metrics > 0
+                    else "No more metrics",
                     hx_get=f"/batch/{batch_name}/load-more/{DEFAULT_LOAD_N_CHARTS}",
                     hx_target="#charts-container",
                     hx_swap="beforeend",
diff --git a/dashboard/static/styles.css b/dashboard/static/styles.css
index ae828f42..feef814d 100644
--- a/dashboard/static/styles.css
+++ b/dashboard/static/styles.css
@@ -87,20 +87,20 @@ body {
     .uk-modal-full .uk-modal-dialog {
         padding: 1rem;
     }
-    
+
     .uk-modal-title {
         font-size: 1.25rem;
         line-height: 1.3;
         margin-bottom: 1rem;
     }
-    
+
     /* Ensure charts are touch-friendly on mobile */
     .plotly .modebar {
         position: absolute;
         top: 10px;
         right: 10px;
     }
-    
+
     .plotly .modebar-btn {
         width: 32px;
         height: 32px;
@@ -113,7 +113,7 @@ body {
         opacity: 1 !important;
         transform: none !important;
     }
-    
+
     .chart-expand-btn:active {
         transform: scale(0.95);
         background: rgba(59, 130, 246, 0.1);
diff --git a/docker/Dockerfile.anomstack_dashboard b/docker/Dockerfile.anomstack_dashboard
index ef477724..ba199bde 100644
--- a/docker/Dockerfile.anomstack_dashboard
+++ b/docker/Dockerfile.anomstack_dashboard
@@ -12,7 +12,8 @@ WORKDIR /opt/dagster/app
 # Use lightweight dashboard-specific requirements
 COPY ../requirements-dashboard.txt /opt/dagster/app/requirements-dashboard.txt
 
-RUN pip install --no-cache-dir -r requirements-dashboard.txt
+COPY constraints.txt /opt/dagster/app/constraints.txt
+RUN pip install --no-cache-dir -c constraints.txt -r requirements-dashboard.txt
 
 # Only copy what the dashboard actually needs
 COPY dashboard /opt/dagster/app/dashboard
@@ -31,7 +32,7 @@ COPY anomstack/validate /opt/dagster/app/anomstack/validate
 COPY scripts/maintenance /opt/dagster/app/scripts/maintenance
 
 # Add current directory to Python path for anomstack imports
-ENV PYTHONPATH=/opt/dagster/app:$PYTHONPATH
+ENV PYTHONPATH=/opt/dagster/app
 
 # Add build information
 ARG ANOMSTACK_BUILD_HASH="unknown"
diff --git a/docker/Dockerfile.dagster b/docker/Dockerfile.dagster
index 22e87636..e920cb1d 100644
--- a/docker/Dockerfile.dagster
+++ b/docker/Dockerfile.dagster
@@ -10,20 +10,13 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     cmake \
     && apt-get clean && rm -rf /var/lib/apt/lists/*
 
-# Install Dagster libraries
-RUN pip install \
-    dagster \
-    dagster-graphql \
-    dagster-webserver \
-    dagster-postgres \
-    dagster-docker
-
 # Set working directory for user code
 WORKDIR /opt/dagster/app
 
 # Copy and install user code requirements
 COPY requirements.txt /opt/dagster/app/requirements.txt
-RUN pip install -r requirements.txt
+COPY constraints.txt /opt/dagster/app/constraints.txt
+RUN pip install -c constraints.txt -r requirements.txt
 
 # Copy user code
 COPY anomstack /opt/dagster/app/anomstack
@@ -43,7 +36,7 @@ COPY workspace.yaml $DAGSTER_HOME
 COPY .example.env .env
 
 # Set Python path to include user code
-ENV PYTHONPATH=/opt/dagster/app:$PYTHONPATH
+ENV PYTHONPATH=/opt/dagster/app
 
 # Add build information
 ARG ANOMSTACK_BUILD_HASH="unknown"
@@ -56,4 +49,4 @@ HEALTHCHECK --interval=30s --timeout=10s --start-period=30s --retries=3 \
     CMD pgrep -f "dagster" > /dev/null || exit 1
 
 # Default command can be overridden by docker-compose
-CMD ["dagster-webserver", "-h", "0.0.0.0", "-p", "3000", "-w", "/opt/dagster/dagster_home/workspace.yaml"]
\ No newline at end of file
+CMD ["dagster-webserver", "-h", "0.0.0.0", "-p", "3000", "-w", "/opt/dagster/dagster_home/workspace.yaml"]
diff --git a/docker/Dockerfile.fly b/docker/Dockerfile.fly
index 55ee83ad..ac804e80 100644
--- a/docker/Dockerfile.fly
+++ b/docker/Dockerfile.fly
@@ -25,9 +25,9 @@ ENV CHROME_BIN=/usr/bin/chromium
 WORKDIR /opt/dagster/app
 
 # Copy requirements and install Python dependencies
-COPY requirements.txt requirements-dashboard.txt ./
-RUN pip install --no-cache-dir -r requirements.txt && \
-    pip install --no-cache-dir -r requirements-dashboard.txt
+COPY requirements.txt requirements-dashboard.txt constraints.txt ./
+RUN pip install --no-cache-dir -c constraints.txt -r requirements.txt && \
+    pip install --no-cache-dir -c constraints.txt -r requirements-dashboard.txt
 
 # Copy application code
 COPY anomstack ./anomstack
@@ -38,7 +38,7 @@ COPY metrics ./metrics
 ARG ANOMSTACK_BUILD_HASH
 ENV ANOMSTACK_BUILD_HASH=${ANOMSTACK_BUILD_HASH}
 
-# Copy configuration files  
+# Copy configuration files
 COPY dagster_fly.yaml ./dagster_home/dagster.yaml
 COPY workspace.yaml ./dagster_home/workspace.yaml
 # Copy startup scripts (use CACHEBUST arg above to ensure fresh copy when needed)
@@ -53,7 +53,7 @@ RUN ls -la ./dagster_home/ && \
     chmod +x /opt/dagster/start.sh && \
     chmod +x /opt/dagster/debug_grpc.sh
 
-# Create necessary directories for SQLite storage and artifacts  
+# Create necessary directories for SQLite storage and artifacts
 # Clear any existing Dagster storage to force fresh workspace loading
 RUN mkdir -p /data/models /data/dagster_storage /data/artifacts /tmp/dagster/compute_logs && \
     rm -rf /data/dagster_storage/* 2>/dev/null || true
diff --git a/docs/.nvmrc b/docs/.nvmrc
new file mode 100644
index 00000000..a45fd52c
--- /dev/null
+++ b/docs/.nvmrc
@@ -0,0 +1 @@
+24
diff --git a/docs/README.md b/docs/README.md
index aaba2fa1..0000666d 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,17 +1,17 @@
 # Website
 
-This website is built using [Docusaurus 2](https://docusaurus.io/), a modern static website generator.
+This website is built using [Docusaurus 3](https://docusaurus.io/), a modern static website generator.
 
 ### Installation
 
 ```
-$ yarn
+$ npm ci
 ```
 
 ### Local Development
 
 ```
-$ yarn start
+$ npm start
 ```
 
 This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server.
@@ -19,7 +19,7 @@ This command starts a local development server and opens up a browser window. Mo
 ### Build
 
 ```
-$ yarn build
+$ npm run build
 ```
 
 This command generates static content into the `build` directory and can be served using any static contents hosting service.
@@ -29,13 +29,13 @@ This command generates static content into the `build` directory and can be serv
 Using SSH:
 
 ```
-$ USE_SSH=true yarn deploy
+$ USE_SSH=true npm run deploy
 ```
 
 Not using SSH:
 
 ```
-$ GIT_USER=<Your GitHub username> yarn deploy
+$ GIT_USER=<Your GitHub username> npm run deploy
 ```
 
 If you are using GitHub pages for hosting, this command is a convenient way to build the website and push to the `gh-pages` branch.
diff --git a/docs/docs/data-sources/python.md b/docs/docs/data-sources/python.md
index fbc7efbf..87a839b6 100644
--- a/docs/docs/data-sources/python.md
+++ b/docs/docs/data-sources/python.md
@@ -61,6 +61,7 @@ Here's a complete example that fetches metrics from HackerNews top stories:
 import pandas as pd
 import requests
 
+
 def ingest(top_n=10) -> pd.DataFrame:
     # Hacker News API endpoint for top stories
     url = "https://hacker-news.firebaseio.com/v0/topstories.json"
diff --git a/docs/docs/quickstart.md b/docs/docs/quickstart.md
index 0ebf133c..1c93771b 100644
--- a/docs/docs/quickstart.md
+++ b/docs/docs/quickstart.md
@@ -158,12 +158,13 @@ WHERE created_at >= CURRENT_TIMESTAMP - INTERVAL '1 hour'
 import pandas as pd
 from datetime import datetime
 
+
 def ingest():
     # Your custom logic here
     data = {
-        'metric_timestamp': [datetime.now()],
-        'metric_name': ['my_metric'],
-        'metric_value': [42]
+        "metric_timestamp": [datetime.now()],
+        "metric_name": ["my_metric"],
+        "metric_value": [42],
     }
     return pd.DataFrame(data)
 ```
diff --git a/docs/docusaurus.config.js b/docs/docusaurus.config.js
index b06bf537..97b82160 100644
--- a/docs/docusaurus.config.js
+++ b/docs/docusaurus.config.js
@@ -24,7 +24,6 @@ const config = {
   projectName: 'anomstack', // Usually your repo name.
 
   onBrokenLinks: 'throw',
-  onBrokenMarkdownLinks: 'warn',
 
   // Even if you don't use internationalization, you can use this field to set
   // useful metadata like html lang. For example, if your site is Chinese, you
@@ -57,6 +56,7 @@ const config = {
   // In order for Mermaid code blocks in Markdown to work,
   // you also need to enable the Remark plugin with this option
   markdown: {
+    hooks: {onBrokenMarkdownLinks: 'warn'},
     mermaid: true,
   },
 
diff --git a/docs/package-lock.json b/docs/package-lock.json
index 88acfdc3..6902f7f5 100644
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@@ -8,151 +8,180 @@
       "name": "anomstack",
       "version": "0.0.0",
       "dependencies": {
-        "@docusaurus/core": "^3.8.1",
-        "@docusaurus/preset-classic": "^3.8.1",
-        "@docusaurus/theme-mermaid": "^3.8.1",
-        "@mdx-js/react": "^3.0.0",
-        "clsx": "^1.2.1",
-        "prism-react-renderer": "^2.1.0",
-        "react": "^18.0.0",
-        "react-dom": "^18.0.0"
+        "@docusaurus/core": "^3.10.2",
+        "@docusaurus/preset-classic": "^3.10.2",
+        "@docusaurus/theme-mermaid": "^3.10.2",
+        "@mdx-js/react": "^3.1.1",
+        "clsx": "^2.1.1",
+        "prism-react-renderer": "^2.4.1",
+        "react": "^19.2.8",
+        "react-dom": "^19.2.8"
       },
       "devDependencies": {
-        "@docusaurus/module-type-aliases": "^3.8.1",
-        "@docusaurus/types": "^3.8.1"
+        "@docusaurus/module-type-aliases": "^3.10.2",
+        "@docusaurus/types": "^3.10.2"
       },
       "engines": {
         "node": ">=20.0"
       }
     },
-    "node_modules/@algolia/autocomplete-core": {
-      "version": "1.17.9",
-      "resolved": "https://registry.npmjs.org/@algolia/autocomplete-core/-/autocomplete-core-1.17.9.tgz",
-      "integrity": "sha512-O7BxrpLDPJWWHv/DLA9DRFWs+iY1uOJZkqUwjS5HSZAGcl0hIVCQ97LTLewiZmZ402JYUrun+8NqFP+hCknlbQ==",
+    "node_modules/@11ty/gray-matter": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/@11ty/gray-matter/-/gray-matter-1.0.0.tgz",
+      "integrity": "sha512-7mJJl+wf1AByoT0PknQiQfOPnVNT4fevGrUBVWO4HXsnYn1aQPyRyrELYrNUFleUBM++KzMKN6QaxHPk0t/6/g==",
+      "license": "MIT",
       "dependencies": {
-        "@algolia/autocomplete-plugin-algolia-insights": "1.17.9",
-        "@algolia/autocomplete-shared": "1.17.9"
+        "js-yaml": "^4.1.0",
+        "kind-of": "^6.0.3",
+        "section-matter": "^1.0.0",
+        "strip-bom-string": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=11"
       }
     },
-    "node_modules/@algolia/autocomplete-plugin-algolia-insights": {
-      "version": "1.17.9",
-      "resolved": "https://registry.npmjs.org/@algolia/autocomplete-plugin-algolia-insights/-/autocomplete-plugin-algolia-insights-1.17.9.tgz",
-      "integrity": "sha512-u1fEHkCbWF92DBeB/KHeMacsjsoI0wFhjZtlCq2ddZbAehshbZST6Hs0Avkc0s+4UyBGbMDnSuXHLuvRWK5iDQ==",
+    "node_modules/@algolia/abtesting": {
+      "version": "1.23.0",
+      "resolved": "https://registry.npmjs.org/@algolia/abtesting/-/abtesting-1.23.0.tgz",
+      "integrity": "sha512-j45MBISstltys9QyQ4xf6quRiN1g7vMuwQL9VM4dx8YuRZvCQ173b9royZAx6iAbRX3IB1VnG1z//NuwyQ8jpQ==",
+      "license": "MIT",
       "dependencies": {
-        "@algolia/autocomplete-shared": "1.17.9"
+        "@algolia/client-common": "5.57.0",
+        "@algolia/requester-browser-xhr": "5.57.0",
+        "@algolia/requester-fetch": "5.57.0",
+        "@algolia/requester-node-http": "5.57.0"
       },
-      "peerDependencies": {
-        "search-insights": ">= 1 < 3"
+      "engines": {
+        "node": ">= 14.0.0"
+      }
+    },
+    "node_modules/@algolia/autocomplete-core": {
+      "version": "1.19.9",
+      "resolved": "https://registry.npmjs.org/@algolia/autocomplete-core/-/autocomplete-core-1.19.9.tgz",
+      "integrity": "sha512-4U2JKLMWlDu0CotYyUkWakDxr8AIav3QtIUXXRpfavYN29aVWfzlwJp9T0rPKEf/dO2QCPAUc0Kq1Tj1GJxo2A==",
+      "license": "MIT",
+      "dependencies": {
+        "@algolia/autocomplete-plugin-algolia-insights": "1.19.9",
+        "@algolia/autocomplete-shared": "1.19.9"
       }
     },
-    "node_modules/@algolia/autocomplete-preset-algolia": {
-      "version": "1.17.9",
-      "resolved": "https://registry.npmjs.org/@algolia/autocomplete-preset-algolia/-/autocomplete-preset-algolia-1.17.9.tgz",
-      "integrity": "sha512-Na1OuceSJeg8j7ZWn5ssMu/Ax3amtOwk76u4h5J4eK2Nx2KB5qt0Z4cOapCsxot9VcEN11ADV5aUSlQF4RhGjQ==",
+    "node_modules/@algolia/autocomplete-plugin-algolia-insights": {
+      "version": "1.19.9",
+      "resolved": "https://registry.npmjs.org/@algolia/autocomplete-plugin-algolia-insights/-/autocomplete-plugin-algolia-insights-1.19.9.tgz",
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@@ -3221,7 +3643,7 @@
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@@ -3271,7 +3696,7 @@
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@@ -3280,19 +3705,21 @@
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@@ -3312,21 +3739,22 @@
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@@ -3447,21 +3880,22 @@
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@@ -3498,23 +3933,24 @@
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@@ -3530,30 +3966,23 @@
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@@ -3564,7 +3993,7 @@
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@@ -3572,50 +4001,51 @@
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+      "license": "ISC",
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+      "license": "MIT",
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@@ -17414,12 +19397,14 @@
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-      "integrity": "sha512-CC1bOL87PIWSBhDcTrdeLo6eGT7mCFtrg0uIJtqJUFyK+eJnzl8A1niH56uu7KMa5XFrtiV+AQuHO3n7DsHnLQ=="
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+      "license": "MIT"
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+      "license": "MIT",
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@@ -17433,9 +19418,10 @@
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+      "license": "MIT",
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@@ -17444,9 +19430,10 @@
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+      "license": "MIT",
       "engines": {
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@@ -17455,11 +19442,12 @@
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+      "version": "7.2.0",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.2.0.tgz",
+      "integrity": "sha512-yDPMNjp4WyfYBkHnjIRLfca1i6KMyGCtsVgoKe/z1+6vukgaENdgGBZt+ZmKPc4gavvEZ5OgHfHdrazhgNyG7w==",
+      "license": "MIT",
       "dependencies": {
-        "ansi-regex": "^6.0.1"
+        "ansi-regex": "^6.2.2"
       },
       "engines": {
         "node": ">=12"
@@ -17468,15 +19456,11 @@
         "url": "https://github.com/chalk/strip-ansi?sponsor=1"
       }
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-    "node_modules/wrappy": {
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-      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
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-    },
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+      "license": "ISC",
       "dependencies": {
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@@ -17485,9 +19469,10 @@
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+      "version": "7.5.13",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-7.5.13.tgz",
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+      "license": "MIT",
       "engines": {
         "node": ">=8.3.0"
       },
@@ -17504,10 +19489,41 @@
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+    "node_modules/wsl-utils": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/wsl-utils/-/wsl-utils-0.1.0.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "is-wsl": "^3.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
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+    "node_modules/wsl-utils/node_modules/is-wsl": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/is-wsl/-/is-wsl-3.1.1.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "is-inside-container": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=16"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
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+      "license": "MIT",
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@@ -17529,12 +19546,14 @@
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+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
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-      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-1.2.1.tgz",
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+      "license": "MIT",
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@@ -17546,6 +19565,7 @@
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+      "license": "MIT",
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
diff --git a/docs/package.json b/docs/package.json
index fe5c1293..5739641f 100644
--- a/docs/package.json
+++ b/docs/package.json
@@ -14,18 +14,18 @@
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   },
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-    "prism-react-renderer": "^2.1.0",
-    "react": "^18.0.0",
-    "react-dom": "^18.0.0"
+    "@docusaurus/core": "^3.10.2",
+    "@docusaurus/preset-classic": "^3.10.2",
+    "@docusaurus/theme-mermaid": "^3.10.2",
+    "@mdx-js/react": "^3.1.1",
+    "clsx": "^2.1.1",
+    "prism-react-renderer": "^2.4.1",
+    "react": "^19.2.8",
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-    "@docusaurus/module-type-aliases": "^3.8.1",
-    "@docusaurus/types": "^3.8.1"
+    "@docusaurus/module-type-aliases": "^3.10.2",
+    "@docusaurus/types": "^3.10.2"
   },
   "browserslist": {
     "production": [
@@ -41,5 +41,12 @@
   },
   "engines": {
     "node": ">=20.0"
+  },
+  "overrides": {
+    "serialize-javascript": "^7.1.1",
+    "sockjs": {
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+    "qs": "^6.16.0"
   }
 }
diff --git a/docs/yarn.lock b/docs/yarn.lock
deleted file mode 100644
index 1046ba9d..00000000
--- a/docs/yarn.lock
+++ /dev/null
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diff --git a/metrics/examples/coindesk/README.md b/metrics/examples/coindesk/README.md
index 5184bbb0..026ac26a 100644
--- a/metrics/examples/coindesk/README.md
+++ b/metrics/examples/coindesk/README.md
@@ -66,18 +66,18 @@ The example monitors these major cryptocurrency pairs by default:
    ```python
    # Monitor your preferred cryptocurrency pairs
    CRYPTO_INSTRUMENTS = [
-       'BTC-USD',   # Bitcoin
-       'ETH-USD',   # Ethereum
-       'ADA-USD',   # Cardano
-       'SOL-USD',   # Solana
-       'MATIC-USD'  # Polygon
+       "BTC-USD",  # Bitcoin
+       "ETH-USD",  # Ethereum
+       "ADA-USD",  # Cardano
+       "SOL-USD",  # Solana
+       "MATIC-USD",  # Polygon
    ]
    ```
 
 3. **Configure markets**: Adjust the market parameter:
    ```python
    # Different markets available
-   MARKET = 'cadli'  # Default market
+   MARKET = "cadli"  # Default market
    # Other options: 'coinbase', 'kraken', 'binance'
    ```
 
@@ -96,21 +96,13 @@ The example monitors these major cryptocurrency pairs by default:
 The ingest function returns cryptocurrency data like:
 ```python
 [
+    {"metric_timestamp": datetime.now(), "metric_name": "BTC_USD_price", "metric_value": 43250.50},
+    {"metric_timestamp": datetime.now(), "metric_name": "ETH_USD_price", "metric_value": 2650.75},
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'BTC_USD_price',
-        'metric_value': 43250.50
+        "metric_timestamp": datetime.now(),
+        "metric_name": "BTC_USD_change_24h",
+        "metric_value": 3.45,  # Percentage change
     },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'ETH_USD_price',
-        'metric_value': 2650.75
-    },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'BTC_USD_change_24h',
-        'metric_value': 3.45  # Percentage change
-    }
 ]
 ```
 
@@ -220,12 +212,12 @@ https://data-api.coindesk.com/index/cc/v1/latest/tick?market=cadli&instruments=B
 ```python
 # Compare prices across different markets
 def get_cross_exchange_data():
-    markets = ['cadli', 'coinbase', 'kraken']
+    markets = ["cadli", "coinbase", "kraken"]
     prices = {}
 
     for market in markets:
-        data = get_coindesk_data(market, 'BTC-USD')
-        prices[market] = data['price']
+        data = get_coindesk_data(market, "BTC-USD")
+        prices[market] = data["price"]
 
     # Calculate price spreads and arbitrage opportunities
     max_price = max(prices.values())
@@ -233,9 +225,9 @@ def get_cross_exchange_data():
     spread = (max_price - min_price) / min_price * 100
 
     return {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'BTC_USD_cross_exchange_spread',
-        'metric_value': spread
+        "metric_timestamp": datetime.now(),
+        "metric_name": "BTC_USD_cross_exchange_spread",
+        "metric_value": spread,
     }
 ```
 
@@ -252,9 +244,9 @@ def calculate_crypto_volatility(price_history, window=24):
     volatility = np.std(returns[-window:]) if len(returns) >= window else 0
 
     return {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'BTC_USD_volatility_24h',
-        'metric_value': volatility
+        "metric_timestamp": datetime.now(),
+        "metric_name": "BTC_USD_volatility_24h",
+        "metric_value": volatility,
     }
 ```
 
@@ -267,15 +259,15 @@ def calculate_market_metrics(btc_price, eth_price, total_market_cap):
 
     return [
         {
-            'metric_timestamp': datetime.now(),
-            'metric_name': 'BTC_market_dominance',
-            'metric_value': btc_dominance
+            "metric_timestamp": datetime.now(),
+            "metric_name": "BTC_market_dominance",
+            "metric_value": btc_dominance,
         },
         {
-            'metric_timestamp': datetime.now(),
-            'metric_name': 'ETH_BTC_ratio',
-            'metric_value': eth_btc_ratio
-        }
+            "metric_timestamp": datetime.now(),
+            "metric_name": "ETH_BTC_ratio",
+            "metric_value": eth_btc_ratio,
+        },
     ]
 ```
 
@@ -288,11 +280,11 @@ def safe_crypto_request(instruments, retries=3):
             response = requests.get(
                 f"{COINDESK_BASE_URL}/latest/tick",
                 params={
-                    'market': 'cadli',
-                    'instruments': ','.join(instruments),
-                    'apply_mapping': 'true'
+                    "market": "cadli",
+                    "instruments": ",".join(instruments),
+                    "apply_mapping": "true",
                 },
-                timeout=10
+                timeout=10,
             )
             response.raise_for_status()
             return response.json()
@@ -300,7 +292,7 @@ def safe_crypto_request(instruments, retries=3):
             if attempt == retries - 1:
                 logger.error(f"Failed to get crypto data: {e}")
                 return None
-            time.sleep(2 ** attempt)  # Exponential backoff
+            time.sleep(2**attempt)  # Exponential backoff
 ```
 
 ## Crypto Market Considerations
diff --git a/metrics/examples/currency/README.md b/metrics/examples/currency/README.md
index 070d84e1..dc8efdfd 100644
--- a/metrics/examples/currency/README.md
+++ b/metrics/examples/currency/README.md
@@ -69,15 +69,15 @@ The example monitors these major currency pairs by default:
    ```python
    # Monitor your preferred base currencies
    BASE_CURRENCIES = [
-       'eur',  # Euro
-       'usd',  # US Dollar
-       'gbp',  # British Pound
-       'jpy',  # Japanese Yen
-       'chf'   # Swiss Franc
+       "eur",  # Euro
+       "usd",  # US Dollar
+       "gbp",  # British Pound
+       "jpy",  # Japanese Yen
+       "chf",  # Swiss Franc
    ]
 
    # Target currencies to convert to
-   TARGET_CURRENCIES = ['usd', 'eur', 'gbp', 'jpy', 'cad', 'aud']
+   TARGET_CURRENCIES = ["usd", "eur", "gbp", "jpy", "cad", "aud"]
    ```
 
 3. **Adjust scheduling**: Modify the cron schedule for your timezone:
@@ -101,21 +101,9 @@ The example monitors these major currency pairs by default:
 The ingest function returns currency data like:
 ```python
 [
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'EUR_USD_rate',
-        'metric_value': 1.0925
-    },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'GBP_USD_rate',
-        'metric_value': 1.2675
-    },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'USD_JPY_rate',
-        'metric_value': 149.85
-    }
+    {"metric_timestamp": datetime.now(), "metric_name": "EUR_USD_rate", "metric_value": 1.0925},
+    {"metric_timestamp": datetime.now(), "metric_name": "GBP_USD_rate", "metric_value": 1.2675},
+    {"metric_timestamp": datetime.now(), "metric_name": "USD_JPY_rate", "metric_value": 149.85},
 ]
 ```
 
@@ -233,9 +221,9 @@ def detect_arbitrage(eur_usd, gbp_usd, eur_gbp):
     spread = abs(implied_eur_gbp - actual_eur_gbp) / actual_eur_gbp * 100
 
     return {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'EUR_GBP_arbitrage_spread',
-        'metric_value': spread
+        "metric_timestamp": datetime.now(),
+        "metric_name": "EUR_GBP_arbitrage_spread",
+        "metric_value": spread,
     }
 ```
 
@@ -243,7 +231,7 @@ def detect_arbitrage(eur_usd, gbp_usd, eur_gbp):
 ```python
 # Calculate currency strength across multiple pairs
 def calculate_currency_strength(currency_rates):
-    base_currencies = ['usd', 'eur', 'gbp', 'jpy']
+    base_currencies = ["usd", "eur", "gbp", "jpy"]
     strength_index = {}
 
     for base in base_currencies:
@@ -251,7 +239,7 @@ def calculate_currency_strength(currency_rates):
         pair_count = 0
 
         for pair, rate in currency_rates.items():
-            if pair.startswith(base + '_'):
+            if pair.startswith(base + "_"):
                 # Calculate percentage change from previous day
                 change = calculate_daily_change(pair, rate)
                 total_change += change
@@ -261,9 +249,9 @@ def calculate_currency_strength(currency_rates):
 
     return [
         {
-            'metric_timestamp': datetime.now(),
-            'metric_name': f'{currency.upper()}_strength_index',
-            'metric_value': strength
+            "metric_timestamp": datetime.now(),
+            "metric_name": f"{currency.upper()}_strength_index",
+            "metric_value": strength,
         }
         for currency, strength in strength_index.items()
     ]
@@ -284,15 +272,15 @@ def calculate_forex_volatility(rate_history, window=30):
 
     return [
         {
-            'metric_timestamp': datetime.now(),
-            'metric_name': 'EUR_USD_volatility_30d',
-            'metric_value': volatility
+            "metric_timestamp": datetime.now(),
+            "metric_name": "EUR_USD_volatility_30d",
+            "metric_value": volatility,
         },
         {
-            'metric_timestamp': datetime.now(),
-            'metric_name': 'EUR_USD_var_95',
-            'metric_value': abs(var_95)
-        }
+            "metric_timestamp": datetime.now(),
+            "metric_name": "EUR_USD_var_95",
+            "metric_value": abs(var_95),
+        },
     ]
 ```
 
@@ -310,7 +298,7 @@ def safe_currency_request(base_currency, retries=3):
             if attempt == retries - 1:
                 logger.error(f"Failed to get currency data for {base_currency}: {e}")
                 return None
-            time.sleep(2 ** attempt)  # Exponential backoff
+            time.sleep(2**attempt)  # Exponential backoff
 ```
 
 ## Forex Market Considerations
diff --git a/metrics/examples/example_simple/README.md b/metrics/examples/example_simple/README.md
index de6bd43b..24b4668b 100644
--- a/metrics/examples/example_simple/README.md
+++ b/metrics/examples/example_simple/README.md
@@ -119,15 +119,15 @@ The ingest generates data like:
 ```python
 [
     {
-        'metric_timestamp': '2024-01-15 10:00:00',
-        'metric_name': 'dummy_metric_0',
-        'metric_value': 42.7
+        "metric_timestamp": "2024-01-15 10:00:00",
+        "metric_name": "dummy_metric_0",
+        "metric_value": 42.7,
     },
     {
-        'metric_timestamp': '2024-01-15 10:00:00',
-        'metric_name': 'dummy_metric_1',
-        'metric_value': 78.1
-    }
+        "metric_timestamp": "2024-01-15 10:00:00",
+        "metric_name": "dummy_metric_1",
+        "metric_value": 78.1,
+    },
 ]
 ```
 
diff --git a/metrics/examples/freq/README.md b/metrics/examples/freq/README.md
index 5a25960d..4c118b61 100644
--- a/metrics/examples/freq/README.md
+++ b/metrics/examples/freq/README.md
@@ -228,9 +228,9 @@ preprocess_params:
 **Before Aggregation** (minute-level data):
 ```python
 [
-    {'metric_timestamp': '2024-01-15 10:01:00', 'metric_value': 42.1},
-    {'metric_timestamp': '2024-01-15 10:02:00', 'metric_value': 43.5},
-    {'metric_timestamp': '2024-01-15 10:03:00', 'metric_value': 41.8},
+    {"metric_timestamp": "2024-01-15 10:01:00", "metric_value": 42.1},
+    {"metric_timestamp": "2024-01-15 10:02:00", "metric_value": 43.5},
+    {"metric_timestamp": "2024-01-15 10:03:00", "metric_value": 41.8},
     # ... 57 more minutes
 ]
 ```
@@ -238,7 +238,7 @@ preprocess_params:
 **After Aggregation** (hourly data with mean):
 ```python
 [
-    {'metric_timestamp': '2024-01-15 10:00:00', 'metric_value': 42.47},  # Average of hour
+    {"metric_timestamp": "2024-01-15 10:00:00", "metric_value": 42.47},  # Average of hour
 ]
 ```
 
diff --git a/metrics/examples/hackernews/README.md b/metrics/examples/hackernews/README.md
index f3e34241..644cbfac 100644
--- a/metrics/examples/hackernews/README.md
+++ b/metrics/examples/hackernews/README.md
@@ -76,11 +76,7 @@ ingest_fn: 'hn_top_stories_scores.py'  # Custom Python function
 
 The ingest function returns a pandas DataFrame with:
 ```python
-{
-    'metric_timestamp': datetime.now(),
-    'metric_name': 'hn_top_story_score_max',
-    'metric_value': 486.0
-}
+{"metric_timestamp": datetime.now(), "metric_name": "hn_top_story_score_max", "metric_value": 486.0}
 ```
 
 ## Anomaly Detection Scenarios
diff --git a/metrics/examples/netdata/README.md b/metrics/examples/netdata/README.md
index a3d4df04..ee16d995 100644
--- a/metrics/examples/netdata/README.md
+++ b/metrics/examples/netdata/README.md
@@ -71,25 +71,22 @@ This example uses Netdata's public demo servers by default:
    NETDATA_HOSTS = [
        "http://server1:19999",
        "http://server2:19999",
-       "http://monitoring.company.com:19999"
+       "http://monitoring.company.com:19999",
    ]
    # Or keep demo servers for testing
-   NETDATA_HOSTS = [
-       "https://london.my-netdata.io",
-       "https://atlanta.my-netdata.io"
-   ]
+   NETDATA_HOSTS = ["https://london.my-netdata.io", "https://atlanta.my-netdata.io"]
    ```
 
 3. **Customize metrics to monitor**: Edit the charts in `netdata.py`:
    ```python
    CHARTS_TO_MONITOR = [
-       'system.cpu',      # CPU utilization
-       'system.ram',      # Memory usage
-       'system.net',      # Network traffic
-       'system.io',       # Disk I/O
-       'system.load',     # System load
-       'apps.cpu',        # Per-app CPU usage
-       'users.cpu'        # Per-user CPU usage
+       "system.cpu",  # CPU utilization
+       "system.ram",  # Memory usage
+       "system.net",  # Network traffic
+       "system.io",  # Disk I/O
+       "system.load",  # System load
+       "apps.cpu",  # Per-app CPU usage
+       "users.cpu",  # Per-user CPU usage
    ]
    ```
 
@@ -103,51 +100,43 @@ NETDATA_HOSTS = [
     "http://web01.company.com:19999",
     "http://web02.company.com:19999",
     "http://web03.company.com:19999",
-    "http://load-balancer.company.com:19999"
+    "http://load-balancer.company.com:19999",
 ]
 
 CHARTS_TO_MONITOR = [
-    'system.cpu',
-    'system.ram',
-    'nginx.requests',
-    'nginx.connections',
-    'web_log.response_codes'
+    "system.cpu",
+    "system.ram",
+    "nginx.requests",
+    "nginx.connections",
+    "web_log.response_codes",
 ]
 ```
 
 #### Monitor Database Cluster
 ```python
-NETDATA_HOSTS = [
-    "http://db-master:19999",
-    "http://db-replica1:19999",
-    "http://db-replica2:19999"
-]
+NETDATA_HOSTS = ["http://db-master:19999", "http://db-replica1:19999", "http://db-replica2:19999"]
 
 CHARTS_TO_MONITOR = [
-    'mysql.queries',
-    'mysql.connections',
-    'mysql.innodb_io',
-    'system.cpu',
-    'system.ram',
-    'system.io'
+    "mysql.queries",
+    "mysql.connections",
+    "mysql.innodb_io",
+    "system.cpu",
+    "system.ram",
+    "system.io",
 ]
 ```
 
 #### Monitor Kubernetes Nodes
 ```python
-NETDATA_HOSTS = [
-    "http://k8s-node01:19999",
-    "http://k8s-node02:19999",
-    "http://k8s-node03:19999"
-]
+NETDATA_HOSTS = ["http://k8s-node01:19999", "http://k8s-node02:19999", "http://k8s-node03:19999"]
 
 CHARTS_TO_MONITOR = [
-    'k8s.cluster_cpu_usage',
-    'k8s.cluster_memory_usage',
-    'k8s.pods_running',
-    'k8s.containers_running',
-    'system.cpu',
-    'system.ram'
+    "k8s.cluster_cpu_usage",
+    "k8s.cluster_memory_usage",
+    "k8s.pods_running",
+    "k8s.containers_running",
+    "system.cpu",
+    "system.ram",
 ]
 ```
 
@@ -157,20 +146,20 @@ The ingest function returns Netdata metrics like:
 ```python
 [
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'london_system_cpu_user',
-        'metric_value': 45.2
+        "metric_timestamp": datetime.now(),
+        "metric_name": "london_system_cpu_user",
+        "metric_value": 45.2,
     },
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'london_system_ram_used_percent',
-        'metric_value': 78.5
+        "metric_timestamp": datetime.now(),
+        "metric_name": "london_system_ram_used_percent",
+        "metric_value": 78.5,
     },
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'atlanta_system_net_received_mbps',
-        'metric_value': 125.7
-    }
+        "metric_timestamp": datetime.now(),
+        "metric_name": "atlanta_system_net_received_mbps",
+        "metric_value": 125.7,
+    },
 ]
 ```
 
@@ -286,9 +275,9 @@ def aggregate_metrics(hosts, chart):
             host_count += 1
 
     return {
-        'metric_timestamp': datetime.now(),
-        'metric_name': f'cluster_avg_{chart}',
-        'metric_value': total_cpu / host_count if host_count > 0 else 0
+        "metric_timestamp": datetime.now(),
+        "metric_name": f"cluster_avg_{chart}",
+        "metric_value": total_cpu / host_count if host_count > 0 else 0,
     }
 ```
 
@@ -301,8 +290,9 @@ def discover_charts(netdata_host):
 
     # Filter for interesting charts
     system_charts = [
-        chart_id for chart_id, chart_info in charts['charts'].items()
-        if chart_id.startswith(('system.', 'apps.', 'users.'))
+        chart_id
+        for chart_id, chart_info in charts["charts"].items()
+        if chart_id.startswith(("system.", "apps.", "users."))
     ]
 
     return system_charts
@@ -313,12 +303,7 @@ def discover_charts(netdata_host):
 # Handle Netdata authentication if enabled
 def get_netdata_data(host, chart, auth=None):
     url = f"{host}/api/v1/data"
-    params = {
-        'chart': chart,
-        'after': -600,
-        'before': 0,
-        'points': 1
-    }
+    params = {"chart": chart, "after": -600, "before": 0, "points": 1}
 
     if auth:
         response = requests.get(url, params=params, auth=auth)
@@ -336,8 +321,8 @@ def safe_netdata_request(host, chart, retries=3):
         try:
             response = requests.get(
                 f"{host}/api/v1/data",
-                params={'chart': chart, 'after': -300, 'points': 1},
-                timeout=10
+                params={"chart": chart, "after": -300, "points": 1},
+                timeout=10,
             )
             response.raise_for_status()
             return response.json()
@@ -345,7 +330,7 @@ def safe_netdata_request(host, chart, retries=3):
             if attempt == retries - 1:
                 logger.error(f"Failed to get data from {host}: {e}")
                 return None
-            time.sleep(2 ** attempt)  # Exponential backoff
+            time.sleep(2**attempt)  # Exponential backoff
 ```
 
 ## Netdata Configuration Optimization
diff --git a/metrics/examples/prometheus/README.md b/metrics/examples/prometheus/README.md
index 4dde90a0..9838d57d 100644
--- a/metrics/examples/prometheus/README.md
+++ b/metrics/examples/prometheus/README.md
@@ -73,10 +73,10 @@ This example uses the [Prometheus Labs Demo Server](https://demo.promlabs.com) b
 3. **Customize metrics to monitor**: Edit the queries in `prometheus.py`:
    ```python
    queries = [
-       'node_cpu_seconds_total',
-       'node_memory_MemAvailable_bytes',
-       'prometheus_http_requests_total',
-       'your_custom_metric_name'
+       "node_cpu_seconds_total",
+       "node_memory_MemAvailable_bytes",
+       "prometheus_http_requests_total",
+       "your_custom_metric_name",
    ]
    ```
 
@@ -88,32 +88,32 @@ This example uses the [Prometheus Labs Demo Server](https://demo.promlabs.com) b
 ```python
 queries = [
     'node_cpu_seconds_total{mode="idle"}',
-    'node_memory_MemAvailable_bytes',
+    "node_memory_MemAvailable_bytes",
     'node_filesystem_avail_bytes{mountpoint="/"}',
-    'node_network_receive_bytes_total',
-    'node_load1'
+    "node_network_receive_bytes_total",
+    "node_load1",
 ]
 ```
 
 #### Monitor Application Metrics
 ```python
 queries = [
-    'http_requests_total',
-    'http_request_duration_seconds',
-    'database_connections_active',
-    'queue_size',
-    'error_rate'
+    "http_requests_total",
+    "http_request_duration_seconds",
+    "database_connections_active",
+    "queue_size",
+    "error_rate",
 ]
 ```
 
 #### Monitor Kubernetes Cluster
 ```python
 queries = [
-    'kube_pod_status_ready',
-    'kube_deployment_status_replicas',
-    'container_cpu_usage_seconds_total',
-    'container_memory_usage_bytes',
-    'kube_node_status_condition'
+    "kube_pod_status_ready",
+    "kube_deployment_status_replicas",
+    "container_cpu_usage_seconds_total",
+    "container_memory_usage_bytes",
+    "kube_node_status_condition",
 ]
 ```
 
@@ -123,20 +123,20 @@ The ingest function returns Prometheus data like:
 ```python
 [
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'demo_memory_usage_bytes',
-        'metric_value': 8589934592.0
+        "metric_timestamp": datetime.now(),
+        "metric_name": "demo_memory_usage_bytes",
+        "metric_value": 8589934592.0,
     },
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'demo_cpu_usage_ratio',
-        'metric_value': 0.75
+        "metric_timestamp": datetime.now(),
+        "metric_name": "demo_cpu_usage_ratio",
+        "metric_value": 0.75,
     },
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'demo_disk_usage_bytes',
-        'metric_value': 42949672960.0
-    }
+        "metric_timestamp": datetime.now(),
+        "metric_name": "demo_disk_usage_bytes",
+        "metric_value": 42949672960.0,
+    },
 ]
 ```
 
@@ -212,7 +212,7 @@ query = "node_cpu_seconds_total"
 # Aggregated query
 query = "avg(node_cpu_seconds_total) by (instance)"
 
-# Rate calculation  
+# Rate calculation
 query = "rate(http_requests_total[5m])"
 
 # Complex PromQL
@@ -225,9 +225,9 @@ query = "100 - (avg(node_memory_MemAvailable_bytes) / avg(node_memory_MemTotal_b
 ```python
 # Application-specific SLI monitoring
 queries = {
-    'availability_sli': '(sum(rate(http_requests_total{status!~"5.."}[5m])) / sum(rate(http_requests_total[5m]))) * 100',
-    'latency_sli': 'histogram_quantile(0.95, rate(http_request_duration_seconds_bucket[5m]))',
-    'error_budget': '(1 - (sum(rate(http_requests_total{status=~"5.."}[5m])) / sum(rate(http_requests_total[5m])))) * 100'
+    "availability_sli": '(sum(rate(http_requests_total{status!~"5.."}[5m])) / sum(rate(http_requests_total[5m]))) * 100',
+    "latency_sli": "histogram_quantile(0.95, rate(http_request_duration_seconds_bucket[5m]))",
+    "error_budget": '(1 - (sum(rate(http_requests_total{status=~"5.."}[5m])) / sum(rate(http_requests_total[5m])))) * 100',
 }
 ```
 
@@ -236,20 +236,18 @@ queries = {
 # Handle Prometheus labels and dimensions
 def process_prometheus_response(response):
     metrics = []
-    for result in response['data']['result']:
-        labels = result['metric']
-        value = float(result['value'][1])
+    for result in response["data"]["result"]:
+        labels = result["metric"]
+        value = float(result["value"][1])
 
         # Create metric name from labels
         metric_name = f"{labels.get('__name__', 'unknown')}"
-        if 'instance' in labels:
+        if "instance" in labels:
             metric_name += f"_{labels['instance'].replace('.', '_').replace(':', '_')}"
 
-        metrics.append({
-            'metric_timestamp': datetime.now(),
-            'metric_name': metric_name,
-            'metric_value': value
-        })
+        metrics.append(
+            {"metric_timestamp": datetime.now(), "metric_name": metric_name, "metric_value": value}
+        )
     return metrics
 ```
 
@@ -259,21 +257,20 @@ def process_prometheus_response(response):
 import requests
 from requests.auth import HTTPBasicAuth
 
+
 def query_prometheus(query, auth=None):
-    headers = {'Accept': 'application/json'}
+    headers = {"Accept": "application/json"}
 
     if auth:
         response = requests.get(
             f"{PROMETHEUS_URL}/api/v1/query",
-            params={'query': query},
-            auth=HTTPBasicAuth(auth['username'], auth['password']),
-            headers=headers
+            params={"query": query},
+            auth=HTTPBasicAuth(auth["username"], auth["password"]),
+            headers=headers,
         )
     else:
         response = requests.get(
-            f"{PROMETHEUS_URL}/api/v1/query",
-            params={'query': query},
-            headers=headers
+            f"{PROMETHEUS_URL}/api/v1/query", params={"query": query}, headers=headers
         )
 
     return response.json()
diff --git a/metrics/examples/python/python_ingest_simple/README.md b/metrics/examples/python/python_ingest_simple/README.md
index e3d06552..3ace68d1 100644
--- a/metrics/examples/python/python_ingest_simple/README.md
+++ b/metrics/examples/python/python_ingest_simple/README.md
@@ -71,6 +71,7 @@ Your custom ingest function must:
 import pandas as pd
 from datetime import datetime
 
+
 def ingest():
     """
     Custom ingest function that returns a pandas DataFrame
@@ -81,14 +82,17 @@ def ingest():
 
     # Example: Generate some metrics
     for i in range(3):
-        data.append({
-            'metric_timestamp': datetime.now(),
-            'metric_name': f'python_metric_{i}',
-            'metric_value': some_calculation(i)
-        })
+        data.append(
+            {
+                "metric_timestamp": datetime.now(),
+                "metric_name": f"python_metric_{i}",
+                "metric_value": some_calculation(i),
+            }
+        )
 
     return pd.DataFrame(data)
 
+
 def some_calculation(x):
     # Your business logic
     return x * 10 + random.random()
@@ -101,17 +105,20 @@ def some_calculation(x):
 import requests
 import pandas as pd
 
+
 def ingest():
-    response = requests.get('https://api.example.com/data')
+    response = requests.get("https://api.example.com/data")
     data = response.json()
 
     metrics = []
     for item in data:
-        metrics.append({
-            'metric_timestamp': datetime.now(),
-            'metric_name': f"api_metric_{item['type']}",
-            'metric_value': item['value']
-        })
+        metrics.append(
+            {
+                "metric_timestamp": datetime.now(),
+                "metric_name": f"api_metric_{item['type']}",
+                "metric_value": item["value"],
+            }
+        )
 
     return pd.DataFrame(metrics)
 ```
@@ -121,16 +128,15 @@ def ingest():
 import pandas as pd
 import os
 
+
 def ingest():
     # Process CSV files
-    df = pd.read_csv('data/metrics.csv')
+    df = pd.read_csv("data/metrics.csv")
 
     # Transform to required format
-    return df.rename(columns={
-        'timestamp': 'metric_timestamp',
-        'name': 'metric_name',
-        'value': 'metric_value'
-    })
+    return df.rename(
+        columns={"timestamp": "metric_timestamp", "name": "metric_name", "value": "metric_value"}
+    )
 ```
 
 ### Complex Calculations
@@ -138,22 +144,27 @@ def ingest():
 import numpy as np
 import pandas as pd
 
+
 def ingest():
     # Complex statistical calculations
     data = fetch_raw_data()  # Your data source
 
     metrics = []
-    metrics.append({
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'moving_average',
-        'metric_value': np.mean(data[-30:])  # 30-day moving average
-    })
-
-    metrics.append({
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'volatility',
-        'metric_value': np.std(data[-30:])  # 30-day volatility
-    })
+    metrics.append(
+        {
+            "metric_timestamp": datetime.now(),
+            "metric_name": "moving_average",
+            "metric_value": np.mean(data[-30:]),  # 30-day moving average
+        }
+    )
+
+    metrics.append(
+        {
+            "metric_timestamp": datetime.now(),
+            "metric_name": "volatility",
+            "metric_value": np.std(data[-30:]),  # 30-day volatility
+        }
+    )
 
     return pd.DataFrame(metrics)
 ```
@@ -169,7 +180,7 @@ def ingest():
     except Exception as e:
         print(f"Error in ingest function: {e}")
         # Return empty DataFrame on error
-        return pd.DataFrame(columns=['metric_timestamp', 'metric_name', 'metric_value'])
+        return pd.DataFrame(columns=["metric_timestamp", "metric_name", "metric_value"])
 ```
 
 ## Environment Variables
@@ -178,12 +189,13 @@ Access environment variables for configuration:
 ```python
 import os
 
+
 def ingest():
-    api_key = os.getenv('MY_API_KEY')
-    endpoint = os.getenv('MY_API_ENDPOINT', 'https://default-api.com')
+    api_key = os.getenv("MY_API_KEY")
+    endpoint = os.getenv("MY_API_ENDPOINT", "https://default-api.com")
 
     # Use in your function
-    response = requests.get(endpoint, headers={'Authorization': f'Bearer {api_key}'})
+    response = requests.get(endpoint, headers={"Authorization": f"Bearer {api_key}"})
 ```
 
 ## Integration with Anomstack Features
diff --git a/metrics/examples/weather/README.md b/metrics/examples/weather/README.md
index cd7118a2..58d90b11 100644
--- a/metrics/examples/weather/README.md
+++ b/metrics/examples/weather/README.md
@@ -83,16 +83,8 @@ The example monitors these cities by default:
 The ingest function returns temperature data for each city:
 ```python
 [
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'temperature_dublin',
-        'metric_value': 12.5
-    },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'temperature_london',
-        'metric_value': 15.2
-    }
+    {"metric_timestamp": datetime.now(), "metric_name": "temperature_dublin", "metric_value": 12.5},
+    {"metric_timestamp": datetime.now(), "metric_name": "temperature_london", "metric_value": 15.2},
 ]
 ```
 
diff --git a/metrics/examples/yfinance/README.md b/metrics/examples/yfinance/README.md
index d3cea42d..8c65fdbf 100644
--- a/metrics/examples/yfinance/README.md
+++ b/metrics/examples/yfinance/README.md
@@ -70,7 +70,7 @@ The example monitors these popular tickers by default:
 
 3. **Customize your portfolio**: Edit `yfinance.py` to track your stocks:
    ```python
-   tickers = ['AAPL', 'GOOGL', 'YOUR_STOCK', 'BTC-USD', '^GSPC']
+   tickers = ["AAPL", "GOOGL", "YOUR_STOCK", "BTC-USD", "^GSPC"]
    ```
 
 4. **Enable in Dagster**: The jobs will appear in your Dagster UI
@@ -88,21 +88,13 @@ The example monitors these popular tickers by default:
 The ingest function returns stock data like:
 ```python
 [
+    {"metric_timestamp": datetime.now(), "metric_name": "AAPL_price", "metric_value": 185.42},
+    {"metric_timestamp": datetime.now(), "metric_name": "AAPL_volume", "metric_value": 45682300},
     {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'AAPL_price',
-        'metric_value': 185.42
+        "metric_timestamp": datetime.now(),
+        "metric_name": "AAPL_change_percent",
+        "metric_value": 2.45,
     },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'AAPL_volume',
-        'metric_value': 45682300
-    },
-    {
-        'metric_timestamp': datetime.now(),
-        'metric_name': 'AAPL_change_percent',
-        'metric_value': 2.45
-    }
 ]
 ```
 
@@ -177,9 +169,9 @@ INCLUDE_PREMARKET=false
 ```python
 # Monitor same stock at different frequencies
 tickers = {
-    'AAPL_1min': {'symbol': 'AAPL', 'interval': '1m'},
-    'AAPL_1hour': {'symbol': 'AAPL', 'interval': '1h'},
-    'AAPL_daily': {'symbol': 'AAPL', 'interval': '1d'}
+    "AAPL_1min": {"symbol": "AAPL", "interval": "1m"},
+    "AAPL_1hour": {"symbol": "AAPL", "interval": "1h"},
+    "AAPL_daily": {"symbol": "AAPL", "interval": "1d"},
 }
 ```
 
@@ -190,8 +182,9 @@ def calculate_rsi(prices, period=14):
     # RSI calculation
     return rsi_value
 
+
 def calculate_macd(prices):
-    # MACD calculation  
+    # MACD calculation
     return macd_line, signal_line
 ```
 
diff --git a/nginx.conf b/nginx.conf
index 3b9f1919..1c010c9d 100644
--- a/nginx.conf
+++ b/nginx.conf
@@ -16,10 +16,10 @@ http {
     tcp_nodelay on;
     keepalive_timeout 65;
     client_max_body_size 50M;
-    
+
     # Proxy timeout settings for slow Dagster responses
     proxy_connect_timeout 60s;
-    proxy_send_timeout 60s; 
+    proxy_send_timeout 60s;
     proxy_read_timeout 300s;  # 5 minutes for long GraphQL queries
     proxy_buffering off;
 
diff --git a/profiles/local-dev-all.env b/profiles/local-dev-all.env
index b3b6233c..2706e7e9 100644
--- a/profiles/local-dev-all.env
+++ b/profiles/local-dev-all.env
@@ -2,7 +2,7 @@
 # This profile configures the dashboard to use the comprehensive database with:
 # python_ingest_simple, netdata, posthog, yfinance, and currency metric batches
 
-# Database configuration  
+# Database configuration
 ANOMSTACK_DUCKDB_PATH=tmpdata/anomstack-all.db
 
 # Development settings
@@ -11,4 +11,4 @@ ANOMSTACK_DASHBOARD_DEBUG=true
 # Enable examples to see all batches
 ANOMSTACK_IGNORE_EXAMPLES=no
 
-# All batch configurations use defaults from their respective YAML files 
\ No newline at end of file
+# All batch configurations use defaults from their respective YAML files
diff --git a/profiles/local-dev.env b/profiles/local-dev.env
index 57ba0817..bc879bb3 100644
--- a/profiles/local-dev.env
+++ b/profiles/local-dev.env
@@ -41,4 +41,4 @@ ANOMSTACK__ISS_LOCATION__DISABLE_DASHBOARD=true
 ANOMSTACK__TOMTOM__DISABLE_DASHBOARD=true
 
 # Development-friendly settings
-ANOMSTACK_MAX_RUNTIME_SECONDS_TAG=300 
\ No newline at end of file
+ANOMSTACK_MAX_RUNTIME_SECONDS_TAG=300
diff --git a/requirements.txt b/requirements.txt
index c0dd6e93..00d9ca5f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,6 @@
 anomaly-agent>=0.13.0
 boto3
 clickhouse-connect
-dagit
 dagster
 dagster-docker
 dagster-gcp
@@ -23,7 +22,7 @@ pandas
 pandas-gbq
 plotly
 posthog
-pyod @ git+https://github.com/yzhao062/pyod.git@master
+pyod
 python-dotenv
 python-fasthtml
 pyyaml
diff --git a/scripts/deployment/debug_grpc.sh b/scripts/deployment/debug_grpc.sh
index 94d5cb23..9893d21d 100644
--- a/scripts/deployment/debug_grpc.sh
+++ b/scripts/deployment/debug_grpc.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 # Debug script for Dagster gRPC connectivity issues in Fly.io deployment
-# 
+#
 # NOTE: By default, Anomstack uses direct Python module loading (no gRPC server).
 # This script is useful if you have configured optional gRPC code servers.
 # See ARCHITECTURE.md for information about enabling gRPC setup.
diff --git a/scripts/development/README.md b/scripts/development/README.md
index ef3eb8c7..84a6517a 100644
--- a/scripts/development/README.md
+++ b/scripts/development/README.md
@@ -117,4 +117,4 @@ Change the port in the make command or set `ANOMSTACK_DASHBOARD_PORT` environmen
 ```bash
 source venv/bin/activate
 pip install -r requirements.txt
-``` 
\ No newline at end of file
+```
diff --git a/scripts/development/local_definitions.py b/scripts/development/local_definitions.py
new file mode 100644
index 00000000..7058379c
--- /dev/null
+++ b/scripts/development/local_definitions.py
@@ -0,0 +1,13 @@
+"""Only the synthetic example jobs belong in the isolated local stack."""
+
+from dagster import Definitions
+
+from anomstack.main import jobs, schedules
+
+# Production maintenance jobs use deployment paths, so don't register them locally.
+defs = Definitions(
+    jobs=[job for job in jobs if job.name.startswith("python_ingest_simple_")],
+    schedules=[
+        schedule for schedule in schedules if schedule.name.startswith("python_ingest_simple_")
+    ],
+)
diff --git a/scripts/development/local_stack.py b/scripts/development/local_stack.py
new file mode 100644
index 00000000..94ce07e0
--- /dev/null
+++ b/scripts/development/local_stack.py
@@ -0,0 +1,115 @@
+#!/usr/bin/env python3
+"""Run an isolated local Dagster and dashboard with synthetic DuckDB data."""
+
+import os
+from pathlib import Path
+import shutil
+import signal
+import subprocess
+import sys
+import time
+
+ROOT = Path(__file__).resolve().parents[2]
+LOCAL = ROOT / "tmpdata" / "local-stack"
+
+
+def main():
+    LOCAL.mkdir(parents=True, exist_ok=True)
+    # Keep dotenv discovery and Dagster history separate from the real project.
+    (LOCAL / ".env").touch()
+    metrics = LOCAL / "metrics"
+    metrics.mkdir(exist_ok=True)
+    for target, source in {
+        metrics / "defaults": ROOT / "metrics/defaults",
+        LOCAL / "dashboard": ROOT / "dashboard",
+    }.items():
+        target.parent.mkdir(parents=True, exist_ok=True)
+        if not target.exists():
+            target.symlink_to(source, target_is_directory=True)
+    shutil.copytree(
+        ROOT / "metrics/examples/python/python_ingest_simple",
+        metrics / "examples/python/python_ingest_simple",
+        dirs_exist_ok=True,
+    )
+    dagster_home = LOCAL / "dagster_home"
+    dagster_home.mkdir(exist_ok=True)
+    (dagster_home / "dagster.yaml").write_text("telemetry:\n  enabled: false\n")
+    env = {
+        key: value
+        for key, value in os.environ.items()
+        if not key.startswith(("ANOMSTACK_", "POSTHOG_", "DAGSTER_"))
+    }
+    env.update(
+        PYTHONPATH=str(ROOT),
+        PYTHON_DOTENV_DISABLED="1",
+        DAGSTER_HOME=str(dagster_home),
+        ANOMSTACK_ENV_FILE_PATH=str(LOCAL / ".env"),
+        ANOMSTACK_DUCKDB_PATH=str(LOCAL / "metrics.db"),
+        ANOMSTACK_IGNORE_EXAMPLES="no",
+        ANOMSTACK__PYTHON_INGEST_SIMPLE__ALERT_METHODS="",
+        ANOMSTACK__PYTHON_INGEST_SIMPLE__THOLDALERT_METHODS="",
+    )
+    if not (LOCAL / "metrics.db").exists():
+        subprocess.run(
+            [
+                sys.executable,
+                str(ROOT / "scripts/development/seed_local_db.py"),
+                "--db-path",
+                env["ANOMSTACK_DUCKDB_PATH"],
+            ],
+            cwd=LOCAL,
+            env=env,
+            check=True,
+        )
+    children = []
+
+    def stop(*_):
+        raise KeyboardInterrupt
+
+    signal.signal(signal.SIGTERM, stop)
+    try:
+        for command in (
+            [
+                sys.executable,
+                "-m",
+                "dagster",
+                "dev",
+                "-f",
+                str(ROOT / "scripts/development/local_definitions.py"),
+                "-h",
+                "127.0.0.1",
+                "-p",
+                "3000",
+            ],
+            [
+                sys.executable,
+                "-m",
+                "uvicorn",
+                "dashboard.app:app",
+                "--host",
+                "127.0.0.1",
+                "--port",
+                "8080",
+            ],
+        ):
+            children.append(subprocess.Popen(command, cwd=LOCAL, env=env, start_new_session=True))
+        print("Dashboard: http://localhost:8080 | Dagster: http://localhost:3000", flush=True)
+        while all(child.poll() is None for child in children):
+            time.sleep(1)
+        raise RuntimeError("A local service exited; see its logs above.")
+    except KeyboardInterrupt:
+        pass
+    finally:
+        for child in children:
+            if child.poll() is None:
+                os.killpg(child.pid, signal.SIGTERM)
+        for child in children:
+            try:
+                child.wait(timeout=15)
+            except subprocess.TimeoutExpired:
+                os.killpg(child.pid, signal.SIGKILL)
+                child.wait()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/development/seed_local_db.py b/scripts/development/seed_local_db.py
index e5997784..d56a4fdf 100644
--- a/scripts/development/seed_local_db.py
+++ b/scripts/development/seed_local_db.py
@@ -9,20 +9,23 @@
 """
 
 import argparse
+from datetime import datetime, timedelta
+import json
 import os
-import sys
 import random
-import json
-import pandas as pd
+import sys
+
 import duckdb
-from datetime import datetime, timedelta
+import pandas as pd
 
 
 def load_ingest_function(metric_batch: str):
     """Load the ingest function for the specified metric batch."""
     if metric_batch == "python_ingest_simple":
+
         def ingest():
             import random
+
             import pandas as pd
 
             metrics = ["metric1", "metric2", "metric3", "metric4", "metric5"]
@@ -56,33 +59,44 @@ def ingest():
             }
             df = pd.DataFrame(data)
             return df
-    
+
     elif metric_batch == "netdata":
+
         def ingest():
             import random
+
             import pandas as pd
 
             # Define hosts and chart types (based on netdata example structure)
             hosts = ["london", "bangalore", "frankfurt"]
             charts = {
-                "system_cpu": ["user", "system", "nice", "iowait", "irq", "softirq", "steal", "guest"],
+                "system_cpu": [
+                    "user",
+                    "system",
+                    "nice",
+                    "iowait",
+                    "irq",
+                    "softirq",
+                    "steal",
+                    "guest",
+                ],
                 "system_ram": ["free", "used", "cached", "buffers", "available"],
                 "system_io": ["in", "out"],
-                "system_net": ["received", "sent"]
+                "system_net": ["received", "sent"],
             }
-            
+
             data = []
-            
+
             # Generate anomaly pattern for this batch (1% chance)
             anomaly_chance = random.random()
             anomaly_type = random.choice(["spike", "drop"]) if anomaly_chance <= 0.01 else None
-            
+
             for host in hosts:
                 for chart, metrics in charts.items():
                     for metric in metrics:
                         # Create metric name following netdata pattern
                         metric_name = f"{host}_{chart}_{metric}"
-                        
+
                         # Generate base values based on metric type
                         if "cpu" in chart:
                             base_range = (0, 100)  # CPU percentages
@@ -94,7 +108,7 @@ def ingest():
                             base_range = (0, 1000000)  # Network bytes
                         else:
                             base_range = (0, 100)
-                        
+
                         # Apply anomalies
                         if anomaly_type == "spike":
                             if "cpu" in chart or "io" in chart or "net" in chart:
@@ -103,7 +117,9 @@ def ingest():
                                 metric_value = random.uniform(base_range[0], base_range[1])
                         elif anomaly_type == "drop":
                             if "ram" in chart and "free" in metric:
-                                metric_value = random.uniform(base_range[0], base_range[0] * 2)  # Very low free RAM
+                                metric_value = random.uniform(
+                                    base_range[0], base_range[0] * 2
+                                )  # Very low free RAM
                             elif "cpu" in chart and "iowait" in metric:
                                 metric_value = random.uniform(50, 100)  # High iowait is bad
                             else:
@@ -111,43 +127,47 @@ def ingest():
                         else:
                             # Normal values
                             metric_value = random.uniform(base_range[0], base_range[1])
-                        
-                        data.append({
-                            "metric_name": metric_name,
-                            "metric_value": round(metric_value, 2),
-                            "metric_timestamp": pd.Timestamp.now()
-                        })
-            
+
+                        data.append(
+                            {
+                                "metric_name": metric_name,
+                                "metric_value": round(metric_value, 2),
+                                "metric_timestamp": pd.Timestamp.now(),
+                            }
+                        )
+
             df = pd.DataFrame(data)
             return df
-    
+
     elif metric_batch == "posthog":
+
         def ingest():
             import random
+
             import pandas as pd
 
             # PostHog project/domain mapping (based on posthog example)
             project_domain_map = {
                 "1016": "andrewm4894.com",
-                "140227": "anomstack-demo", 
+                "140227": "anomstack-demo",
                 "112495": "andys-daily-factoids.com",
                 "148051": "andys-daily-riddle.com",
             }
-            
+
             data = []
             ts = pd.Timestamp.now()
-            
+
             # Generate anomaly pattern for this batch (1% chance)
             anomaly_chance = random.random()
             anomaly_type = random.choice(["spike", "drop"]) if anomaly_chance <= 0.01 else None
-            
+
             for project_id, domain in project_domain_map.items():
                 metrics = {
-                    "events_yday": (50, 5000),      # Daily events range
-                    "users_yday": (10, 500),        # Daily unique users  
+                    "events_yday": (50, 5000),  # Daily events range
+                    "users_yday": (10, 500),  # Daily unique users
                     "pageviews_yday": (100, 3000),  # Daily pageviews
                 }
-                
+
                 for metric_key, base_range in metrics.items():
                     # Apply anomalies
                     if anomaly_type == "spike":
@@ -157,50 +177,87 @@ def ingest():
                     else:
                         # Normal values
                         metric_value = random.uniform(base_range[0], base_range[1])
-                    
-                    data.append({
-                        "metric_timestamp": ts,
-                        "metric_name": f"ph.{domain}.{metric_key}",
-                        "metric_value": round(metric_value, 2),
-                    })
-            
+
+                    data.append(
+                        {
+                            "metric_timestamp": ts,
+                            "metric_name": f"ph.{domain}.{metric_key}",
+                            "metric_value": round(metric_value, 2),
+                        }
+                    )
+
             df = pd.DataFrame(data)
             return df[["metric_timestamp", "metric_name", "metric_value"]] if not df.empty else df
-    
+
     elif metric_batch == "yfinance":
+
         def ingest():
             import random
+
             import pandas as pd
 
             # Stock symbols (based on yfinance example)
             symbols = [
-                "GOOG", "TSLA", "AAPL", "MSFT", "NVDA", "AMZN", "TSM", "META",
-                "NFLX", "WMT", "DIS", "JNJ", "BRK-B", "V", "JPM", "UNH", 
-                "XOM", "PEP", "COST", "NKE", "BAC", "AMD"
+                "GOOG",
+                "TSLA",
+                "AAPL",
+                "MSFT",
+                "NVDA",
+                "AMZN",
+                "TSM",
+                "META",
+                "NFLX",
+                "WMT",
+                "DIS",
+                "JNJ",
+                "BRK-B",
+                "V",
+                "JPM",
+                "UNH",
+                "XOM",
+                "PEP",
+                "COST",
+                "NKE",
+                "BAC",
+                "AMD",
             ]
-            
+
             # Base price ranges for different stock categories
             stock_price_ranges = {
-                "GOOG": (2800, 3200), "TSLA": (200, 280), "AAPL": (170, 200),
-                "MSFT": (360, 420), "NVDA": (400, 900), "AMZN": (140, 170),
-                "TSM": (90, 120), "META": (300, 500), "NFLX": (400, 600),
-                "WMT": (150, 170), "DIS": (90, 120), "JNJ": (150, 170),
-                "BRK-B": (350, 400), "V": (250, 290), "JPM": (140, 170),
-                "UNH": (500, 570), "XOM": (100, 120), "PEP": (160, 180),
-                "COST": (700, 900), "NKE": (100, 130), "BAC": (30, 40),
-                "AMD": (120, 180)
+                "GOOG": (2800, 3200),
+                "TSLA": (200, 280),
+                "AAPL": (170, 200),
+                "MSFT": (360, 420),
+                "NVDA": (400, 900),
+                "AMZN": (140, 170),
+                "TSM": (90, 120),
+                "META": (300, 500),
+                "NFLX": (400, 600),
+                "WMT": (150, 170),
+                "DIS": (90, 120),
+                "JNJ": (150, 170),
+                "BRK-B": (350, 400),
+                "V": (250, 290),
+                "JPM": (140, 170),
+                "UNH": (500, 570),
+                "XOM": (100, 120),
+                "PEP": (160, 180),
+                "COST": (700, 900),
+                "NKE": (100, 130),
+                "BAC": (30, 40),
+                "AMD": (120, 180),
             }
-            
+
             data = []
             ts = pd.Timestamp.now()
-            
+
             # Generate anomaly pattern for this batch (1% chance)
             anomaly_chance = random.random()
             anomaly_type = random.choice(["spike", "drop"]) if anomaly_chance <= 0.01 else None
-            
+
             for symbol in symbols:
                 base_range = stock_price_ranges.get(symbol, (50, 150))
-                
+
                 # Apply anomalies
                 if anomaly_type == "spike":
                     # Stock price spike (15-30% increase)
@@ -213,59 +270,96 @@ def ingest():
                 else:
                     # Normal stock price
                     price = random.uniform(base_range[0], base_range[1])
-                
-                data.append({
-                    "metric_timestamp": ts,
-                    "metric_name": f"yf_{symbol.lower()}_price",
-                    "metric_value": round(price, 2),
-                })
-            
+
+                data.append(
+                    {
+                        "metric_timestamp": ts,
+                        "metric_name": f"yf_{symbol.lower()}_price",
+                        "metric_value": round(price, 2),
+                    }
+                )
+
             df = pd.DataFrame(data)
             return df[["metric_timestamp", "metric_name", "metric_value"]] if not df.empty else df
-    
+
     elif metric_batch == "currency":
+
         def ingest():
             import random
+
             import pandas as pd
 
             # Currency pairs (based on currency example)
             base_currencies = ["eur", "usd", "gbp", "jpy", "chf", "aud", "cad"]
-            target_currencies = ["usd", "gbp", "jpy", "chf", "aud", "cad", "rub", "inr", "brl", "zar", "cny", "sek", "nzd"]
-            
+            target_currencies = [
+                "usd",
+                "gbp",
+                "jpy",
+                "chf",
+                "aud",
+                "cad",
+                "rub",
+                "inr",
+                "brl",
+                "zar",
+                "cny",
+                "sek",
+                "nzd",
+            ]
+
             # Typical exchange rate ranges (base currency to target currency)
             exchange_rate_ranges = {
                 # EUR conversions
-                "eur_usd": (1.05, 1.15), "eur_gbp": (0.84, 0.90), "eur_jpy": (140, 165),
-                "eur_chf": (0.95, 1.05), "eur_aud": (1.55, 1.75), "eur_cad": (1.45, 1.55),
-                "eur_rub": (90, 110), "eur_inr": (85, 95), "eur_brl": (5.5, 6.5),
-                "eur_zar": (19, 21), "eur_cny": (7.5, 8.5), "eur_sek": (11, 12), "eur_nzd": (1.7, 1.9),
-                
-                # USD conversions  
-                "usd_gbp": (0.75, 0.85), "usd_jpy": (130, 155), "usd_chf": (0.85, 0.95),
-                "usd_aud": (1.4, 1.6), "usd_cad": (1.25, 1.4), "usd_rub": (85, 105),
-                "usd_inr": (80, 85), "usd_brl": (5.0, 6.0), "usd_zar": (17, 20),
-                "usd_cny": (7.0, 7.5), "usd_sek": (10, 11.5), "usd_nzd": (1.55, 1.75),
-                
+                "eur_usd": (1.05, 1.15),
+                "eur_gbp": (0.84, 0.90),
+                "eur_jpy": (140, 165),
+                "eur_chf": (0.95, 1.05),
+                "eur_aud": (1.55, 1.75),
+                "eur_cad": (1.45, 1.55),
+                "eur_rub": (90, 110),
+                "eur_inr": (85, 95),
+                "eur_brl": (5.5, 6.5),
+                "eur_zar": (19, 21),
+                "eur_cny": (7.5, 8.5),
+                "eur_sek": (11, 12),
+                "eur_nzd": (1.7, 1.9),
+                # USD conversions
+                "usd_gbp": (0.75, 0.85),
+                "usd_jpy": (130, 155),
+                "usd_chf": (0.85, 0.95),
+                "usd_aud": (1.4, 1.6),
+                "usd_cad": (1.25, 1.4),
+                "usd_rub": (85, 105),
+                "usd_inr": (80, 85),
+                "usd_brl": (5.0, 6.0),
+                "usd_zar": (17, 20),
+                "usd_cny": (7.0, 7.5),
+                "usd_sek": (10, 11.5),
+                "usd_nzd": (1.55, 1.75),
                 # Other base currencies (simplified ranges)
-                "gbp_usd": (1.18, 1.35), "gbp_jpy": (165, 190), "jpy_usd": (0.0065, 0.0077),
-                "chf_usd": (1.05, 1.18), "aud_usd": (0.62, 0.72), "cad_usd": (0.71, 0.80),
+                "gbp_usd": (1.18, 1.35),
+                "gbp_jpy": (165, 190),
+                "jpy_usd": (0.0065, 0.0077),
+                "chf_usd": (1.05, 1.18),
+                "aud_usd": (0.62, 0.72),
+                "cad_usd": (0.71, 0.80),
             }
-            
+
             data = []
             ts = pd.Timestamp.now()
-            
+
             # Generate anomaly pattern for this batch (1% chance)
             anomaly_chance = random.random()
             anomaly_type = random.choice(["spike", "drop"]) if anomaly_chance <= 0.01 else None
-            
+
             for base in base_currencies:
                 for target in target_currencies:
                     if base != target:  # Don't convert currency to itself
                         pair = f"{base}_{target}"
-                        
+
                         # Get base range or use default
                         base_range = exchange_rate_ranges.get(pair, (0.5, 2.0))
-                        
+
                         # Apply anomalies
                         if anomaly_type == "spike":
                             # Currency spike (5-15% increase)
@@ -278,126 +372,145 @@ def ingest():
                         else:
                             # Normal exchange rate
                             rate = random.uniform(base_range[0], base_range[1])
-                        
-                        data.append({
-                            "metric_timestamp": ts,
-                            "metric_name": pair,
-                            "metric_value": round(rate, 6),  # Exchange rates need more precision
-                        })
-            
+
+                        data.append(
+                            {
+                                "metric_timestamp": ts,
+                                "metric_name": pair,
+                                "metric_value": round(
+                                    rate, 6
+                                ),  # Exchange rates need more precision
+                            }
+                        )
+
             df = pd.DataFrame(data)
             return df[["metric_timestamp", "metric_name", "metric_value"]] if not df.empty else df
-    
+
     else:
         raise ValueError(f"Unsupported metric batch: {metric_batch}")
-    
+
     return ingest
 
 
 def wrangle_df(df: pd.DataFrame, metric_batch: str) -> pd.DataFrame:
     """Process and clean the raw metrics DataFrame."""
     df = df.copy()
-    
+
     # Add metric_batch column
     df["metric_batch"] = metric_batch
-    
-    # Add metric_type column  
+
+    # Add metric_type column
     df["metric_type"] = "metric"
-    
+
     # Add metadata column (None for base metrics)
     df["metadata"] = None
-    
+
     # Ensure correct column order and types
-    df = df[["metric_timestamp", "metric_batch", "metric_name", "metric_value", "metric_type", "metadata"]]
-    
+    df = df[
+        [
+            "metric_timestamp",
+            "metric_batch",
+            "metric_name",
+            "metric_value",
+            "metric_type",
+            "metadata",
+        ]
+    ]
+
     # Round metric values
     df["metric_value"] = df["metric_value"].round(4)
-    
+
     return df
 
 
 def generate_scores_data(metrics_df: pd.DataFrame, target_alert_rate: float = 0.05) -> pd.DataFrame:
     """Generate anomaly scores based on metric values."""
     scores_data = []
-    
+
     # Calculate threshold to achieve target alert rate
     all_values = metrics_df["metric_value"].values
     sorted_values = sorted(all_values, reverse=True)
     threshold_idx = int(len(sorted_values) * target_alert_rate)
-    
+
     if threshold_idx < len(sorted_values):
         alert_threshold = sorted_values[threshold_idx]
     else:
         alert_threshold = max(all_values) + 1  # No alerts if target rate is 0
-    
+
     for _, row in metrics_df.iterrows():
         # Generate score based on metric value (higher values = higher scores)
         metric_value = row["metric_value"]
-        
+
         if metric_value >= alert_threshold:
             # High score for values that should trigger alerts
             score = random.uniform(0.8, 1.0)
         else:
             # Lower scores for normal values
             score = random.uniform(0.0, 0.7)
-        
-        scores_data.append({
-            "metric_timestamp": row["metric_timestamp"],
-            "metric_batch": row["metric_batch"],
-            "metric_name": row["metric_name"],
-            "metric_value": round(score, 4),
-            "metric_type": "score",
-            "metadata": None
-        })
-    
+
+        scores_data.append(
+            {
+                "metric_timestamp": row["metric_timestamp"],
+                "metric_batch": row["metric_batch"],
+                "metric_name": row["metric_name"],
+                "metric_value": round(score, 4),
+                "metric_type": "score",
+                "metadata": None,
+            }
+        )
+
     return pd.DataFrame(scores_data)
 
 
 def generate_alerts_data(scores_df: pd.DataFrame, threshold: float = 0.75) -> pd.DataFrame:
     """Generate binary alerts based on scores."""
     alerts_data = []
-    
+
     for _, row in scores_df.iterrows():
         score = row["metric_value"]
-        
+
         # Only create alert record if score is above threshold (alert triggered)
         if score >= threshold:
-            alerts_data.append({
-                "metric_timestamp": row["metric_timestamp"],
-                "metric_batch": row["metric_batch"],
-                "metric_name": row["metric_name"],
-                "metric_value": 1.0,  # Always 1.0 since we only store triggered alerts
-                "metric_type": "alert",
-                "metadata": None
-            })
-    
+            alerts_data.append(
+                {
+                    "metric_timestamp": row["metric_timestamp"],
+                    "metric_batch": row["metric_batch"],
+                    "metric_name": row["metric_name"],
+                    "metric_value": 1.0,  # Always 1.0 since we only store triggered alerts
+                    "metric_type": "alert",
+                    "metadata": None,
+                }
+            )
+
     return pd.DataFrame(alerts_data)
 
 
-def generate_llmalerts_data(metrics_df: pd.DataFrame, scores_df: pd.DataFrame, llm_alert_rate: float = 0.03) -> pd.DataFrame:
+def generate_llmalerts_data(
+    metrics_df: pd.DataFrame, scores_df: pd.DataFrame, llm_alert_rate: float = 0.03
+) -> pd.DataFrame:
     """Generate LLM alerts with explanatory metadata."""
     llmalerts_data = []
-    
+
     # Calculate threshold for LLM alerts
     all_scores = scores_df["metric_value"].values
     sorted_scores = sorted(all_scores, reverse=True)
     threshold_idx = int(len(sorted_scores) * llm_alert_rate)
-    
+
     if threshold_idx < len(sorted_scores):
         llm_threshold = sorted_scores[threshold_idx]
     else:
         llm_threshold = max(all_scores) + 1  # No LLM alerts if rate is 0
-    
+
     # Create lookup for scores by metric name + timestamp
     scores_lookup = {}
     for _, score_row in scores_df.iterrows():
         key = (score_row["metric_name"], score_row["metric_timestamp"])
         scores_lookup[key] = score_row["metric_value"]
-    
+
     for _, row in metrics_df.iterrows():
         key = (row["metric_name"], row["metric_timestamp"])
         score = scores_lookup.get(key, 0)
-        
+
         # Only create LLM alert if score is above threshold
         if score >= llm_threshold:
             # Generate explanatory metadata
@@ -405,95 +518,109 @@ def generate_llmalerts_data(metrics_df: pd.DataFrame, scores_df: pd.DataFrame, l
                 f"Unusual spike detected in {row['metric_name']} with value {row['metric_value']:.2f}",
                 f"Anomalous pattern observed: {row['metric_name']} shows irregular behavior",
                 f"Alert: {row['metric_name']} has exceeded normal operating parameters",
-                f"Significant deviation detected in {row['metric_name']} metrics"
+                f"Significant deviation detected in {row['metric_name']} metrics",
             ]
-            
+
             metadata = {
                 "explanation": random.choice(explanations),
                 "confidence": round(random.uniform(0.7, 0.95), 2),
-                "anomaly_type": random.choice(["spike", "trend", "outlier"])
+                "anomaly_type": random.choice(["spike", "trend", "outlier"]),
             }
-            
-            llmalerts_data.append({
-                "metric_timestamp": row["metric_timestamp"],
-                "metric_batch": row["metric_batch"],
-                "metric_name": row["metric_name"],
-                "metric_value": 1.0,  # Always 1.0 since we only store triggered alerts
-                "metric_type": "llmalert",
-                "metadata": json.dumps(metadata)
-            })
-    
+
+            llmalerts_data.append(
+                {
+                    "metric_timestamp": row["metric_timestamp"],
+                    "metric_batch": row["metric_batch"],
+                    "metric_name": row["metric_name"],
+                    "metric_value": 1.0,  # Always 1.0 since we only store triggered alerts
+                    "metric_type": "llmalert",
+                    "metadata": json.dumps(metadata),
+                }
+            )
+
     return pd.DataFrame(llmalerts_data)
 
 
-def generate_change_data(metrics_df: pd.DataFrame, target_change_rate: float = 0.02) -> pd.DataFrame:
+def generate_change_data(
+    metrics_df: pd.DataFrame, target_change_rate: float = 0.02
+) -> pd.DataFrame:
     """Generate change detection data."""
     change_data = []
-    
+
     # Calculate how many changes to generate
     total_metrics = len(metrics_df)
     num_changes = max(1, int(total_metrics * target_change_rate))
-    
+
     # Randomly select metrics for change detection
     if num_changes > 0 and total_metrics > 0:
         sample_rows = metrics_df.sample(n=min(num_changes, total_metrics))
-        
+
         for _, row in sample_rows.iterrows():
-            change_data.append({
-                "metric_timestamp": row["metric_timestamp"],
-                "metric_batch": row["metric_batch"],
-                "metric_name": row["metric_name"],
-                "metric_value": 1.0,  # Always 1.0 since we only store detected changes
-                "metric_type": "change",
-                "metadata": None
-            })
-    
+            change_data.append(
+                {
+                    "metric_timestamp": row["metric_timestamp"],
+                    "metric_batch": row["metric_batch"],
+                    "metric_name": row["metric_name"],
+                    "metric_value": 1.0,  # Always 1.0 since we only store detected changes
+                    "metric_type": "change",
+                    "metadata": None,
+                }
+            )
+
     return pd.DataFrame(change_data)
 
 
-def generate_tholdalerts_data(metrics_df: pd.DataFrame, target_tholdalert_rate: float = 0.03) -> pd.DataFrame:
+def generate_tholdalerts_data(
+    metrics_df: pd.DataFrame, target_tholdalert_rate: float = 0.03
+) -> pd.DataFrame:
     """Generate threshold alerts with breach metadata."""
     tholdalerts_data = []
-    
+
     # Calculate how many threshold alerts to generate
     total_metrics = len(metrics_df)
     num_alerts = max(1, int(total_metrics * target_tholdalert_rate))
-    
+
     # Randomly select metrics for threshold alerts
     if num_alerts > 0 and total_metrics > 0:
         sample_rows = metrics_df.sample(n=min(num_alerts, total_metrics))
-        
+
         for _, row in sample_rows.iterrows():
             metric_value = row["metric_value"]
-            
+
             # Determine threshold type and value
             if random.random() < 0.5:
                 # Upper threshold breach
                 threshold_type = "upper"
                 threshold_value = metric_value * random.uniform(0.7, 0.9)
-                breach_explanation = f"Value {metric_value:.2f} exceeded upper threshold {threshold_value:.2f}"
+                breach_explanation = (
+                    f"Value {metric_value:.2f} exceeded upper threshold {threshold_value:.2f}"
+                )
             else:
-                # Lower threshold breach  
+                # Lower threshold breach
                 threshold_type = "lower"
                 threshold_value = metric_value * random.uniform(1.1, 1.3)
-                breach_explanation = f"Value {metric_value:.2f} fell below lower threshold {threshold_value:.2f}"
-            
+                breach_explanation = (
+                    f"Value {metric_value:.2f} fell below lower threshold {threshold_value:.2f}"
+                )
+
             metadata = {
                 "threshold_type": threshold_type,
                 "threshold_value": round(threshold_value, 4),
                 "breach_explanation": breach_explanation,
-                "severity": random.choice(["warning", "critical", "info"])
+                "severity": random.choice(["warning", "critical", "info"]),
             }
-            
-            tholdalerts_data.append({
-                "metric_timestamp": row["metric_timestamp"],
-                "metric_batch": row["metric_batch"],
-                "metric_name": row["metric_name"],
-                "metric_value": 1.0,  # Always 1.0 since we only store triggered alerts
-                "metric_type": "tholdalert",
-                "metadata": json.dumps(metadata)
-            })
-    
+
+            tholdalerts_data.append(
+                {
+                    "metric_timestamp": row["metric_timestamp"],
+                    "metric_batch": row["metric_batch"],
+                    "metric_name": row["metric_name"],
+                    "metric_value": 1.0,  # Always 1.0 since we only store triggered alerts
+                    "metric_type": "tholdalert",
+                    "metadata": json.dumps(metadata),
+                }
+            )
+
     return pd.DataFrame(tholdalerts_data)
 
 
@@ -501,66 +628,61 @@ def main():
     parser = argparse.ArgumentParser(
         description="Flexible seed script for local DuckDB database with multiple metric batches"
     )
-    
+
     parser.add_argument(
-        "--metric-batches", 
-        type=str, 
+        "--metric-batches",
+        type=str,
         default="python_ingest_simple",
-        help="Comma-separated list of metric batches to seed (e.g., 'python_ingest_simple,netdata,posthog')"
+        help="Comma-separated list of metric batches to seed (e.g., 'python_ingest_simple,netdata,posthog')",
     )
     parser.add_argument(
-        "--db-path", 
-        type=str, 
+        "--db-path",
+        type=str,
         default="tmpdata/anomstack-flexible.db",
-        help="Path to the DuckDB database file (default: tmpdata/anomstack-flexible.db)"
+        help="Path to the DuckDB database file (default: tmpdata/anomstack-flexible.db)",
     )
     parser.add_argument(
-        "--hours", 
-        type=int, 
-        default=72,
-        help="Hours of historical data to generate (default: 72)"
+        "--hours", type=int, default=72, help="Hours of historical data to generate (default: 72)"
     )
     parser.add_argument(
-        "--interval", 
-        type=int, 
+        "--interval",
+        type=int,
         default=10,
-        help="Interval between data points in minutes (default: 10)"
+        help="Interval between data points in minutes (default: 10)",
     )
     parser.add_argument(
-        "--force", 
-        action="store_true", 
-        help="Remove existing database if it exists"
+        "--force", action="store_true", help="Remove existing database if it exists"
     )
     parser.add_argument(
-        "--alert-rate", 
-        type=float, 
+        "--alert-rate",
+        type=float,
         default=0.05,
-        help="Target rate for regular alerts (0.0-1.0, default: 0.05 = 5%%)"
+        help="Target rate for regular alerts (0.0-1.0, default: 0.05 = 5%%)",
     )
     parser.add_argument(
-        "--llm-alert-rate", 
-        type=float, 
+        "--llm-alert-rate",
+        type=float,
         default=0.03,
-        help="Target rate for LLM alerts (0.0-1.0, default: 0.03 = 3%%)"
+        help="Target rate for LLM alerts (0.0-1.0, default: 0.03 = 3%%)",
     )
     parser.add_argument(
-        "--threshold-alert-rate", 
-        type=float, 
+        "--threshold-alert-rate",
+        type=float,
         default=0.03,
-        help="Target rate for threshold alerts (0.0-1.0, default: 0.03 = 3%%)"
+        help="Target rate for threshold alerts (0.0-1.0, default: 0.03 = 3%%)",
     )
     parser.add_argument(
-        "--change-rate", 
-        type=float, 
+        "--change-rate",
+        type=float,
         default=0.02,
-        help="Target rate for change detection (0.0-1.0, default: 0.02 = 2%%)"
+        help="Target rate for change detection (0.0-1.0, default: 0.02 = 2%%)",
     )
-    
+
     args = parser.parse_args()
-    
+
     # Parse metric batches
     metric_batches = [batch.strip() for batch in args.metric_batches.split(",")]
-    
+
     # Validate metric batches
     supported_batches = ["python_ingest_simple", "netdata", "posthog", "yfinance", "currency"]
     for batch in metric_batches:
@@ -568,7 +690,7 @@ def main():
             print(f"❌ Unsupported metric batch: {batch}")
             print(f"   Supported batches: {', '.join(supported_batches)}")
             sys.exit(1)
-    
+
     # Check if database exists and handle force flag
     if os.path.exists(args.db_path):
         if args.force:
@@ -578,75 +700,84 @@ def main():
             print(f"❌ Database already exists at {args.db_path}")
             print("   Use --force to overwrite, or specify a different --db-path")
             sys.exit(1)
-    
+
     print(f"🌱 Seeding database with metric batches: {', '.join(metric_batches)}")
     print(f"   Database path: {args.db_path}")
     print(f"   Historical data: {args.hours} hours")
     print(f"   Data interval: {args.interval} minutes")
-    print(f"   Alert rates: {args.alert_rate*100:.1f}% alerts, {args.llm_alert_rate*100:.1f}% LLM, {args.threshold_alert_rate*100:.1f}% threshold, {args.change_rate*100:.1f}% changes")
+    print(
+        f"   Alert rates: {args.alert_rate * 100:.1f}% alerts, {args.llm_alert_rate * 100:.1f}% LLM, {args.threshold_alert_rate * 100:.1f}% threshold, {args.change_rate * 100:.1f}% changes"
+    )
     print()
-    
+
     # Ensure directory exists
     os.makedirs(os.path.dirname(args.db_path), exist_ok=True)
-    
+
     # Connect to DuckDB
     conn = duckdb.connect(args.db_path)
-    
+
     # Process each metric batch
     total_rows = 0
-    
+
     for metric_batch in metric_batches:
         print(f"🔄 Processing metric batch: {metric_batch}")
-        
-        # Load the appropriate ingest function  
+
+        # Load the appropriate ingest function
         ingest_fn = load_ingest_function(metric_batch)
-        
+
         # Generate historical data for this batch
         dataframes = []
         total_intervals = (args.hours * 60) // args.interval
-        
+
         print(f"   Generating {total_intervals} data points...")
-        
+
         for i in range(total_intervals):
             # Calculate timestamp for this interval
             minutes_ago = i * args.interval
             timestamp = datetime.now() - timedelta(minutes=minutes_ago)
-            
+
             try:
                 # Generate data for this timestamp
                 df = ingest_fn()
                 df["metric_timestamp"] = timestamp
-                
+
                 # Process the base metrics dataframe
                 metrics_df = wrangle_df(df, metric_batch)
-                
+
                 # Generate additional data types
                 scores_df = generate_scores_data(metrics_df, args.alert_rate)
                 alerts_df = generate_alerts_data(scores_df)
                 llmalerts_df = generate_llmalerts_data(metrics_df, scores_df, args.llm_alert_rate)
                 change_df = generate_change_data(metrics_df, args.change_rate)
                 tholdalerts_df = generate_tholdalerts_data(metrics_df, args.threshold_alert_rate)
-                
+
                 # Combine all data types
-                all_data = [metrics_df, scores_df, alerts_df, llmalerts_df, change_df, tholdalerts_df]
+                all_data = [
+                    metrics_df,
+                    scores_df,
+                    alerts_df,
+                    llmalerts_df,
+                    change_df,
+                    tholdalerts_df,
+                ]
                 combined_df = pd.concat([df for df in all_data if not df.empty], ignore_index=True)
-                
+
                 dataframes.append(combined_df)
-                
+
                 if (i + 1) % 50 == 0:
                     print(f"   Generated {i + 1}/{total_intervals} data points...")
-                    
+
             except Exception as e:
                 print(f"   Error generating data at timestamp {timestamp}: {e}")
                 continue
-        
+
         # Create table for this batch
         if dataframes:
             table_name = f"metrics_{metric_batch}"
             combined_df = pd.concat(dataframes, ignore_index=True)
-            
+
             print(f"   Inserting {len(combined_df)} rows into {table_name}")
-            
+
             try:
                 # Create table with explicit schema to ensure proper column types
                 conn.execute(f"""
@@ -659,48 +790,54 @@ def main():
                     metadata VARCHAR
                 )
                 """)
-                
+
                 # Insert data into the table
                 conn.execute(f"INSERT INTO {table_name} SELECT * FROM combined_df")
                 total_rows += len(combined_df)
-                
+
                 # Add indexes
-                conn.execute(f"CREATE INDEX idx_{table_name}_timestamp ON {table_name}(metric_timestamp)")
-                conn.execute(f"CREATE INDEX idx_{table_name}_batch_name ON {table_name}(metric_batch, metric_name)")
+                conn.execute(
+                    f"CREATE INDEX idx_{table_name}_timestamp ON {table_name}(metric_timestamp)"
+                )
+                conn.execute(
+                    f"CREATE INDEX idx_{table_name}_batch_name ON {table_name}(metric_batch, metric_name)"
+                )
                 conn.execute(f"CREATE INDEX idx_{table_name}_type ON {table_name}(metric_type)")
-                
+
                 print(f"   ✅ Successfully created {table_name} with {len(combined_df)} rows")
-                
+
                 # Show statistics for this batch
                 stats_query = f"""
-                SELECT 
+                SELECT
                     metric_type,
                     COUNT(*) as total_rows,
                     COUNT(DISTINCT metric_name) as unique_metrics
-                FROM {table_name} 
-                GROUP BY metric_type 
+                FROM {table_name}
+                GROUP BY metric_type
                 ORDER BY metric_type
                 """
-                
+
                 stats_df = conn.execute(stats_query).df()
                 print(f"   📊 {metric_batch} Statistics:")
                 for _, stat_row in stats_df.iterrows():
-                    print(f"      {stat_row['metric_type']}: {stat_row['total_rows']} rows, {stat_row['unique_metrics']} unique metrics")
-                
+                    print(
+                        f"      {stat_row['metric_type']}: {stat_row['total_rows']} rows, {stat_row['unique_metrics']} unique metrics"
+                    )
+
             except Exception as e:
                 print(f"   ❌ Error creating table {table_name}: {e}")
         else:
             print(f"   ⚠️  No data generated for {metric_batch}")
-    
+
     conn.close()
-    
-    print(f"\n🎉 Flexible local development database is ready!")
+
+    print("\n🎉 Flexible local development database is ready!")
     print(f"   Total rows across all tables: {total_rows}")
     print(f"   Tables created: {', '.join([f'metrics_{batch}' for batch in metric_batches])}")
-    print(f"💡 To use this database with the dashboard:")
+    print("💡 To use this database with the dashboard:")
     print(f"   ANOMSTACK_DUCKDB_PATH={args.db_path} make dashboard-uvicorn")
     print(f"   # You'll see: {', '.join(metric_batches)} batches!")
 
 
 if __name__ == "__main__":
-    main() 
\ No newline at end of file
+    main()
diff --git a/scripts/examples/README.md b/scripts/examples/README.md
index 112cee26..f22868ec 100644
--- a/scripts/examples/README.md
+++ b/scripts/examples/README.md
@@ -220,6 +220,7 @@ from dotenv import load_dotenv
 import pandas as pd
 from your_integration import ingest_function
 
+
 def main():
     """Main function with proper error handling."""
     try:
@@ -235,6 +236,7 @@ def main():
         print(f"❌ Integration failed: {e}")
         print("Check your configuration and credentials")
 
+
 if __name__ == "__main__":
     main()
 ```
diff --git a/scripts/maintenance/cleanup_disk_space.py b/scripts/maintenance/cleanup_disk_space.py
index 23e5513f..d20873ec 100644
--- a/scripts/maintenance/cleanup_disk_space.py
+++ b/scripts/maintenance/cleanup_disk_space.py
@@ -72,10 +72,10 @@ def cleanup_artifacts(dry_run=False, aggressive=False):
                         )
 
                         if dry_run:
-                            print(f"Would remove: {item} ({size/(1024**2):.1f}MB)")
+                            print(f"Would remove: {item} ({size / (1024**2):.1f}MB)")
                         else:
                             shutil.rmtree(item_path)
-                            print(f"Removed: {item} ({size/(1024**2):.1f}MB)")
+                            print(f"Removed: {item} ({size / (1024**2):.1f}MB)")
 
                         removed_count += 1
                         freed_bytes += size
@@ -84,7 +84,9 @@ def cleanup_artifacts(dry_run=False, aggressive=False):
                         print(f"⚠️  Failed to process {item}: {e}")
 
         action = "Would free" if dry_run else "Freed"
-        print(f"✅ {action} {freed_bytes/(1024**2):.1f}MB by removing {removed_count} directories")
+        print(
+            f"✅ {action} {freed_bytes / (1024**2):.1f}MB by removing {removed_count} directories"
+        )
 
     except Exception as e:
         print(f"❌ Error during artifact cleanup: {e}")
@@ -124,7 +126,7 @@ def cleanup_logs(dry_run=False, aggressive=False):
                                 size = os.path.getsize(file_path)
 
                                 if dry_run:
-                                    print(f"Would remove: {file_path} ({size/(1024**2):.1f}MB)")
+                                    print(f"Would remove: {file_path} ({size / (1024**2):.1f}MB)")
                                 else:
                                     os.remove(file_path)
 
@@ -137,7 +139,7 @@ def cleanup_logs(dry_run=False, aggressive=False):
             print(f"⚠️  Error in {log_dir}: {e}")
 
     action = "Would free" if dry_run else "Freed"
-    print(f"✅ {action} {freed_bytes/(1024**2):.1f}MB by removing {removed_count} log files")
+    print(f"✅ {action} {freed_bytes / (1024**2):.1f}MB by removing {removed_count} log files")
 
     return removed_count, freed_bytes
 
@@ -252,7 +254,7 @@ def main():
     print(f"   {action} {total_files_removed} files/directories")
     print(f"   {action} {db_count} database records")
     action2 = "Would free" if args.dry_run else "Freed"
-    print(f"   {action2} {total_bytes_freed/(1024**2):.1f}MB of disk space")
+    print(f"   {action2} {total_bytes_freed / (1024**2):.1f}MB of disk space")
 
     if not args.dry_run and usage and usage["usage_percent"] > 90:
         print()
diff --git a/scripts/set_build_info.sh b/scripts/set_build_info.sh
index 3a46e407..6635e673 100755
--- a/scripts/set_build_info.sh
+++ b/scripts/set_build_info.sh
@@ -5,7 +5,7 @@
 # Get current git commit hash
 HASH=$(git rev-parse --short HEAD 2>/dev/null || echo "unknown")
 
-# Get current timestamp 
+# Get current timestamp
 TIME=$(date -u "+%Y-%m-%d %H:%M:%S UTC")
 
 # Export for use in docker-compose or other scripts
@@ -14,4 +14,4 @@ export ANOMSTACK_BUILD_TIME="$TIME"
 
 echo "Build info set:"
 echo "  ANOMSTACK_BUILD_HASH=$ANOMSTACK_BUILD_HASH"
-echo "  ANOMSTACK_BUILD_TIME=$ANOMSTACK_BUILD_TIME"
\ No newline at end of file
+echo "  ANOMSTACK_BUILD_TIME=$ANOMSTACK_BUILD_TIME"
diff --git a/scripts/test_posthog_agent.py b/scripts/test_posthog_agent.py
index c8670fba..7416a5f5 100644
--- a/scripts/test_posthog_agent.py
+++ b/scripts/test_posthog_agent.py
@@ -3,6 +3,7 @@
 Test script to verify anomaly-agent PostHog integration.
 Run this on the Fly.io instance to check if LLM events are emitted to PostHog.
 """
+
 import os
 import sys
 
@@ -19,6 +20,7 @@
 # Check anomaly-agent version
 try:
     import anomaly_agent
+
     print(f"anomaly-agent version: {anomaly_agent.__version__}")
 except Exception as e:
     print(f"anomaly-agent import error: {e}")
@@ -26,14 +28,18 @@
 # Check posthog version
 try:
     import posthog
+
     print(f"posthog version: {posthog.VERSION}")
 except Exception as e:
     print(f"posthog import error: {e}")
 
 # Check posthog callback handler
 try:
-    from posthog import Posthog
-    from posthog.ai.langchain import CallbackHandler
+    from posthog import Posthog  # noqa: F401 - verify optional integration import
+    from posthog.ai.langchain import (
+        CallbackHandler,  # noqa: F401 - verify optional integration import
+    )
+
     print("PostHog CallbackHandler import: OK")
 except ImportError as e:
     print(f"PostHog CallbackHandler import error: {e}")
@@ -44,19 +50,35 @@
 print("Running Anomaly Agent Test")
 print("=" * 60)
 
-import pandas as pd
-from anomaly_agent import AnomalyAgent
+from anomaly_agent import AnomalyAgent  # noqa: E402 - diagnostics run before the test
+import pandas as pd  # noqa: E402 - diagnostics run before the test
 
 # Create test data with an obvious anomaly
-dates = pd.date_range(start='2026-01-01', periods=20, freq='h')
-values = [10, 11, 10, 9, 10, 11, 10, 9, 10, 11,
-          500,  # Obvious anomaly
-          10, 11, 10, 9, 10, 11, 10, 9, 10]
+dates = pd.date_range(start="2026-01-01", periods=20, freq="h")
+values = [
+    10,
+    11,
+    10,
+    9,
+    10,
+    11,
+    10,
+    9,
+    10,
+    11,
+    500,  # Obvious anomaly
+    10,
+    11,
+    10,
+    9,
+    10,
+    11,
+    10,
+    9,
+    10,
+]
 
-df = pd.DataFrame({
-    'metric_timestamp': dates,
-    'metric_value': values
-})
+df = pd.DataFrame({"metric_timestamp": dates, "metric_value": values})
 
 print(f"Test data shape: {df.shape}")
 print(f"Test data values: {values}")
@@ -68,7 +90,7 @@
 
 print("Running detect_anomalies...")
 try:
-    anomalies = agent.detect_anomalies(df, timestamp_col='metric_timestamp')
+    anomalies = agent.detect_anomalies(df, timestamp_col="metric_timestamp")
     df_anomalies = agent.get_anomalies_df(anomalies)
 
     print()
@@ -88,5 +110,6 @@
 except Exception as e:
     print(f"ERROR: {type(e).__name__}: {e}")
     import traceback
+
     traceback.print_exc()
     sys.exit(1)
diff --git a/setup.py b/setup.py
index bca1d85a..35e7c6de 100644
--- a/setup.py
+++ b/setup.py
@@ -1,14 +1,22 @@
+from pathlib import Path
+import runpy
+
 from setuptools import find_packages, setup
 
+ROOT = Path(__file__).parent
+VERSION = runpy.run_path(str(ROOT / "anomstack/__init__.py"))["__version__"]
+
 
 def read_requirements():
-    with open("requirements.txt") as req:
+    with open(ROOT / "requirements.txt") as req:
         return req.read().splitlines()
 
 
 setup(
     name="anomstack",
-    version="0.0.18",
+    version=VERSION,
     packages=find_packages(),
+    include_package_data=True,
+    python_requires=">=3.12",
     install_requires=read_requirements(),
 )
diff --git a/tests/README.md b/tests/README.md
index c4790b34..5b1fb69f 100644
--- a/tests/README.md
+++ b/tests/README.md
@@ -122,10 +122,11 @@ def test_data_function():
     df = create_test_dataframe()
     result = function_under_test(df)
     assert isinstance(result, pd.DataFrame)
-    assert 'expected_column' in result.columns
+    assert "expected_column" in result.columns
+
 
 # Mocking external dependencies
-@patch('module.external_service')
+@patch("module.external_service")
 def test_with_mock(mock_service):
     mock_service.return_value = expected_result
     result = function_under_test()
diff --git a/tests/test_df_utils.py b/tests/test_df_utils.py
index c3385362..d4bf71bc 100644
--- a/tests/test_df_utils.py
+++ b/tests/test_df_utils.py
@@ -25,13 +25,7 @@ def test_timestamp_quoting(self):
         )
         result = generate_insert_sql(df, "metrics", batch_size=1)
         expected = [
-            (
-                "INSERT INTO metrics (metric_timestamp, value) "
-                "VALUES ('2023-01-01 00:00:00', 10);"
-            ),
-            (
-                "INSERT INTO metrics (metric_timestamp, value) "
-                "VALUES ('2023-01-02 00:00:00', 20);"
-            ),
+            ("INSERT INTO metrics (metric_timestamp, value) VALUES ('2023-01-01 00:00:00', 10);"),
+            ("INSERT INTO metrics (metric_timestamp, value) VALUES ('2023-01-02 00:00:00', 20);"),
         ]
         assert result == expected
diff --git a/tests/test_docs_links.py b/tests/test_docs_links.py
index ce8bd6b7..63817b6b 100644
--- a/tests/test_docs_links.py
+++ b/tests/test_docs_links.py
@@ -2,40 +2,40 @@
 Test for Docusaurus documentation build and link validation.
 Uses Docusaurus's native broken link detection.
 """
+
+from pathlib import Path
 import subprocess
-import os
+
 import pytest
-from pathlib import Path
 
 
 def test_docusaurus_build_succeeds():
     """Test that Docusaurus can build the documentation without broken links."""
     repo_root = Path(__file__).parent.parent
     docs_dir = repo_root / "docs"
-    
+
     if not docs_dir.exists():
         pytest.skip("Docs directory not found")
-    
+
     # Check if yarn/npm is available and node_modules exists
     if not (docs_dir / "node_modules").exists():
         pytest.skip("Node modules not installed. Run 'cd docs && yarn install' first.")
-    
+
     # Check Node.js version compatibility
     try:
         node_result = subprocess.run(
-            ["node", "--version"],
-            capture_output=True,
-            text=True,
-            timeout=10
+            ["node", "--version"], capture_output=True, text=True, timeout=10
         )
         if node_result.returncode == 0:
-            node_version = node_result.stdout.strip().lstrip('v')
-            major_version = int(node_version.split('.')[0])
+            node_version = node_result.stdout.strip().lstrip("v")
+            major_version = int(node_version.split(".")[0])
             if major_version < 20:
-                pytest.skip(f"Node.js version {node_version} is incompatible. Docusaurus requires Node.js >=20.0")
+                pytest.skip(
+                    f"Node.js version {node_version} is incompatible. Docusaurus requires Node.js >=20.0"
+                )
     except (subprocess.TimeoutExpired, FileNotFoundError, ValueError):
         pytest.skip("Could not check Node.js version. Install Node.js >=20.0 to run this test.")
-    
+
     # Run docusaurus build which includes built-in link checking
     try:
         result = subprocess.run(
@@ -43,29 +43,27 @@ def test_docusaurus_build_succeeds():
             cwd=docs_dir,
             capture_output=True,
             text=True,
-            timeout=300  # 5 minute timeout
+            timeout=300,  # 5 minute timeout
         )
-        
+
         if result.returncode != 0:
             error_msg = "Docusaurus build failed (likely due to broken links):\n"
             error_msg += f"STDOUT:\n{result.stdout}\n"
             error_msg += f"STDERR:\n{result.stderr}\n"
             pytest.fail(error_msg)
-            
+
     except subprocess.TimeoutExpired:
         pytest.fail("Docusaurus build timed out after 5 minutes")
     except FileNotFoundError:
         pytest.skip("yarn not available. Install Node.js and yarn to run this test.")
 
 
-
-
 if __name__ == "__main__":
     # For manual testing without pytest
     import sys
-    
+
     print("🔍 Testing Docusaurus documentation...")
-    
+
     try:
         test_docusaurus_build_succeeds()
         print("✅ Docusaurus build test passed")
@@ -74,5 +72,5 @@ def test_docusaurus_build_succeeds():
     except Exception as e:
         print(f"❌ Docusaurus build test failed: {e}")
         sys.exit(1)
-    
-    print("🎉 All documentation tests passed!")
\ No newline at end of file
+
+    print("🎉 All documentation tests passed!")
diff --git a/tests/test_duckdb.py b/tests/test_duckdb.py
index 22dc7256..4b79398f 100644
--- a/tests/test_duckdb.py
+++ b/tests/test_duckdb.py
@@ -198,7 +198,8 @@ def test_save_df_duckdb_create_table(
             mock_connect.assert_called_once()
             assert mock_query.call_count == 2
             mock_query.assert_any_call(
-                connection=mock_conn, query="INSERT INTO test_table (col1, col2) SELECT col1, col2 FROM df"
+                connection=mock_conn,
+                query="INSERT INTO test_table (col1, col2) SELECT col1, col2 FROM df",
             )
             mock_query.assert_any_call(
                 connection=mock_conn, query="CREATE TABLE test_table AS SELECT * FROM df"
@@ -228,7 +229,8 @@ def test_save_df_duckdb_insert_existing_table(
             # Assertions
             mock_connect.assert_called_once()
             mock_query.assert_called_once_with(
-                connection=mock_conn, query="INSERT INTO existing_table (col1, col2) SELECT col1, col2 FROM df"
+                connection=mock_conn,
+                query="INSERT INTO existing_table (col1, col2) SELECT col1, col2 FROM df",
             )
             pd.testing.assert_frame_equal(result, df)
 
@@ -258,7 +260,8 @@ def test_save_df_duckdb_with_schema(self, mock_makedirs, mock_query, mock_connec
                 connection=mock_conn, query="CREATE SCHEMA IF NOT EXISTS my_schema"
             )
             mock_query.assert_any_call(
-                connection=mock_conn, query="INSERT INTO my_schema.test_table (col1, col2) SELECT col1, col2 FROM df"
+                connection=mock_conn,
+                query="INSERT INTO my_schema.test_table (col1, col2) SELECT col1, col2 FROM df",
             )
             mock_query.assert_any_call(
                 connection=mock_conn, query="CREATE TABLE my_schema.test_table AS SELECT * FROM df"
diff --git a/tests/test_examples.py b/tests/test_examples.py
index 7bcd1381..e5a19e36 100644
--- a/tests/test_examples.py
+++ b/tests/test_examples.py
@@ -45,16 +45,16 @@ def validate_dataframe(self, df: pd.DataFrame, example_name: str):
         timestamp_col = df["metric_timestamp"]
         is_datetime = pd.api.types.is_datetime64_any_dtype(timestamp_col)
         is_string = timestamp_col.dtype == "object"
-        assert (
-            is_datetime or is_string
-        ), f"{example_name}: metric_timestamp should be datetime or string (got {timestamp_col.dtype})"
+        assert is_datetime or is_string, (
+            f"{example_name}: metric_timestamp should be datetime or string (got {timestamp_col.dtype})"
+        )
 
-        assert (
-            df["metric_name"].dtype == "object"
-        ), f"{example_name}: metric_name should be string/object"
-        assert pd.api.types.is_numeric_dtype(
-            df["metric_value"]
-        ), f"{example_name}: metric_value should be numeric"
+        assert df["metric_name"].dtype == "object", (
+            f"{example_name}: metric_name should be string/object"
+        )
+        assert pd.api.types.is_numeric_dtype(df["metric_value"]), (
+            f"{example_name}: metric_value should be numeric"
+        )
 
         # Check no null values in required columns
         for col in required_columns:
@@ -76,9 +76,9 @@ def test_hackernews_ingest(self):
             "hn_top_5_total_score",
         }
         actual_metrics = set(df["metric_name"])
-        assert (
-            expected_metrics == actual_metrics
-        ), f"Expected {expected_metrics}, got {actual_metrics}"
+        assert expected_metrics == actual_metrics, (
+            f"Expected {expected_metrics}, got {actual_metrics}"
+        )
 
     @patch("requests.get")
     def test_hackernews_ingest_mocked(self, mock_get):
@@ -141,9 +141,9 @@ def test_coindesk_ingest(self):
         self.validate_dataframe(df, "coindesk")
 
         # Check that all metric names contain CURRENT_HOUR (as per the filtering logic)
-        assert all(
-            "CURRENT_HOUR" in name for name in df["metric_name"]
-        ), "All metrics should contain CURRENT_HOUR"
+        assert all("CURRENT_HOUR" in name for name in df["metric_name"]), (
+            "All metrics should contain CURRENT_HOUR"
+        )
 
     @pytest.mark.skipif("CI" in os.environ, reason="Requires internet access")
     def test_iss_location_ingest(self):
diff --git a/tests/test_llm.py b/tests/test_llm.py
index a689a2de..3fdeb878 100644
--- a/tests/test_llm.py
+++ b/tests/test_llm.py
@@ -5,6 +5,7 @@
 from unittest.mock import Mock, patch
 
 import pandas as pd
+import pytest
 
 from anomstack.llm.agent import detect_anomalies
 
@@ -12,6 +13,11 @@
 class TestDetectAnomalies:
     """Test cases for the detect_anomalies function."""
 
+    @pytest.fixture(autouse=True)
+    def deterministic_provider(self, monkeypatch):
+        monkeypatch.setenv("ANOMSTACK_LLM_PLATFORM", "openai")
+        monkeypatch.setenv("ANOMSTACK_LLMALERT_MODELS", "gpt-4o-mini")
+
     def create_sample_df(self):
         """Create a sample DataFrame for testing."""
         return pd.DataFrame(
@@ -52,7 +58,11 @@ def test_detect_anomalies_with_both_prompts(self, mock_anomaly_agent):
 
         # Assertions
         mock_anomaly_agent.assert_called_once_with(
-            detection_prompt=detection_prompt, verification_prompt=verification_prompt
+            include_plot=False,
+            model_name="gpt-4o-mini",
+            posthog_metadata={"llmalert_model": "gpt-4o-mini"},
+            detection_prompt=detection_prompt,
+            verification_prompt=verification_prompt,
         )
         mock_agent_instance.detect_anomalies.assert_called_once_with(
             df, timestamp_col="metric_timestamp"
@@ -88,7 +98,12 @@ def test_detect_anomalies_with_detection_prompt_only(self, mock_anomaly_agent):
         detect_anomalies(df, detection_prompt)
 
         # Assertions
-        mock_anomaly_agent.assert_called_once_with(detection_prompt=detection_prompt)
+        mock_anomaly_agent.assert_called_once_with(
+            include_plot=False,
+            model_name="gpt-4o-mini",
+            posthog_metadata={"llmalert_model": "gpt-4o-mini"},
+            detection_prompt=detection_prompt,
+        )
         mock_agent_instance.detect_anomalies.assert_called_once_with(
             df, timestamp_col="metric_timestamp"
         )
@@ -121,7 +136,12 @@ def test_detect_anomalies_with_verification_prompt_only(self, mock_anomaly_agent
         detect_anomalies(df, verification_prompt=verification_prompt)
 
         # Assertions
-        mock_anomaly_agent.assert_called_once_with(verification_prompt=verification_prompt)
+        mock_anomaly_agent.assert_called_once_with(
+            include_plot=False,
+            model_name="gpt-4o-mini",
+            posthog_metadata={"llmalert_model": "gpt-4o-mini"},
+            verification_prompt=verification_prompt,
+        )
 
     @patch("anomstack.llm.agent.AnomalyAgent")
     def test_detect_anomalies_with_no_prompts(self, mock_anomaly_agent):
@@ -149,8 +169,12 @@ def test_detect_anomalies_with_no_prompts(self, mock_anomaly_agent):
         # Call function with no prompts
         detect_anomalies(df)
 
-        # Assertions - should be called with no arguments (uses defaults)
-        mock_anomaly_agent.assert_called_once_with()
+        # Assertions - uses the default model and metadata without prompt overrides
+        mock_anomaly_agent.assert_called_once_with(
+            include_plot=False,
+            model_name="gpt-4o-mini",
+            posthog_metadata={"llmalert_model": "gpt-4o-mini"},
+        )
 
     @patch("anomstack.llm.agent.AnomalyAgent")
     def test_detect_anomalies_with_none_prompts(self, mock_anomaly_agent):
@@ -169,8 +193,12 @@ def test_detect_anomalies_with_none_prompts(self, mock_anomaly_agent):
         # Call function with explicit None values
         detect_anomalies(df, detection_prompt=None, verification_prompt=None)
 
-        # Assertions - should be called with no arguments (None values filtered out)
-        mock_anomaly_agent.assert_called_once_with()
+        # Assertions - None prompt values are filtered out
+        mock_anomaly_agent.assert_called_once_with(
+            include_plot=False,
+            model_name="gpt-4o-mini",
+            posthog_metadata={"llmalert_model": "gpt-4o-mini"},
+        )
 
 
 class TestLLMAlertPromptExtraction:
diff --git a/tests/test_main.py b/tests/test_main.py
index 478cafe5..c837f83f 100644
--- a/tests/test_main.py
+++ b/tests/test_main.py
@@ -34,5 +34,5 @@ def test_main_imports():
     assert len(schedules) > 0
 
 
-# Run the test
-pytest.main()
+if __name__ == "__main__":
+    pytest.main([__file__])