diff --git a/databricks.yml b/databricks.yml
new file mode 100644
index 00000000..00fec99d
--- /dev/null
+++ b/databricks.yml
@@ -0,0 +1,40 @@
+# Databricks Asset Bundle definition for mcp_databricks_filtering.
+# https://docs.databricks.com/dev-tools/bundles/index.html
+bundle:
+  name: mcp_databricks_filtering
+
+include:
+  - resources/*.yml
+  - resources/*/*.yml
+
+artifacts:
+  python_artifact:
+    type: whl
+    build: uv build --wheel
+
+variables:
+  workspace_host:
+    description: Databricks workspace URL (e.g. https://adb-xxxx.azuredatabricks.net)
+  catalog:
+    description: Default catalog
+    default: main
+  schema:
+    description: Default schema
+    default: default
+
+targets:
+  dev:
+    mode: development
+    default: true
+    workspace:
+      host: ${var.workspace_host}
+    variables:
+      schema: ${workspace.current_user.short_name}
+
+  prod:
+    mode: production
+    workspace:
+      host: ${var.workspace_host}
+      root_path: /Workspace/Users/${workspace.current_user.userName}/.bundle/${bundle.name}/${bundle.target}
+    variables:
+      schema: prod
diff --git a/fixtures/.gitkeep b/fixtures/.gitkeep
new file mode 100644
index 00000000..77a90661
--- /dev/null
+++ b/fixtures/.gitkeep
@@ -0,0 +1,9 @@
+# Test fixtures directory
+
+Add JSON or CSV files here. In tests, use them with `load_fixture()`:
+
+```
+def test_using_fixture(load_fixture):
+    data = load_fixture("my_data.json")
+    assert len(data) >= 1
+```
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..a9ba3691
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,38 @@
+[project]
+name = "mcp_databricks_filtering"
+version = "0.1.0"
+description = "Tag-based table filtering for the Databricks MCP server"
+requires-python = ">=3.10"
+dependencies = [
+    "databricks-sdk>=0.30,<1.0",
+    "sqlglot>=25.0,<27.0",
+]
+
+[dependency-groups]
+dev = [
+    "pytest>=8.0",
+    "ruff>=0.6",
+]
+
+[project.scripts]
+mcp-table-filter = "mcp_databricks_filtering.main:main"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/mcp_databricks_filtering"]
+
+[tool.ruff]
+line-length = 100
+target-version = "py310"
+
+[tool.ruff.lint]
+select = ["E", "F", "I", "B", "UP", "SIM"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+markers = [
+    "online: tests that require a live Databricks connection",
+]
diff --git a/resources/sample_job.job.yml b/resources/sample_job.job.yml
new file mode 100644
index 00000000..128ebc5b
--- /dev/null
+++ b/resources/sample_job.job.yml
@@ -0,0 +1,34 @@
+resources:
+  jobs:
+    table_filter_refresh:
+      name: mcp_table_filter_refresh
+
+      trigger:
+        periodic:
+          interval: 1
+          unit: DAYS
+
+      parameters:
+        - name: catalog
+          default: ${var.catalog}
+        - name: schema
+          default: ${var.schema}
+
+      tasks:
+        - task_key: refresh_filter_cache
+          python_wheel_task:
+            package_name: mcp_databricks_filtering
+            entry_point: mcp-table-filter
+            parameters:
+              - "--tag-name"
+              - "mcp-ready"
+              - "--tag-value"
+              - "yes"
+          environment_key: default
+
+      environments:
+        - environment_key: default
+          spec:
+            environment_version: "4"
+            dependencies:
+              - ../dist/*.whl
diff --git a/scripts/smoke_check.py b/scripts/smoke_check.py
new file mode 100644
index 00000000..a3bbea29
--- /dev/null
+++ b/scripts/smoke_check.py
@@ -0,0 +1,85 @@
+"""
+Manual smoke-check of the MCP table filter against a live Databricks workspace.
+
+This is NOT a pytest test — run it directly:
+
+    databricks auth login --profile <profile>
+
+    MCP_TABLE_FILTER_TAG_NAME=mcp-ready MCP_TABLE_FILTER_TAG_VALUE=yes \\
+        uv run python scripts/smoke_check.py
+"""
+
+from __future__ import annotations
+
+import json
+import sys
+
+from mcp_databricks_filtering.config import FilterConfig
+from mcp_databricks_filtering.table_filter import TableTagFilter
+
+
+def banner(label: str) -> None:
+    bar = "=" * 60
+    print(f"\n{bar}\n  {label}\n{bar}")
+
+
+def main() -> int:
+    config = FilterConfig.from_env()
+    if not config.is_enabled:
+        print("Set MCP_TABLE_FILTER_TAG_NAME first (or use --tag-name).", file=sys.stderr)
+        return 1
+
+    f = TableTagFilter(config=config)
+    print(f"Filter:    {config.tag_name}={config.tag_value or '<any>'}")
+    print(f"Cache TTL: {config.cache_ttl_seconds}s")
+
+    banner("1. Allowed tables")
+    try:
+        allowed = f.get_allowed_tables()
+    except Exception as exc:
+        print(f"ERROR: {exc}", file=sys.stderr)
+        return 2
+
+    print(f"\nFound {len(allowed)} allowed table(s):\n")
+    for cat, sch, tbl in sorted(allowed):
+        print(f"  - {cat}.{sch}.{tbl}")
+
+    banner("2. Filter a fake table list")
+    fake = [
+        {"name": "delta_bronze_analystratings"},
+        {"name": "delta_bronze_price"},
+        {"name": "delta_bronze_dividends"},
+        {"name": "some_secret_table"},
+    ]
+    filtered = f.filter_table_list(fake, "main", "eod")
+    print(json.dumps({
+        "input": [t["name"] for t in fake],
+        "filtered": [t["name"] for t in filtered],
+    }, indent=2))
+
+    banner("3. SQL validation cases")
+    cases = [
+        ("Allowed table", "SELECT * FROM main.eod.delta_bronze_analystratings"),
+        ("Blocked table", "SELECT * FROM main.eod.some_secret_table"),
+        ("System table",  "SELECT * FROM system.information_schema.table_tags"),
+        ("USE CATALOG",   "USE CATALOG main"),
+        ("SHOW TABLES",   "SHOW TABLES IN main.eod"),
+        ("Join blocked",  "SELECT a.* FROM main.eod.delta_bronze_analystratings a "
+                          "JOIN main.eod.secret b ON a.id = b.id"),
+        ("CTE allowed",   "WITH t AS (SELECT * FROM main.eod.delta_bronze_analystratings) "
+                          "SELECT * FROM t"),
+        ("Garbage SQL",   "THIS IS NOT VALID @@@@"),
+    ]
+    for label, sql in cases:
+        try:
+            f.validate_sql(sql)
+            print(f"  [ALLOWED] {label}")
+        except PermissionError as exc:
+            print(f"  [BLOCKED] {label}: {exc}")
+
+    print("\nSmoke check complete.")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/src/mcp_databricks_filtering/__init__.py b/src/mcp_databricks_filtering/__init__.py
new file mode 100644
index 00000000..c7f4bce7
--- /dev/null
+++ b/src/mcp_databricks_filtering/__init__.py
@@ -0,0 +1,17 @@
+"""Tag-based table filtering for the Databricks MCP server."""
+
+from mcp_databricks_filtering.config import FilterConfig
+from mcp_databricks_filtering.table_filter import (
+    TableTagFilter,
+    get_table_filter,
+    reset_singleton,
+)
+
+__all__ = [
+    "FilterConfig",
+    "TableTagFilter",
+    "get_table_filter",
+    "reset_singleton",
+]
+
+__version__ = "0.1.0"
diff --git a/src/mcp_databricks_filtering/config.py b/src/mcp_databricks_filtering/config.py
new file mode 100644
index 00000000..df7d477b
--- /dev/null
+++ b/src/mcp_databricks_filtering/config.py
@@ -0,0 +1,76 @@
+"""Configuration for the MCP table filter."""
+
+from __future__ import annotations
+
+import os
+import re
+from dataclasses import dataclass
+
+_TAG_NAME_RE = re.compile(r"^[A-Za-z_][A-Za-z0-9_-]*$")
+
+
+@dataclass(frozen=True)
+class FilterConfig:
+    """Immutable configuration for the table filter.
+
+    Use ``FilterConfig.from_env()`` to build from environment variables, or
+    construct directly for tests / non-env-driven usage.
+
+    Attributes:
+        tag_name: UC tag key to filter on. Empty string disables filtering.
+        tag_value: Required tag value (empty = match any value of ``tag_name``).
+        cache_ttl_seconds: How long to cache the allowlist (default 300s).
+        warehouse_id: Optional explicit SQL warehouse to use for queries.
+        fail_closed: If True (default), unparseable SQL is rejected rather than
+            allowed through. Disable only in trusted, debug-only contexts.
+    """
+
+    tag_name: str = ""
+    tag_value: str = ""
+    cache_ttl_seconds: int = 300
+    warehouse_id: str | None = None
+    fail_closed: bool = True
+
+    def __post_init__(self) -> None:
+        if self.tag_name and not _TAG_NAME_RE.match(self.tag_name):
+            raise ValueError(
+                f"Invalid tag_name {self.tag_name!r}: must match [A-Za-z_][A-Za-z0-9_-]*"
+            )
+        if self.cache_ttl_seconds < 0:
+            raise ValueError(f"cache_ttl_seconds must be >= 0, got {self.cache_ttl_seconds}")
+
+    @property
+    def is_enabled(self) -> bool:
+        return bool(self.tag_name)
+
+    @classmethod
+    def from_env(cls, env: dict | None = None) -> FilterConfig:
+        """Build a FilterConfig from environment variables.
+
+        Recognized env vars (all optional):
+          - MCP_TABLE_FILTER_TAG_NAME
+          - MCP_TABLE_FILTER_TAG_VALUE
+          - MCP_TABLE_FILTER_CACHE_TTL  (integer seconds)
+          - MCP_TABLE_FILTER_WAREHOUSE_ID
+          - MCP_TABLE_FILTER_FAIL_CLOSED  (true/false, default true)
+        """
+        env = env if env is not None else os.environ
+
+        ttl_raw = env.get("MCP_TABLE_FILTER_CACHE_TTL", "300").strip()
+        try:
+            cache_ttl = int(ttl_raw) if ttl_raw else 300
+        except ValueError as exc:
+            raise ValueError(
+                f"MCP_TABLE_FILTER_CACHE_TTL must be an integer, got {ttl_raw!r}"
+            ) from exc
+
+        fail_closed_raw = env.get("MCP_TABLE_FILTER_FAIL_CLOSED", "true").strip().lower()
+        fail_closed = fail_closed_raw not in {"0", "false", "no", "off"}
+
+        return cls(
+            tag_name=env.get("MCP_TABLE_FILTER_TAG_NAME", "").strip(),
+            tag_value=env.get("MCP_TABLE_FILTER_TAG_VALUE", "").strip(),
+            cache_ttl_seconds=cache_ttl,
+            warehouse_id=env.get("MCP_TABLE_FILTER_WAREHOUSE_ID", "").strip() or None,
+            fail_closed=fail_closed,
+        )
diff --git a/src/mcp_databricks_filtering/main.py b/src/mcp_databricks_filtering/main.py
new file mode 100644
index 00000000..6febf013
--- /dev/null
+++ b/src/mcp_databricks_filtering/main.py
@@ -0,0 +1,60 @@
+"""CLI entry point — prints the current allowlist."""
+
+from __future__ import annotations
+
+import argparse
+import sys
+from dataclasses import replace
+
+from mcp_databricks_filtering.config import FilterConfig
+from mcp_databricks_filtering.table_filter import TableTagFilter
+
+
+def main(argv: list[str] | None = None) -> int:
+    parser = argparse.ArgumentParser(description="MCP Databricks table filter utility")
+    parser.add_argument(
+        "--tag-name",
+        default=None,
+        help="UC tag key to filter on (overrides MCP_TABLE_FILTER_TAG_NAME)",
+    )
+    parser.add_argument(
+        "--tag-value",
+        default=None,
+        help="Required tag value (overrides MCP_TABLE_FILTER_TAG_VALUE)",
+    )
+    args = parser.parse_args(argv)
+
+    config = FilterConfig.from_env()
+    if args.tag_name is not None or args.tag_value is not None:
+        config = replace(
+            config,
+            tag_name=args.tag_name if args.tag_name is not None else config.tag_name,
+            tag_value=args.tag_value if args.tag_value is not None else config.tag_value,
+        )
+
+    if not config.is_enabled:
+        print(
+            "Table filter is DISABLED (set MCP_TABLE_FILTER_TAG_NAME or use --tag-name)",
+            file=sys.stderr,
+        )
+        return 1
+
+    f = TableTagFilter(config=config)
+    print(f"Filter:    {config.tag_name}={config.tag_value or '<any>'}")
+    print(f"Cache TTL: {config.cache_ttl_seconds}s")
+    print()
+
+    try:
+        allowed = f.get_allowed_tables()
+    except Exception as exc:
+        print(f"ERROR querying allowed tables: {exc}", file=sys.stderr)
+        return 2
+
+    print(f"Found {len(allowed)} allowed table(s):")
+    for cat, sch, tbl in sorted(allowed):
+        print(f"  {cat}.{sch}.{tbl}")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/src/mcp_databricks_filtering/repository.py b/src/mcp_databricks_filtering/repository.py
new file mode 100644
index 00000000..b9148a22
--- /dev/null
+++ b/src/mcp_databricks_filtering/repository.py
@@ -0,0 +1,97 @@
+"""Repository for fetching the table allowlist from Unity Catalog.
+
+This module isolates all Databricks SDK calls behind a small protocol so
+the filter logic can be unit-tested without a live workspace.
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import Protocol
+
+logger = logging.getLogger(__name__)
+
+TableKey = tuple[str, str, str]
+
+
+class AllowlistRepository(Protocol):
+    """Returns the set of (catalog, schema, table) triples that are allowed."""
+
+    def fetch_allowed(self, tag_name: str, tag_value: str) -> frozenset[TableKey]: ...
+
+
+class UnityCatalogTagsRepository:
+    """Reads the allowlist from ``system.information_schema.table_tags``.
+
+    Uses parameterized SQL via the Databricks Statement Execution API to
+    prevent any SQL-injection risk from environment-supplied tag values.
+    """
+
+    def __init__(self, warehouse_id: str | None = None, wait_timeout: str = "30s"):
+        self._warehouse_id = warehouse_id
+        self._wait_timeout = wait_timeout
+
+    def fetch_allowed(self, tag_name: str, tag_value: str) -> frozenset[TableKey]:
+        from databricks.sdk import WorkspaceClient
+        from databricks.sdk.service.sql import (
+            StatementParameterListItem,
+            StatementState,
+        )
+
+        w = WorkspaceClient()
+        warehouse_id = self._warehouse_id or self._first_running_warehouse_id(w)
+
+        statement = (
+            "SELECT catalog_name, schema_name, table_name "
+            "FROM system.information_schema.table_tags "
+            "WHERE tag_name = :tag_name"
+        )
+        params = [StatementParameterListItem(name="tag_name", value=tag_name)]
+        if tag_value:
+            statement += " AND tag_value = :tag_value"
+            params.append(StatementParameterListItem(name="tag_value", value=tag_value))
+
+        logger.info("Fetching allowlist (tag=%s, value=%s)", tag_name, tag_value or "*")
+
+        response = w.statement_execution.execute_statement(
+            warehouse_id=warehouse_id,
+            statement=statement,
+            parameters=params,
+            wait_timeout=self._wait_timeout,
+        )
+
+        if not response.status or response.status.state != StatementState.SUCCEEDED:
+            error_msg = (
+                response.status.error.message
+                if response.status and response.status.error
+                else "unknown error"
+            )
+            raise RuntimeError(f"Allowlist query failed: {error_msg}")
+
+        result: set[TableKey] = set()
+        if response.result and response.result.data_array:
+            for row in response.result.data_array:
+                if len(row) < 3:
+                    continue
+                cat = (row[0] or "").lower()
+                sch = (row[1] or "").lower()
+                tbl = (row[2] or "").lower()
+                if cat and sch and tbl:
+                    result.add((cat, sch, tbl))
+
+        logger.info("Allowlist contains %d tables", len(result))
+        return frozenset(result)
+
+    @staticmethod
+    def _first_running_warehouse_id(w) -> str:
+        """Pick a warehouse: prefer RUNNING, otherwise the first available."""
+        warehouses = list(w.warehouses.list())
+        if not warehouses:
+            raise RuntimeError(
+                "No SQL warehouses available. Set MCP_TABLE_FILTER_WAREHOUSE_ID "
+                "or create a warehouse."
+            )
+        for wh in warehouses:
+            if wh.state and getattr(wh.state, "value", str(wh.state)) == "RUNNING":
+                return wh.id
+        return warehouses[0].id
diff --git a/src/mcp_databricks_filtering/sql_parser.py b/src/mcp_databricks_filtering/sql_parser.py
new file mode 100644
index 00000000..f5cee463
--- /dev/null
+++ b/src/mcp_databricks_filtering/sql_parser.py
@@ -0,0 +1,116 @@
+"""SQL parsing helpers built on top of sqlglot.
+
+Uses sqlglot's *scope* module so we correctly distinguish real tables from
+CTE references. See https://github.com/tobymao/sqlglot/blob/main/posts/ast_primer.md
+"""
+
+from __future__ import annotations
+
+import logging
+import re
+from dataclasses import dataclass
+
+import sqlglot
+from sqlglot import exp
+from sqlglot.errors import ParseError
+from sqlglot.optimizer.scope import build_scope
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass(frozen=True)
+class TableRef:
+    catalog: str | None
+    schema: str | None
+    table: str
+
+
+class SQLParseFailure(Exception):
+    """Raised when SQL cannot be parsed (callers decide whether to fail-open or closed)."""
+
+
+_SHOW_PREFIXES = ("SHOW TABLES", "SHOW VIEWS", "SHOW TBLPROPERTIES")
+_SHOW_TARGET_RE = re.compile(r"(?:IN|FROM)\s+(\S+)", re.IGNORECASE)
+_SKIP_STMT_TYPES: tuple[type, ...] = (exp.Use, exp.Set, exp.Command, exp.Show)
+
+
+def is_show_query(sql: str) -> bool:
+    """True if the SQL is a SHOW TABLES / SHOW VIEWS / SHOW TBLPROPERTIES."""
+    normalized = sql.strip().upper()
+    return any(normalized.startswith(prefix) for prefix in _SHOW_PREFIXES)
+
+
+def parse_show_target(sql: str) -> tuple[str | None, str | None]:
+    """Extract (catalog, schema) from `SHOW TABLES IN catalog.schema`."""
+    match = _SHOW_TARGET_RE.search(sql)
+    if not match:
+        return None, None
+    target = match.group(1).strip("`\"'").rstrip(";")
+    parts = target.split(".")
+    if len(parts) >= 2:
+        return parts[0], parts[1]
+    return None, parts[0]
+
+
+def extract_real_tables(sql: str, dialect: str = "databricks") -> list[TableRef]:
+    """Return real database tables referenced by ``sql``, excluding CTEs.
+
+    Strategy:
+      - For each top-level statement, gather *all* CTE names so we can
+        exclude them as references.
+      - Use scope traversal where applicable (SELECT-shaped queries) to
+        find real tables.
+      - Always also include DML targets (INSERT / UPDATE / DELETE / MERGE)
+        since those live outside the query scope.
+
+    Raises:
+        SQLParseFailure: if ``sql`` cannot be parsed by sqlglot.
+    """
+    try:
+        statements = sqlglot.parse(sql, dialect=dialect)
+    except ParseError as exc:
+        logger.warning("Failed to parse SQL: %.200s — %s", sql, exc)
+        raise SQLParseFailure(str(exc)) from exc
+
+    refs: list[TableRef] = []
+    for stmt in statements:
+        if stmt is None or isinstance(stmt, _SKIP_STMT_TYPES):
+            continue
+
+        cte_names = {
+            cte.alias.lower()
+            for cte in stmt.find_all(exp.CTE)
+            if cte.alias
+        }
+
+        seen: set[tuple[str | None, str | None, str]] = set()
+
+        root = build_scope(stmt)
+        if root is not None:
+            for scope in root.traverse():
+                for _alias, (_node, source) in scope.selected_sources.items():
+                    if isinstance(source, exp.Table):
+                        ref = _to_ref(source)
+                        key = (ref.catalog, ref.schema, ref.table.lower())
+                        if ref.table.lower() not in cte_names and key not in seen:
+                            refs.append(ref)
+                            seen.add(key)
+
+        for tbl in stmt.find_all(exp.Table):
+            if tbl.name.lower() in cte_names:
+                continue
+            ref = _to_ref(tbl)
+            key = (ref.catalog, ref.schema, ref.table.lower())
+            if key not in seen:
+                refs.append(ref)
+                seen.add(key)
+
+    return refs
+
+
+def _to_ref(tbl: exp.Table) -> TableRef:
+    return TableRef(
+        catalog=tbl.catalog or None,
+        schema=tbl.db or None,
+        table=tbl.name,
+    )
diff --git a/src/mcp_databricks_filtering/table_filter.py b/src/mcp_databricks_filtering/table_filter.py
new file mode 100644
index 00000000..5d608084
--- /dev/null
+++ b/src/mcp_databricks_filtering/table_filter.py
@@ -0,0 +1,320 @@
+"""
+Tag-based table filtering for the Databricks MCP server.
+
+Restricts table discovery and SQL execution to only tables that have a
+specific Unity Catalog tag (e.g. ``mcp-ready=yes``). Driven by environment
+variables, but the underlying primitives are also usable directly via
+:class:`FilterConfig` and :class:`AllowlistRepository` injection.
+
+Design notes
+------------
+- ``TableTagFilter`` is the orchestrator: cache + parse + decide.
+- The actual SDK call lives in :mod:`.repository` so unit tests can mock it.
+- SQL parsing lives in :mod:`.sql_parser` and uses sqlglot **scope** traversal
+  to correctly distinguish real tables from CTEs.
+- Defaults are *fail-closed*: unparseable SQL is rejected, not silently allowed.
+"""
+
+from __future__ import annotations
+
+import logging
+import threading
+import time
+from typing import Any
+
+from mcp_databricks_filtering.config import FilterConfig
+from mcp_databricks_filtering.repository import (
+    AllowlistRepository,
+    TableKey,
+    UnityCatalogTagsRepository,
+)
+from mcp_databricks_filtering.sql_parser import (
+    SQLParseFailure,
+    extract_real_tables,
+    is_show_query,
+    parse_show_target,
+)
+
+logger = logging.getLogger(__name__)
+
+SYSTEM_CATALOGS = frozenset({"system"})
+SYSTEM_SCHEMAS = frozenset({"information_schema"})
+
+__all__ = ["TableTagFilter", "get_table_filter", "reset_singleton"]
+
+
+class TableTagFilter:
+    """Filters MCP table access based on Unity Catalog tags.
+
+    The class is safe to share across threads. Construction is cheap; the
+    expensive call (fetching the allowlist) is lazy and cached for
+    ``config.cache_ttl_seconds``.
+
+    Args:
+        config: configuration; if ``None``, built from env vars via
+            :meth:`FilterConfig.from_env`.
+        repository: implementation that returns the allowlist; if ``None``,
+            uses :class:`UnityCatalogTagsRepository` against the workspace
+            referenced by the ambient Databricks SDK config.
+    """
+
+    def __init__(
+        self,
+        config: FilterConfig | None = None,
+        repository: AllowlistRepository | None = None,
+    ):
+        self._config = config or FilterConfig.from_env()
+        self._repository = repository or UnityCatalogTagsRepository(
+            warehouse_id=self._config.warehouse_id
+        )
+
+        self._cache: frozenset[TableKey] | None = None
+        self._cache_ts: float = 0.0
+        self._cache_lock = threading.Lock()
+
+    # ------------------------------------------------------------------
+    # Public API
+    # ------------------------------------------------------------------
+
+    @property
+    def config(self) -> FilterConfig:
+        return self._config
+
+    @property
+    def is_enabled(self) -> bool:
+        return self._config.is_enabled
+
+    @property
+    def tag_name(self) -> str:
+        return self._config.tag_name
+
+    @property
+    def tag_value(self) -> str:
+        return self._config.tag_value
+
+    @property
+    def cache_ttl(self) -> int:
+        return self._config.cache_ttl_seconds
+
+    def get_allowed_tables(self) -> frozenset[TableKey]:
+        """Return the set of allowed (catalog, schema, table) triples.
+
+        The result is a *frozen* set, so callers cannot accidentally mutate
+        the cache. Cached for ``config.cache_ttl_seconds``.
+        """
+        if not self.is_enabled:
+            return frozenset()
+
+        # Single critical section: avoids the thundering-herd problem where
+        # many threads simultaneously trigger a slow Databricks query when
+        # the cache expires. The trade-off is briefly serializing cache
+        # misses, which is acceptable for an admin-tier query.
+        with self._cache_lock:
+            if self._is_cache_valid_locked():
+                return self._cache  # type: ignore[return-value]
+
+            allowed = self._repository.fetch_allowed(
+                tag_name=self._config.tag_name,
+                tag_value=self._config.tag_value,
+            )
+            self._cache = allowed
+            self._cache_ts = time.time()
+            return allowed
+
+    def refresh_cache(self) -> frozenset[TableKey]:
+        """Drop the cache and re-fetch the allowlist."""
+        with self._cache_lock:
+            self._cache = None
+            self._cache_ts = 0.0
+        return self.get_allowed_tables()
+
+    def is_table_allowed(
+        self,
+        catalog: str | None,
+        schema: str | None,
+        table: str,
+    ) -> bool:
+        if not self.is_enabled:
+            return True
+        if _is_system_ref(catalog, schema, table):
+            return True
+        return _match_table(catalog, schema, table, self.get_allowed_tables())
+
+    def filter_table_list(
+        self,
+        tables: list[dict[str, Any]],
+        catalog: str,
+        schema: str,
+    ) -> list[dict[str, Any]]:
+        """Filter table-info dicts to only those in the allowlist."""
+        if not self.is_enabled:
+            return tables
+
+        allowed = self.get_allowed_tables()
+        cat_lower = catalog.lower()
+        sch_lower = schema.lower()
+        return [
+            t for t in tables
+            if (cat_lower, sch_lower, str(t.get("name", "")).lower()) in allowed
+        ]
+
+    def validate_sql(
+        self,
+        sql_query: str,
+        catalog_context: str | None = None,
+        schema_context: str | None = None,
+    ) -> None:
+        """Raise ``PermissionError`` if ``sql_query`` references blocked tables.
+
+        With ``fail_closed=True`` (default), unparseable SQL is rejected.
+        With ``fail_closed=False``, it is allowed (use only in trusted contexts).
+        """
+        if not self.is_enabled:
+            return
+
+        try:
+            refs = extract_real_tables(sql_query)
+        except SQLParseFailure as exc:
+            if self._config.fail_closed:
+                raise PermissionError(
+                    "Access denied: SQL could not be parsed for safety validation. "
+                    f"Reason: {exc}"
+                ) from exc
+            return
+
+        if not refs:
+            return
+
+        allowed = self.get_allowed_tables()
+        blocked: list[str] = []
+
+        for ref in refs:
+            resolved_cat = ref.catalog or catalog_context
+            resolved_sch = ref.schema or schema_context
+
+            if _is_system_ref(resolved_cat, resolved_sch, ref.table):
+                continue
+            if _match_table(resolved_cat, resolved_sch, ref.table, allowed):
+                continue
+
+            fqn = ".".join(filter(None, [resolved_cat, resolved_sch, ref.table]))
+            blocked.append(fqn)
+
+        if blocked:
+            tag_repr = (
+                f"{self._config.tag_name}={self._config.tag_value}"
+                if self._config.tag_value
+                else self._config.tag_name
+            )
+            raise PermissionError(
+                f"Access denied. The following tables are not tagged with "
+                f"'{tag_repr}': {', '.join(blocked)}. "
+                "Only tables with this tag are accessible via this MCP server."
+            )
+
+    def filter_show_results(
+        self,
+        sql_query: str,
+        rows: list[dict[str, Any]],
+        catalog_context: str | None = None,
+        schema_context: str | None = None,
+    ) -> list[dict[str, Any]]:
+        """Filter the output of SHOW TABLES / SHOW VIEWS to allowed tables only."""
+        if not self.is_enabled or not rows or not is_show_query(sql_query):
+            return rows
+
+        allowed = self.get_allowed_tables()
+        show_cat, show_sch = parse_show_target(sql_query)
+        cat = (show_cat or catalog_context or "").lower()
+        sch = (show_sch or schema_context or "").lower()
+
+        filtered: list[dict[str, Any]] = []
+        for row in rows:
+            table_name = (
+                row.get("tableName")
+                or row.get("table_name")
+                or row.get("viewName")
+                or row.get("view_name")
+                or ""
+            ).lower()
+            if not table_name:
+                filtered.append(row)
+                continue
+            if (cat, sch, table_name) in allowed:
+                filtered.append(row)
+        return filtered
+
+    # ------------------------------------------------------------------
+    # Internal
+    # ------------------------------------------------------------------
+
+    def _is_cache_valid_locked(self) -> bool:
+        return (
+            self._cache is not None
+            and (time.time() - self._cache_ts) < self._config.cache_ttl_seconds
+        )
+
+
+# ----------------------------------------------------------------------
+# Module-level helpers
+# ----------------------------------------------------------------------
+
+
+def _is_system_ref(
+    catalog: str | None, schema: str | None, table: str
+) -> bool:
+    if catalog and catalog.lower() in SYSTEM_CATALOGS:
+        return True
+    if schema and schema.lower() in SYSTEM_SCHEMAS:
+        return True
+    return table.lower().startswith("information_schema")
+
+
+def _match_table(
+    catalog: str | None,
+    schema: str | None,
+    table: str,
+    allowed: frozenset[TableKey],
+) -> bool:
+    tbl_lower = table.lower()
+    if catalog and schema:
+        return (catalog.lower(), schema.lower(), tbl_lower) in allowed
+
+    for a_cat, a_sch, a_tbl in allowed:
+        if a_tbl != tbl_lower:
+            continue
+        if schema and a_sch != schema.lower():
+            continue
+        if catalog and a_cat != catalog.lower():
+            continue
+        return True
+    return False
+
+
+# ----------------------------------------------------------------------
+# Singleton (module-level, lazy, thread-safe via double-checked locking)
+# ----------------------------------------------------------------------
+
+_singleton: TableTagFilter | None = None
+_singleton_lock = threading.Lock()
+
+
+def get_table_filter() -> TableTagFilter:
+    """Return the process-wide :class:`TableTagFilter` singleton.
+
+    The singleton is created lazily from environment variables. Tests that
+    need a different config should call :func:`reset_singleton` first.
+    """
+    global _singleton
+    if _singleton is None:
+        with _singleton_lock:
+            if _singleton is None:
+                _singleton = TableTagFilter()
+    return _singleton
+
+
+def reset_singleton() -> None:
+    """Drop the cached singleton — primarily for tests."""
+    global _singleton
+    with _singleton_lock:
+        _singleton = None
diff --git a/tests/integration/test_table_filter_integration.py b/tests/integration/test_table_filter_integration.py
new file mode 100644
index 00000000..c7a8c890
--- /dev/null
+++ b/tests/integration/test_table_filter_integration.py
@@ -0,0 +1,383 @@
+"""
+Integration tests for the MCP tag-based table filter.
+
+Two test categories:
+  * **offline** — pure logic, uses an in-memory fake repository (no SDK calls).
+  * **online**  — connects to a real Databricks workspace; marked with
+    ``@pytest.mark.online`` so it can be skipped via ``-m "not online"``.
+
+Run offline only::
+
+    uv run pytest tests/integration/ -m "not online"
+
+Run everything (requires valid Databricks auth)::
+
+    uv run pytest tests/integration/
+"""
+
+from __future__ import annotations
+
+import os
+import time
+from collections.abc import Iterable
+
+import pytest
+
+from mcp_databricks_filtering.config import FilterConfig
+from mcp_databricks_filtering.repository import TableKey
+from mcp_databricks_filtering.table_filter import TableTagFilter
+
+# ── Test config ───────────────────────────────────────────────────────────
+
+KNOWN_TAGGED_CATALOG = os.environ.get("TEST_TAGGED_CATALOG", "main")
+KNOWN_TAGGED_SCHEMA = os.environ.get("TEST_TAGGED_SCHEMA", "eod")
+KNOWN_TAGGED_TABLE = os.environ.get("TEST_TAGGED_TABLE", "delta_bronze_analystratings")
+
+DEFAULT_CONFIG = FilterConfig(
+    tag_name="mcp-ready",
+    tag_value="yes",
+    cache_ttl_seconds=60,
+)
+
+
+# ── Test helpers ──────────────────────────────────────────────────────────
+
+
+class FakeRepository:
+    """In-memory repository for offline tests."""
+
+    def __init__(self, tables: Iterable[TableKey]):
+        self._tables = frozenset((c.lower(), s.lower(), t.lower()) for c, s, t in tables)
+        self.fetch_count = 0
+
+    def fetch_allowed(self, tag_name: str, tag_value: str) -> frozenset[TableKey]:
+        self.fetch_count += 1
+        return self._tables
+
+
+def _make_filter(tables: Iterable[TableKey], **config_overrides) -> TableTagFilter:
+    config = FilterConfig(
+        tag_name=config_overrides.pop("tag_name", "mcp-ready"),
+        tag_value=config_overrides.pop("tag_value", "yes"),
+        cache_ttl_seconds=config_overrides.pop("cache_ttl_seconds", 60),
+        **config_overrides,
+    )
+    return TableTagFilter(config=config, repository=FakeRepository(tables))
+
+
+# ── Offline tests ─────────────────────────────────────────────────────────
+
+
+class TestFilterLogicOffline:
+    """Pure-logic tests using the fake repository."""
+
+    @pytest.fixture()
+    def f(self):
+        return _make_filter([
+            ("main", "eod", "delta_bronze_analystratings"),
+            ("main", "eod", "delta_bronze_price"),
+            ("prod", "finance", "transactions"),
+        ])
+
+    def test_is_enabled(self, f: TableTagFilter):
+        assert f.is_enabled
+
+    def test_allowed_table_passes(self, f: TableTagFilter):
+        assert f.is_table_allowed("main", "eod", "delta_bronze_analystratings")
+
+    def test_blocked_table_rejected(self, f: TableTagFilter):
+        assert not f.is_table_allowed("main", "eod", "some_random_table")
+
+    def test_case_insensitive(self, f: TableTagFilter):
+        assert f.is_table_allowed("MAIN", "EOD", "Delta_Bronze_AnalystRatings")
+
+    def test_system_tables_always_allowed(self, f: TableTagFilter):
+        assert f.is_table_allowed("system", "information_schema", "table_tags")
+        assert f.is_table_allowed("system", "information_schema", "columns")
+        assert f.is_table_allowed("system", "access", "audit")
+
+    def test_filter_table_list(self, f: TableTagFilter):
+        tables = [
+            {"name": "delta_bronze_analystratings"},
+            {"name": "delta_bronze_price"},
+            {"name": "some_other_table"},
+        ]
+        result = f.filter_table_list(tables, "main", "eod")
+        names = [t["name"] for t in result]
+        assert names == ["delta_bronze_analystratings", "delta_bronze_price"]
+
+    def test_filter_empty_list(self, f: TableTagFilter):
+        assert f.filter_table_list([], "main", "eod") == []
+
+    def test_get_allowed_tables_returns_frozenset(self, f: TableTagFilter):
+        result = f.get_allowed_tables()
+        assert isinstance(result, frozenset)
+        with pytest.raises(AttributeError):
+            result.add(("a", "b", "c"))  # type: ignore[attr-defined]
+
+
+class TestSQLValidationOffline:
+    """SQL parsing/validation tests."""
+
+    @pytest.fixture()
+    def f(self):
+        return _make_filter([
+            ("main", "eod", "delta_bronze_analystratings"),
+            ("main", "eod", "delta_bronze_price"),
+        ])
+
+    def test_fqn_allowed_table_passes(self, f: TableTagFilter):
+        f.validate_sql("SELECT * FROM main.eod.delta_bronze_analystratings")
+
+    def test_fqn_blocked_table_raises(self, f: TableTagFilter):
+        with pytest.raises(PermissionError, match="Access denied"):
+            f.validate_sql("SELECT * FROM main.eod.unknown_table")
+
+    def test_system_table_always_passes(self, f: TableTagFilter):
+        f.validate_sql("SELECT * FROM system.information_schema.table_tags")
+
+    def test_cte_not_blocked(self, f: TableTagFilter):
+        sql = (
+            "WITH temp AS (SELECT * FROM main.eod.delta_bronze_analystratings) "
+            "SELECT * FROM temp"
+        )
+        f.validate_sql(sql)
+
+    def test_unqualified_with_context_allowed(self, f: TableTagFilter):
+        f.validate_sql(
+            "SELECT * FROM delta_bronze_analystratings",
+            catalog_context="main",
+            schema_context="eod",
+        )
+
+    def test_unqualified_with_context_blocked(self, f: TableTagFilter):
+        with pytest.raises(PermissionError, match="Access denied"):
+            f.validate_sql(
+                "SELECT * FROM unknown_table",
+                catalog_context="main",
+                schema_context="eod",
+            )
+
+    def test_join_one_blocked(self, f: TableTagFilter):
+        with pytest.raises(PermissionError, match="Access denied"):
+            f.validate_sql(
+                "SELECT a.* FROM main.eod.delta_bronze_analystratings a "
+                "JOIN main.eod.nonexistent b ON a.id = b.id"
+            )
+
+    def test_join_both_allowed(self, f: TableTagFilter):
+        f.validate_sql(
+            "SELECT a.* FROM main.eod.delta_bronze_analystratings a "
+            "JOIN main.eod.delta_bronze_price b ON a.ticker = b.ticker"
+        )
+
+    def test_insert_blocked_table(self, f: TableTagFilter):
+        with pytest.raises(PermissionError, match="Access denied"):
+            f.validate_sql("INSERT INTO main.eod.secret_table SELECT 1")
+
+    def test_show_tables_no_refs_passes(self, f: TableTagFilter):
+        f.validate_sql("SHOW TABLES IN main.eod")
+
+    def test_use_catalog_passes(self, f: TableTagFilter):
+        f.validate_sql("USE CATALOG main")
+
+    def test_multi_statement_one_blocked(self, f: TableTagFilter):
+        sql = (
+            "SELECT * FROM main.eod.delta_bronze_analystratings; "
+            "SELECT * FROM main.eod.blocked_table"
+        )
+        with pytest.raises(PermissionError, match="Access denied"):
+            f.validate_sql(sql)
+
+    def test_unparseable_sql_fails_closed_by_default(self, f: TableTagFilter):
+        with pytest.raises(PermissionError, match="could not be parsed"):
+            f.validate_sql("THIS IS NOT VALID SQL @@@@ ;;;;")
+
+    def test_unparseable_sql_passes_when_fail_open(self):
+        f = _make_filter(
+            [("main", "eod", "x")],
+            fail_closed=False,
+        )
+        f.validate_sql("THIS IS NOT VALID SQL @@@@ ;;;;")
+
+
+class TestShowTablesFilteringOffline:
+    """Test that SHOW TABLES output is filtered to only allowed tables."""
+
+    @pytest.fixture()
+    def f(self):
+        return _make_filter([
+            ("main", "eod", "delta_bronze_analystratings"),
+            ("main", "eod", "delta_bronze_price"),
+        ])
+
+    def test_show_tables_filters_output(self, f: TableTagFilter):
+        rows = [
+            {"tableName": "delta_bronze_analystratings", "isTemporary": False},
+            {"tableName": "delta_bronze_price", "isTemporary": False},
+            {"tableName": "delta_bronze_dividends", "isTemporary": False},
+            {"tableName": "delta_bronze_earnings", "isTemporary": False},
+        ]
+        filtered = f.filter_show_results("SHOW TABLES IN main.eod", rows)
+        names = [r["tableName"] for r in filtered]
+        assert names == ["delta_bronze_analystratings", "delta_bronze_price"]
+
+    def test_show_tables_case_insensitive(self, f: TableTagFilter):
+        rows = [{"tableName": "Delta_Bronze_AnalystRatings", "isTemporary": False}]
+        filtered = f.filter_show_results("SHOW TABLES IN main.eod", rows)
+        assert len(filtered) == 1
+
+    def test_non_show_query_not_filtered(self, f: TableTagFilter):
+        rows = [{"col1": "value1"}, {"col1": "value2"}]
+        filtered = f.filter_show_results("SELECT * FROM main.eod.some_table", rows)
+        assert filtered == rows
+
+    def test_show_tables_from_syntax(self, f: TableTagFilter):
+        rows = [
+            {"tableName": "delta_bronze_analystratings", "isTemporary": False},
+            {"tableName": "secret_table", "isTemporary": False},
+        ]
+        filtered = f.filter_show_results("SHOW TABLES FROM main.eod", rows)
+        names = [r["tableName"] for r in filtered]
+        assert names == ["delta_bronze_analystratings"]
+
+    def test_show_views_also_filtered(self, f: TableTagFilter):
+        rows = [
+            {"viewName": "delta_bronze_analystratings", "isTemporary": False},
+            {"viewName": "secret_view", "isTemporary": False},
+        ]
+        filtered = f.filter_show_results("SHOW VIEWS IN main.eod", rows)
+        assert len(filtered) == 1
+
+
+class TestCacheBehaviorOffline:
+    """Cache logic tests using the fake repository's call counter."""
+
+    def test_cache_hit_avoids_repository_call(self):
+        repo = FakeRepository([("main", "eod", "t1")])
+        f = TableTagFilter(config=DEFAULT_CONFIG, repository=repo)
+        f.get_allowed_tables()
+        f.get_allowed_tables()
+        f.get_allowed_tables()
+        assert repo.fetch_count == 1
+
+    def test_refresh_cache_re_fetches(self):
+        repo = FakeRepository([("main", "eod", "t1")])
+        f = TableTagFilter(config=DEFAULT_CONFIG, repository=repo)
+        f.get_allowed_tables()
+        f.refresh_cache()
+        assert repo.fetch_count == 2
+
+    def test_cache_expiry_triggers_refetch(self):
+        repo = FakeRepository([("main", "eod", "t1")])
+        f = TableTagFilter(
+            config=FilterConfig(tag_name="mcp-ready", cache_ttl_seconds=0),
+            repository=repo,
+        )
+        f.get_allowed_tables()
+        time.sleep(0.01)
+        f.get_allowed_tables()
+        assert repo.fetch_count == 2
+
+
+class TestFilterDisabled:
+    """Behavior when no tag is configured."""
+
+    def test_disabled_filter_allows_everything(self):
+        f = TableTagFilter(config=FilterConfig())
+        assert not f.is_enabled
+        assert f.is_table_allowed("any", "catalog", "table")
+        f.validate_sql("SELECT * FROM anything.goes.here")
+        assert f.filter_table_list([{"name": "foo"}], "c", "s") == [{"name": "foo"}]
+
+
+class TestConfigValidation:
+    """FilterConfig should reject obviously bad input."""
+
+    def test_invalid_tag_name_rejected(self):
+        with pytest.raises(ValueError, match="Invalid tag_name"):
+            FilterConfig(tag_name="bad name with spaces; DROP TABLE x;")
+
+    def test_negative_ttl_rejected(self):
+        with pytest.raises(ValueError, match="cache_ttl_seconds"):
+            FilterConfig(tag_name="mcp-ready", cache_ttl_seconds=-1)
+
+    def test_invalid_ttl_env_rejected(self):
+        with pytest.raises(ValueError, match="must be an integer"):
+            FilterConfig.from_env({"MCP_TABLE_FILTER_CACHE_TTL": "not-a-number"})
+
+    def test_from_env_defaults(self):
+        config = FilterConfig.from_env({})
+        assert config.tag_name == ""
+        assert config.cache_ttl_seconds == 300
+        assert config.fail_closed is True
+
+    def test_from_env_fail_closed_can_be_disabled(self):
+        config = FilterConfig.from_env({"MCP_TABLE_FILTER_FAIL_CLOSED": "false"})
+        assert config.fail_closed is False
+
+
+# ── Online tests ──────────────────────────────────────────────────────────
+
+
+@pytest.fixture(scope="module")
+def online_filter() -> TableTagFilter:
+    config = FilterConfig.from_env()
+    if not config.is_enabled:
+        config = FilterConfig(tag_name="mcp-ready", tag_value="yes", cache_ttl_seconds=60)
+    return TableTagFilter(config=config)
+
+
+@pytest.fixture(scope="module")
+def online_allowed_tables(online_filter: TableTagFilter):
+    return online_filter.get_allowed_tables()
+
+
+@pytest.mark.online
+class TestGetAllowedTablesOnline:
+
+    def test_returns_nonempty_set(self, online_allowed_tables):
+        assert len(online_allowed_tables) > 0
+
+    def test_known_table_is_allowed(self, online_allowed_tables):
+        key = (
+            KNOWN_TAGGED_CATALOG.lower(),
+            KNOWN_TAGGED_SCHEMA.lower(),
+            KNOWN_TAGGED_TABLE.lower(),
+        )
+        assert key in online_allowed_tables, (
+            f"Expected {KNOWN_TAGGED_TABLE} in allowed tables. Got: {online_allowed_tables}"
+        )
+
+    def test_tuples_are_lowercase(self, online_allowed_tables):
+        for cat, sch, tbl in online_allowed_tables:
+            assert cat == cat.lower()
+            assert sch == sch.lower()
+            assert tbl == tbl.lower()
+
+
+@pytest.mark.online
+class TestFilterOnline:
+
+    def test_filter_real_tables(self, online_filter: TableTagFilter):
+        fake_tables = [
+            {"name": KNOWN_TAGGED_TABLE},
+            {"name": "this_table_should_not_exist_xyz"},
+        ]
+        filtered = online_filter.filter_table_list(
+            fake_tables, KNOWN_TAGGED_CATALOG, KNOWN_TAGGED_SCHEMA
+        )
+        names = [t["name"] for t in filtered]
+        assert KNOWN_TAGGED_TABLE in names
+        assert "this_table_should_not_exist_xyz" not in names
+
+    def test_validate_allowed_sql(self, online_filter: TableTagFilter):
+        fqn = f"{KNOWN_TAGGED_CATALOG}.{KNOWN_TAGGED_SCHEMA}.{KNOWN_TAGGED_TABLE}"
+        online_filter.validate_sql(f"SELECT * FROM {fqn}")
+
+    def test_validate_blocked_sql(self, online_filter: TableTagFilter):
+        with pytest.raises(PermissionError, match="Access denied"):
+            online_filter.validate_sql(
+                f"SELECT * FROM {KNOWN_TAGGED_CATALOG}.{KNOWN_TAGGED_SCHEMA}"
+                ".this_table_should_not_exist_xyz"
+            )
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 00000000..56b6ad06
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,563 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[[package]]
+name = "certifi"
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