From a954a7bff911f39706144196d32fdcd4666fc9e3 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 10:52:30 -0700
Subject: [PATCH 01/66] cherry-pick-me: update gitignore to not commit junit
 results

---
 .gitignore | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.gitignore b/.gitignore
index f3c3af230..3936ce877 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,7 @@
+# Build and test results
+build
+test-results
+
 # Node artifacts
 node_modules
 

From a610fa9fb62a32dc48906edc49ffb5a7eea46a08 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 10:56:16 -0700
Subject: [PATCH 02/66] add docker-based tests

---
 .../test/standard_tests/connector_base.py     | 74 +++++++++++++++++++
 .../test/standard_tests/models/scenario.py    | 22 +++++-
 2 files changed, 95 insertions(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/connector_base.py b/airbyte_cdk/test/standard_tests/connector_base.py
index 394028247..0eb2a1374 100644
--- a/airbyte_cdk/test/standard_tests/connector_base.py
+++ b/airbyte_cdk/test/standard_tests/connector_base.py
@@ -7,11 +7,13 @@
 import importlib
 import inspect
 import os
+import shutil
 import sys
 from collections.abc import Callable
 from pathlib import Path
 from typing import cast
 
+import pytest
 import yaml
 from boltons.typeutils import classproperty
 
@@ -19,6 +21,7 @@
     AirbyteMessage,
     Type,
 )
+from airbyte_cdk.models.connector_metadata import MetadataFile
 from airbyte_cdk.test import entrypoint_wrapper
 from airbyte_cdk.test.standard_tests._job_runner import IConnector, run_test_job
 from airbyte_cdk.test.standard_tests.models import (
@@ -28,6 +31,7 @@
     ACCEPTANCE_TEST_CONFIG,
     find_connector_root,
 )
+from airbyte_cdk.utils.docker import build_connector_image, run_docker_command
 
 
 class ConnectorTestSuiteBase(abc.ABC):
@@ -179,3 +183,73 @@ def get_scenarios(
                 test.configured_catalog_path = connector_root / test.configured_catalog_path
 
         return test_scenarios
+
+    @pytest.mark.skipif(
+        shutil.which("docker") is None,
+        reason="docker CLI not found in PATH, skipping docker image tests",
+    )
+    def test_docker_image_build_and_spec(
+        self,
+    ) -> None:
+        """Run `docker_image` acceptance tests."""
+        tag = "dev-latest"
+        connector_dir = self.get_connector_root_dir()
+        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
+        build_connector_image(
+            connector_name=connector_dir.name,
+            connector_directory=connector_dir,
+            metadata=metadata,
+            tag=tag,
+            no_verify=False,
+        )
+        run_docker_command(
+            [
+                "docker",
+                "run",
+                "--rm",
+                f"{metadata.data.dockerRepository}:{tag}",
+                "spec",
+            ],
+        )
+
+    @pytest.mark.skipif(
+        shutil.which("docker") is None,
+        reason="docker CLI not found in PATH, skipping docker image tests",
+    )
+    def test_docker_image_build_and_check(
+        self,
+        scenario: ConnectorTestScenario,
+    ) -> None:
+        """Run `docker_image` acceptance tests.
+
+        This test builds the connector image and runs the `check` command inside the container.
+
+        Note:
+          - It is expected for docker image caches to be reused between test runs.
+          - In the rare case that image caches need to be cleared, please clear
+            the local docker image cache using `docker image prune -a` command.
+        """
+        tag = "dev-latest"
+        connector_dir = self.get_connector_root_dir()
+        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
+        build_connector_image(
+            connector_name=connector_dir.name,
+            connector_directory=connector_dir,
+            metadata=metadata,
+            tag=tag,
+            no_verify=False,
+        )
+        container_config_path = "/secrets/config.json"
+        with scenario.with_temp_config_file() as temp_config_file:
+            run_docker_command(
+                [
+                    "docker",
+                    "run",
+                    "--rm",
+                    "-v",
+                    f"{temp_config_file}:{container_config_path}",
+                    f"{metadata.data.dockerRepository}:{tag}",
+                    "check",
+                    f"--config={container_config_path}",
+                ],
+            )
diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index 0ace85d33..aaefc17a4 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -9,12 +9,18 @@
 
 from __future__ import annotations
 
+import json
+import tempfile
+from contextlib import contextmanager, suppress
 from pathlib import Path
-from typing import Any, Literal, cast
+from typing import TYPE_CHECKING, Any, Literal, cast
 
 import yaml
 from pydantic import BaseModel
 
+if TYPE_CHECKING:
+    from collections.abc import Generator
+
 
 class ConnectorTestScenario(BaseModel):
     """Acceptance test scenario, as a Pydantic model.
@@ -83,3 +89,17 @@ def __str__(self) -> str:
             return f"'{self.config_path.name}' Test Scenario"
 
         return f"'{hash(self)}' Test Scenario"
+
+    @contextmanager
+    def with_temp_config_file(self) -> Generator[Path, None, None]:
+        """Yield a temporary JSON file path containing the config dict and delete it on exit."""
+        config = self.get_config_dict(empty_if_missing=True)
+        _, path_str = tempfile.mkstemp(prefix="config-", suffix=".json", text=True)
+        path = Path(path_str)
+        try:
+            path.write_text(json.dumps(config))
+            yield path
+        finally:
+            # attempt cleanup, ignore errors
+            with suppress(OSError):
+                path.unlink()

From c35e613b0a119d84aba6e254ea51d1799b892a78 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 10:57:54 -0700
Subject: [PATCH 03/66] improve readability of calls

---
 airbyte_cdk/test/standard_tests/connector_base.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/connector_base.py b/airbyte_cdk/test/standard_tests/connector_base.py
index 0eb2a1374..5a9809f16 100644
--- a/airbyte_cdk/test/standard_tests/connector_base.py
+++ b/airbyte_cdk/test/standard_tests/connector_base.py
@@ -202,7 +202,7 @@ def test_docker_image_build_and_spec(
             tag=tag,
             no_verify=False,
         )
-        run_docker_command(
+        _ = run_docker_command(
             [
                 "docker",
                 "run",
@@ -210,6 +210,8 @@ def test_docker_image_build_and_spec(
                 f"{metadata.data.dockerRepository}:{tag}",
                 "spec",
             ],
+            check=True,  # Raise an error if the command fails
+            capture_output=False,
         )
 
     @pytest.mark.skipif(
@@ -241,7 +243,7 @@ def test_docker_image_build_and_check(
         )
         container_config_path = "/secrets/config.json"
         with scenario.with_temp_config_file() as temp_config_file:
-            run_docker_command(
+            _ = run_docker_command(
                 [
                     "docker",
                     "run",
@@ -252,4 +254,6 @@ def test_docker_image_build_and_check(
                     "check",
                     f"--config={container_config_path}",
                 ],
+                check=True,  # Raise an error if the command fails
+                capture_output=False,
             )

From db4c18cfc77c6db2159eae70a24dfc66207ec6fe Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 12:44:51 -0700
Subject: [PATCH 04/66] add metadata.yaml for source-pokeapi example

---
 .../metadata.yaml                             | 48 +++++++++++++++++++
 1 file changed, 48 insertions(+)
 create mode 100644 unit_tests/resources/source_pokeapi_w_components_py/metadata.yaml

diff --git a/unit_tests/resources/source_pokeapi_w_components_py/metadata.yaml b/unit_tests/resources/source_pokeapi_w_components_py/metadata.yaml
new file mode 100644
index 000000000..b16ba5784
--- /dev/null
+++ b/unit_tests/resources/source_pokeapi_w_components_py/metadata.yaml
@@ -0,0 +1,48 @@
+# Copied from the source-pokeapi connector metadata file.
+data:
+  allowedHosts:
+    hosts:
+      - "*"
+  registryOverrides:
+    oss:
+      enabled: true
+    cloud:
+      enabled: true
+  remoteRegistries:
+    pypi:
+      enabled: false
+      packageName: airbyte-source-pokeapi
+  connectorBuildOptions:
+    # Please update to the latest version of the connector base image.
+    # https://hub.docker.com/r/airbyte/python-connector-base
+    # Please use the full address with sha256 hash to guarantee build reproducibility.
+    baseImage: docker.io/airbyte/source-declarative-manifest:6.51.0@sha256:890b109f243b8b9406f23ea7522de41025f7b3e87f6fc9710bc1e521213a276f
+  connectorSubtype: api
+  connectorType: source
+  definitionId: 6371b14b-bc68-4236-bfbd-468e8df8e968
+  dockerImageTag: 0.3.24
+  dockerRepository: airbyte/source-pokeapi
+  githubIssueLabel: source-pokeapi
+  icon: pokeapi.svg
+  license: MIT
+  name: PokeAPI
+  releaseDate: "2020-05-14"
+  releaseStage: alpha
+  supportLevel: community
+  documentationUrl: https://docs.airbyte.com/integrations/sources/pokeapi
+  tags:
+    - cdk:low-code
+    - language:manifest-only
+  connectorTestSuitesOptions:
+    - suite: liveTests
+      testConnections:
+        - name: pokeapi_config_dev_null
+          id: 5a290dcf-b2cf-4768-ac2d-a1aaca90c186
+    - suite: acceptanceTests
+      testSecrets:
+        - name: SECRET_SOURCE-POKEAPI__CREDS
+          fileName: config.json
+          secretStore:
+            type: GSM
+            alias: airbyte-connector-testing-secret-store
+metadataSpecVersion: "1.0"

From defe48c82cec32857ab013d298a8c752f56032ce Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 13:02:30 -0700
Subject: [PATCH 05/66] fix: create dir if not exists

---
 airbyte_cdk/utils/docker.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index db6355eac..4336376e8 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -164,12 +164,13 @@ def build_connector_image(
         ConnectorImageBuildError: If the image build or tag operation fails.
     """
     connector_kebab_name = connector_name
+    connector_dockerfile_dir = connector_directory / "build" / "docker"
 
     if dockerfile_override:
         dockerfile_path = dockerfile_override
     else:
-        dockerfile_path = connector_directory / "build" / "docker" / "Dockerfile"
-        dockerignore_path = connector_directory / "build" / "docker" / "Dockerfile.dockerignore"
+        dockerfile_path = connector_dockerfile_dir / "Dockerfile"
+        dockerignore_path = connector_dockerfile_dir / "Dockerfile.dockerignore"
         try:
             dockerfile_text, dockerignore_text = get_dockerfile_templates(
                 metadata=metadata,
@@ -192,6 +193,8 @@ def build_connector_image(
                     ),
                 ) from e
 
+        # ensure the directory exists
+        connector_dockerfile_dir.mkdir(parents=True, exist_ok=True)
         dockerfile_path.write_text(dockerfile_text)
         dockerignore_path.write_text(dockerignore_text)
 

From f30386beb203151169957783fd5fea9c327bf64a Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 13:06:58 -0700
Subject: [PATCH 06/66] fix forced exit on success in util method

---
 airbyte_cdk/utils/docker.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index 4336376e8..47e996736 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -258,13 +258,12 @@ def build_connector_image(
     if not no_verify:
         if verify_connector_image(base_tag):
             click.echo(f"Build completed successfully: {base_tag}")
-            sys.exit(0)
-        else:
-            click.echo(f"Built image failed verification: {base_tag}", err=True)
-            sys.exit(1)
+            return
+
+        click.echo(f"Built image failed verification: {base_tag}", err=True)
+        sys.exit(1)
     else:
         click.echo(f"Build completed successfully (without verification): {base_tag}")
-        sys.exit(0)
 
 
 def _download_dockerfile_defs(

From 69d41bfa2552b00c4406e482502239d662679b37 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 18:11:11 -0700
Subject: [PATCH 07/66] port fix from other PR

---
 airbyte_cdk/test/standard_tests/util.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/util.py b/airbyte_cdk/test/standard_tests/util.py
index 58ae19d85..f391d99ca 100644
--- a/airbyte_cdk/test/standard_tests/util.py
+++ b/airbyte_cdk/test/standard_tests/util.py
@@ -67,7 +67,7 @@ def create_connector_test_suite(
         )
 
     subclass_overrides: dict[str, Any] = {
-        "get_connector_root_dir": lambda: connector_directory,
+        "get_connector_root_dir": classmethod(lambda cls: connector_directory),
     }
 
     TestSuiteAuto = type(

From 1241e400c8e040b5704875cb08e5820ddb6d3e1c Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 6 Jun 2025 23:02:55 -0700
Subject: [PATCH 08/66] working image tests

---
 airbyte_cdk/cli/airbyte_cdk/_connector.py     | 40 ++++++++--
 airbyte_cdk/cli/airbyte_cdk/_image.py         | 76 +++++++++++++++++++
 .../test/standard_tests/connector_base.py     | 49 +++++++-----
 .../test/standard_tests/pytest_hooks.py       | 19 ++++-
 airbyte_cdk/utils/docker.py                   | 12 +--
 5 files changed, 164 insertions(+), 32 deletions(-)

diff --git a/airbyte_cdk/cli/airbyte_cdk/_connector.py b/airbyte_cdk/cli/airbyte_cdk/_connector.py
index cebf36251..0d3240ab4 100644
--- a/airbyte_cdk/cli/airbyte_cdk/_connector.py
+++ b/airbyte_cdk/cli/airbyte_cdk/_connector.py
@@ -101,7 +101,7 @@ def connector_cli_group() -> None:
     pass
 
 
-@connector_cli_group.command()
+@connector_cli_group.command("test")
 @click.argument(
     "connector",
     required=False,
@@ -114,10 +114,18 @@ def connector_cli_group() -> None:
     default=False,
     help="Only collect tests, do not run them.",
 )
-def test(
+@click.option(
+    "--pytest-arg",
+    "pytest_args",  # ← map --pytest-arg into pytest_args
+    type=str,
+    multiple=True,
+    help="Additional argument(s) to pass to pytest. Can be specified multiple times.",
+)
+def connector_test(
     connector: str | Path | None = None,
     *,
     collect_only: bool = False,
+    pytest_args: list[str] | None = None,
 ) -> None:
     """Run connector tests.
 
@@ -130,19 +138,36 @@ def test(
     directory. If the current working directory is not a connector directory (e.g. starting
     with 'source-') and no connector name or path is provided, the process will fail.
     """
+    click.echo("Connector test command executed.")
+    connector_name, connector_directory = resolve_connector_name_and_directory(connector)
+
+    pytest_args = pytest_args or []
+    if collect_only:
+        pytest_args.append("--collect-only")
+
+    run_connector_tests(
+        connector_name=connector_name,
+        connector_directory=connector_directory,
+        extra_pytest_args=pytest_args,
+    )
+
+
+def run_connector_tests(
+    connector_name: str,
+    connector_directory: Path,
+    extra_pytest_args: list[str],
+) -> None:
     if pytest is None:
         raise ImportError(
             "pytest is not installed. Please install pytest to run the connector tests."
         )
-    click.echo("Connector test command executed.")
-    connector_name, connector_directory = resolve_connector_name_and_directory(connector)
 
     connector_test_suite = create_connector_test_suite(
         connector_name=connector_name if not connector_directory else None,
         connector_directory=connector_directory,
     )
 
-    pytest_args: list[str] = []
+    pytest_args: list[str] = ["-p", "airbyte_cdk.test.standard_tests.pytest_hooks"]
     if connector_directory:
         pytest_args.append(f"--rootdir={connector_directory}")
         os.chdir(str(connector_directory))
@@ -158,8 +183,8 @@ def test(
     test_file_path.parent.mkdir(parents=True, exist_ok=True)
     test_file_path.write_text(file_text)
 
-    if collect_only:
-        pytest_args.append("--collect-only")
+    if extra_pytest_args:
+        pytest_args.extend(extra_pytest_args)
 
     pytest_args.append(str(test_file_path))
 
@@ -170,7 +195,6 @@ def test(
 
     click.echo(f"Running tests from connector directory: {connector_directory}...")
     click.echo(f"Test file: {test_file_path}")
-    click.echo(f"Collect only: {collect_only}")
     click.echo(f"Pytest args: {pytest_args}")
     click.echo("Invoking Pytest...")
     exit_code = pytest.main(
diff --git a/airbyte_cdk/cli/airbyte_cdk/_image.py b/airbyte_cdk/cli/airbyte_cdk/_image.py
index cd0ca5cc9..4261402a5 100644
--- a/airbyte_cdk/cli/airbyte_cdk/_image.py
+++ b/airbyte_cdk/cli/airbyte_cdk/_image.py
@@ -10,6 +10,7 @@
 
 import rich_click as click
 
+from airbyte_cdk.cli.airbyte_cdk._connector import run_connector_tests
 from airbyte_cdk.models.connector_metadata import MetadataFile
 from airbyte_cdk.utils.connector_paths import resolve_connector_name_and_directory
 from airbyte_cdk.utils.docker import (
@@ -88,6 +89,81 @@ def build(
         sys.exit(1)
 
 
+@image_cli_group.command("test")
+@click.argument(
+    "connector",
+    required=False,
+    type=str,
+    metavar="[CONNECTOR]",
+)
+@click.option(
+    "--image",
+    help="Image to test, instead of building a new one.",
+)
+def image_test(  # "image test" command
+    connector: str | None = None,
+    *,
+    image: str | None = None,
+) -> None:
+    """Test a connector Docker image.
+
+    [CONNECTOR] can be a connector name (e.g. 'source-pokeapi'), a path to a connector directory, or omitted to use the current working directory.
+    If a string containing '/' is provided, it is treated as a path. Otherwise, it is treated as a connector name.
+
+    If an image is provided, it will be used for testing instead of building a new one.
+
+    Note: You should run `airbyte-cdk secrets fetch` before running this command to ensure
+    that the secrets are available for the connector tests.
+    """
+    if not verify_docker_installation():
+        click.echo(
+            "Docker is not installed or not running. Please install Docker and try again.", err=True
+        )
+        sys.exit(1)
+
+    connector_name, connector_directory = resolve_connector_name_and_directory(connector)
+
+    # Select only tests with the 'image_tests' mark
+    pytest_args = ["-m", "image_tests"]
+    if not image:
+        metadata_file_path: Path = connector_directory / "metadata.yaml"
+        try:
+            metadata = MetadataFile.from_file(metadata_file_path)
+        except (FileNotFoundError, ValueError) as e:
+            click.echo(
+                f"Error loading metadata file '{metadata_file_path}': {e!s}",
+                err=True,
+            )
+            sys.exit(1)
+
+        tag = "dev-latest"
+        image = f"{metadata.data.dockerRepository}:{tag}"
+        click.echo(f"Building Image for Connector: {image}")
+        try:
+            image = build_connector_image(
+                connector_directory=connector_directory,
+                connector_name=connector_name,
+                metadata=metadata,
+                tag=tag,
+                no_verify=True,
+            )
+        except ConnectorImageBuildError as e:
+            click.echo(
+                f"Error building connector image: {e!s}",
+                err=True,
+            )
+            sys.exit(1)
+
+    pytest_args.extend(["--connector-image", image])
+
+    click.echo(f"Testing Connector Image: {image}")
+    run_connector_tests(
+        connector_name=connector_name,
+        connector_directory=connector_directory,
+        extra_pytest_args=pytest_args,
+    )
+
+
 __all__ = [
     "image_cli_group",
 ]
diff --git a/airbyte_cdk/test/standard_tests/connector_base.py b/airbyte_cdk/test/standard_tests/connector_base.py
index 5a9809f16..d2f5241a6 100644
--- a/airbyte_cdk/test/standard_tests/connector_base.py
+++ b/airbyte_cdk/test/standard_tests/connector_base.py
@@ -188,26 +188,32 @@ def get_scenarios(
         shutil.which("docker") is None,
         reason="docker CLI not found in PATH, skipping docker image tests",
     )
+    @pytest.mark.image_tests
     def test_docker_image_build_and_spec(
         self,
+        connector_image_override: str | None,
     ) -> None:
         """Run `docker_image` acceptance tests."""
-        tag = "dev-latest"
         connector_dir = self.get_connector_root_dir()
         metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
-        build_connector_image(
-            connector_name=connector_dir.name,
-            connector_directory=connector_dir,
-            metadata=metadata,
-            tag=tag,
-            no_verify=False,
-        )
+
+        connector_image: str | None = connector_image_override
+        if not connector_image:
+            tag = "dev-latest"
+            connector_image = build_connector_image(
+                connector_name=connector_dir.name,
+                connector_directory=connector_dir,
+                metadata=metadata,
+                tag=tag,
+                no_verify=False,
+            )
+
         _ = run_docker_command(
             [
                 "docker",
                 "run",
                 "--rm",
-                f"{metadata.data.dockerRepository}:{tag}",
+                connector_image,
                 "spec",
             ],
             check=True,  # Raise an error if the command fails
@@ -218,9 +224,11 @@ def test_docker_image_build_and_spec(
         shutil.which("docker") is None,
         reason="docker CLI not found in PATH, skipping docker image tests",
     )
+    @pytest.mark.image_tests
     def test_docker_image_build_and_check(
         self,
         scenario: ConnectorTestScenario,
+        connector_image_override: str | None,
     ) -> None:
         """Run `docker_image` acceptance tests.
 
@@ -231,16 +239,23 @@ def test_docker_image_build_and_check(
           - In the rare case that image caches need to be cleared, please clear
             the local docker image cache using `docker image prune -a` command.
         """
+        if scenario.expect_exception:
+            pytest.skip("Skipping test_docker_image_build_and_check (expected to fail).")
+
         tag = "dev-latest"
         connector_dir = self.get_connector_root_dir()
         metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
-        build_connector_image(
-            connector_name=connector_dir.name,
-            connector_directory=connector_dir,
-            metadata=metadata,
-            tag=tag,
-            no_verify=False,
-        )
+        connector_image: str | None = connector_image_override
+        if not connector_image:
+            tag = "dev-latest"
+            connector_image = build_connector_image(
+                connector_name=connector_dir.name,
+                connector_directory=connector_dir,
+                metadata=metadata,
+                tag=tag,
+                no_verify=False,
+            )
+
         container_config_path = "/secrets/config.json"
         with scenario.with_temp_config_file() as temp_config_file:
             _ = run_docker_command(
@@ -250,7 +265,7 @@ def test_docker_image_build_and_check(
                     "--rm",
                     "-v",
                     f"{temp_config_file}:{container_config_path}",
-                    f"{metadata.data.dockerRepository}:{tag}",
+                    connector_image,
                     "check",
                     f"--config={container_config_path}",
                 ],
diff --git a/airbyte_cdk/test/standard_tests/pytest_hooks.py b/airbyte_cdk/test/standard_tests/pytest_hooks.py
index b6197a0c3..f408606da 100644
--- a/airbyte_cdk/test/standard_tests/pytest_hooks.py
+++ b/airbyte_cdk/test/standard_tests/pytest_hooks.py
@@ -16,9 +16,24 @@
 import pytest
 
 
+def pytest_addoption(parser: pytest.Parser) -> None:
+    """Add --connector-image to pytest's CLI."""
+    parser.addoption(
+        "--connector-image",
+        action="store",
+        default=None,
+        help="Use this pre-built connector Docker image instead of building one.",
+    )
+
+
+@pytest.fixture
+def connector_image_override(request: pytest.FixtureRequest) -> str | None:
+    """Return the value of --connector-image, or None if not set."""
+    return request.config.getoption("--connector-image")
+
+
 def pytest_generate_tests(metafunc: pytest.Metafunc) -> None:
-    """
-    A helper for pytest_generate_tests hook.
+    """A helper for pytest_generate_tests hook.
 
     If a test method (in a class subclassed from our base class)
     declares an argument 'scenario', this function retrieves the
diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index 47e996736..82b0cdcdf 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -137,12 +137,13 @@ def _tag_image(
 def build_connector_image(
     connector_name: str,
     connector_directory: Path,
+    *,
     metadata: MetadataFile,
     tag: str,
     primary_arch: ArchEnum = ArchEnum.ARM64,  # Assume MacBook M series by default
     no_verify: bool = False,
     dockerfile_override: Path | None = None,
-) -> None:
+) -> str:
     """Build a connector Docker image.
 
     This command builds a Docker image for a connector, using either
@@ -257,13 +258,14 @@ def build_connector_image(
     )
     if not no_verify:
         if verify_connector_image(base_tag):
-            click.echo(f"Build completed successfully: {base_tag}")
-            return
+            click.echo(f"Build and verification completed successfully: {base_tag}")
+            return base_tag
 
         click.echo(f"Built image failed verification: {base_tag}", err=True)
         sys.exit(1)
-    else:
-        click.echo(f"Build completed successfully (without verification): {base_tag}")
+
+    click.echo(f"Build completed successfully: {base_tag}")
+    return base_tag
 
 
 def _download_dockerfile_defs(

From cd0ea9e462d3ab72d981f6a164711ce8c64f0f64 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 00:12:07 -0700
Subject: [PATCH 09/66] add chmod statement

---
 airbyte_cdk/test/standard_tests/models/scenario.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index aaefc17a4..74fb36bfc 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -98,6 +98,8 @@ def with_temp_config_file(self) -> Generator[Path, None, None]:
         path = Path(path_str)
         try:
             path.write_text(json.dumps(config))
+            # Allow the file to be read by other processes
+            path.chmod(path.stat().st_mode | 0o444)
             yield path
         finally:
             # attempt cleanup, ignore errors

From 2e6abc1428d8447389f6da6627657ea0046823c4 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 00:29:24 -0700
Subject: [PATCH 10/66] refactor into docker base test suite for java
 connectors

---
 .../test/standard_tests/connector_base.py     | 184 ++----------------
 .../test/standard_tests/docker_base.py        | 177 +++++++++++++++++
 airbyte_cdk/test/standard_tests/util.py       |   7 +-
 3 files changed, 193 insertions(+), 175 deletions(-)
 create mode 100644 airbyte_cdk/test/standard_tests/docker_base.py

diff --git a/airbyte_cdk/test/standard_tests/connector_base.py b/airbyte_cdk/test/standard_tests/connector_base.py
index d2f5241a6..dc822fb91 100644
--- a/airbyte_cdk/test/standard_tests/connector_base.py
+++ b/airbyte_cdk/test/standard_tests/connector_base.py
@@ -3,39 +3,31 @@
 
 from __future__ import annotations
 
-import abc
 import importlib
-import inspect
 import os
-import shutil
-import sys
-from collections.abc import Callable
 from pathlib import Path
-from typing import cast
+from typing import TYPE_CHECKING, cast
 
-import pytest
-import yaml
 from boltons.typeutils import classproperty
 
 from airbyte_cdk.models import (
     AirbyteMessage,
     Type,
 )
-from airbyte_cdk.models.connector_metadata import MetadataFile
-from airbyte_cdk.test import entrypoint_wrapper
 from airbyte_cdk.test.standard_tests._job_runner import IConnector, run_test_job
-from airbyte_cdk.test.standard_tests.models import (
-    ConnectorTestScenario,
-)
-from airbyte_cdk.utils.connector_paths import (
-    ACCEPTANCE_TEST_CONFIG,
-    find_connector_root,
-)
-from airbyte_cdk.utils.docker import build_connector_image, run_docker_command
+from airbyte_cdk.test.standard_tests.docker_base import DockerConnectorTestSuite
+
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+    from airbyte_cdk.test import entrypoint_wrapper
+    from airbyte_cdk.test.standard_tests.models import (
+        ConnectorTestScenario,
+    )
 
 
-class ConnectorTestSuiteBase(abc.ABC):
-    """Base class for connector test suites."""
+class ConnectorTestSuiteBase(DockerConnectorTestSuite):
+    """Base class for Python connector test suites."""
 
     connector: type[IConnector] | Callable[[], IConnector] | None  # type: ignore [reportRedeclaration]
     """The connector class or a factory function that returns an scenario of IConnector."""
@@ -83,13 +75,6 @@ def connector(cls) -> type[IConnector] | Callable[[], IConnector] | None:
                 ) from e
             return cast(type[IConnector], getattr(module, matching_class_name))
 
-    @classmethod
-    def get_test_class_dir(cls) -> Path:
-        """Get the file path that contains the class."""
-        module = sys.modules[cls.__module__]
-        # Get the directory containing the test file
-        return Path(inspect.getfile(module)).parent
-
     @classmethod
     def create_connector(
         cls,
@@ -127,148 +112,3 @@ def test_check(
         assert len(conn_status_messages) == 1, (
             f"Expected exactly one CONNECTION_STATUS message. Got: {result._messages}"
         )
-
-    @classmethod
-    def get_connector_root_dir(cls) -> Path:
-        """Get the root directory of the connector."""
-        return find_connector_root([cls.get_test_class_dir(), Path.cwd()])
-
-    @classproperty
-    def acceptance_test_config_path(cls) -> Path:
-        """Get the path to the acceptance test config file."""
-        result = cls.get_connector_root_dir() / ACCEPTANCE_TEST_CONFIG
-        if result.exists():
-            return result
-
-        raise FileNotFoundError(f"Acceptance test config file not found at: {str(result)}")
-
-    @classmethod
-    def get_scenarios(
-        cls,
-    ) -> list[ConnectorTestScenario]:
-        """Get acceptance tests for a given category.
-
-        This has to be a separate function because pytest does not allow
-        parametrization of fixtures with arguments from the test class itself.
-        """
-        categories = ["connection", "spec"]
-        all_tests_config = yaml.safe_load(cls.acceptance_test_config_path.read_text())
-        if "acceptance_tests" not in all_tests_config:
-            raise ValueError(
-                f"Acceptance tests config not found in {cls.acceptance_test_config_path}."
-                f" Found only: {str(all_tests_config)}."
-            )
-
-        test_scenarios: list[ConnectorTestScenario] = []
-        for category in categories:
-            if (
-                category not in all_tests_config["acceptance_tests"]
-                or "tests" not in all_tests_config["acceptance_tests"][category]
-            ):
-                continue
-
-            test_scenarios.extend(
-                [
-                    ConnectorTestScenario.model_validate(test)
-                    for test in all_tests_config["acceptance_tests"][category]["tests"]
-                    if "config_path" in test and "iam_role" not in test["config_path"]
-                ]
-            )
-
-        connector_root = cls.get_connector_root_dir().absolute()
-        for test in test_scenarios:
-            if test.config_path:
-                test.config_path = connector_root / test.config_path
-            if test.configured_catalog_path:
-                test.configured_catalog_path = connector_root / test.configured_catalog_path
-
-        return test_scenarios
-
-    @pytest.mark.skipif(
-        shutil.which("docker") is None,
-        reason="docker CLI not found in PATH, skipping docker image tests",
-    )
-    @pytest.mark.image_tests
-    def test_docker_image_build_and_spec(
-        self,
-        connector_image_override: str | None,
-    ) -> None:
-        """Run `docker_image` acceptance tests."""
-        connector_dir = self.get_connector_root_dir()
-        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
-
-        connector_image: str | None = connector_image_override
-        if not connector_image:
-            tag = "dev-latest"
-            connector_image = build_connector_image(
-                connector_name=connector_dir.name,
-                connector_directory=connector_dir,
-                metadata=metadata,
-                tag=tag,
-                no_verify=False,
-            )
-
-        _ = run_docker_command(
-            [
-                "docker",
-                "run",
-                "--rm",
-                connector_image,
-                "spec",
-            ],
-            check=True,  # Raise an error if the command fails
-            capture_output=False,
-        )
-
-    @pytest.mark.skipif(
-        shutil.which("docker") is None,
-        reason="docker CLI not found in PATH, skipping docker image tests",
-    )
-    @pytest.mark.image_tests
-    def test_docker_image_build_and_check(
-        self,
-        scenario: ConnectorTestScenario,
-        connector_image_override: str | None,
-    ) -> None:
-        """Run `docker_image` acceptance tests.
-
-        This test builds the connector image and runs the `check` command inside the container.
-
-        Note:
-          - It is expected for docker image caches to be reused between test runs.
-          - In the rare case that image caches need to be cleared, please clear
-            the local docker image cache using `docker image prune -a` command.
-        """
-        if scenario.expect_exception:
-            pytest.skip("Skipping test_docker_image_build_and_check (expected to fail).")
-
-        tag = "dev-latest"
-        connector_dir = self.get_connector_root_dir()
-        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
-        connector_image: str | None = connector_image_override
-        if not connector_image:
-            tag = "dev-latest"
-            connector_image = build_connector_image(
-                connector_name=connector_dir.name,
-                connector_directory=connector_dir,
-                metadata=metadata,
-                tag=tag,
-                no_verify=False,
-            )
-
-        container_config_path = "/secrets/config.json"
-        with scenario.with_temp_config_file() as temp_config_file:
-            _ = run_docker_command(
-                [
-                    "docker",
-                    "run",
-                    "--rm",
-                    "-v",
-                    f"{temp_config_file}:{container_config_path}",
-                    connector_image,
-                    "check",
-                    f"--config={container_config_path}",
-                ],
-                check=True,  # Raise an error if the command fails
-                capture_output=False,
-            )
diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
new file mode 100644
index 000000000..90248ef14
--- /dev/null
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -0,0 +1,177 @@
+# Copyright (c) 2024 Airbyte, Inc., all rights reserved.
+"""Base class for connector test suites."""
+
+from __future__ import annotations
+
+import inspect
+import shutil
+import sys
+from pathlib import Path
+
+import pytest
+import yaml
+from boltons.typeutils import classproperty
+
+from airbyte_cdk.models.connector_metadata import MetadataFile
+from airbyte_cdk.test.standard_tests.models import (
+    ConnectorTestScenario,
+)
+from airbyte_cdk.utils.connector_paths import (
+    ACCEPTANCE_TEST_CONFIG,
+    find_connector_root,
+)
+from airbyte_cdk.utils.docker import build_connector_image, run_docker_command
+
+
+class DockerConnectorTestSuite:
+    """Base class for connector test suites."""
+
+    @classmethod
+    def get_test_class_dir(cls) -> Path:
+        """Get the file path that contains the class."""
+        module = sys.modules[cls.__module__]
+        # Get the directory containing the test file
+        return Path(inspect.getfile(module)).parent
+
+    @classmethod
+    def get_connector_root_dir(cls) -> Path:
+        """Get the root directory of the connector."""
+        return find_connector_root([cls.get_test_class_dir(), Path.cwd()])
+
+    @classproperty
+    def acceptance_test_config_path(cls) -> Path:
+        """Get the path to the acceptance test config file."""
+        result = cls.get_connector_root_dir() / ACCEPTANCE_TEST_CONFIG
+        if result.exists():
+            return result
+
+        raise FileNotFoundError(f"Acceptance test config file not found at: {str(result)}")
+
+    @classmethod
+    def get_scenarios(
+        cls,
+    ) -> list[ConnectorTestScenario]:
+        """Get acceptance tests for a given category.
+
+        This has to be a separate function because pytest does not allow
+        parametrization of fixtures with arguments from the test class itself.
+        """
+        categories = ["connection", "spec"]
+        all_tests_config = yaml.safe_load(cls.acceptance_test_config_path.read_text())
+        if "acceptance_tests" not in all_tests_config:
+            raise ValueError(
+                f"Acceptance tests config not found in {cls.acceptance_test_config_path}."
+                f" Found only: {str(all_tests_config)}."
+            )
+
+        test_scenarios: list[ConnectorTestScenario] = []
+        for category in categories:
+            if (
+                category not in all_tests_config["acceptance_tests"]
+                or "tests" not in all_tests_config["acceptance_tests"][category]
+            ):
+                continue
+
+            test_scenarios.extend([
+                ConnectorTestScenario.model_validate(test)
+                for test in all_tests_config["acceptance_tests"][category]["tests"]
+                if "config_path" in test and "iam_role" not in test["config_path"]
+            ])
+
+        connector_root = cls.get_connector_root_dir().absolute()
+        for test in test_scenarios:
+            if test.config_path:
+                test.config_path = connector_root / test.config_path
+            if test.configured_catalog_path:
+                test.configured_catalog_path = connector_root / test.configured_catalog_path
+
+        return test_scenarios
+
+    @pytest.mark.skipif(
+        shutil.which("docker") is None,
+        reason="docker CLI not found in PATH, skipping docker image tests",
+    )
+    @pytest.mark.image_tests
+    def test_docker_image_build_and_spec(
+        self,
+        connector_image_override: str | None,
+    ) -> None:
+        """Run `docker_image` acceptance tests."""
+        connector_dir = self.get_connector_root_dir()
+        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
+
+        connector_image: str | None = connector_image_override
+        if not connector_image:
+            tag = "dev-latest"
+            connector_image = build_connector_image(
+                connector_name=connector_dir.name,
+                connector_directory=connector_dir,
+                metadata=metadata,
+                tag=tag,
+                no_verify=False,
+            )
+
+        _ = run_docker_command(
+            [
+                "docker",
+                "run",
+                "--rm",
+                connector_image,
+                "spec",
+            ],
+            check=True,  # Raise an error if the command fails
+            capture_output=False,
+        )
+
+    @pytest.mark.skipif(
+        shutil.which("docker") is None,
+        reason="docker CLI not found in PATH, skipping docker image tests",
+    )
+    @pytest.mark.image_tests
+    def test_docker_image_build_and_check(
+        self,
+        scenario: ConnectorTestScenario,
+        connector_image_override: str | None,
+    ) -> None:
+        """Run `docker_image` acceptance tests.
+
+        This test builds the connector image and runs the `check` command inside the container.
+
+        Note:
+          - It is expected for docker image caches to be reused between test runs.
+          - In the rare case that image caches need to be cleared, please clear
+            the local docker image cache using `docker image prune -a` command.
+        """
+        if scenario.expect_exception:
+            pytest.skip("Skipping test_docker_image_build_and_check (expected to fail).")
+
+        tag = "dev-latest"
+        connector_dir = self.get_connector_root_dir()
+        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
+        connector_image: str | None = connector_image_override
+        if not connector_image:
+            tag = "dev-latest"
+            connector_image = build_connector_image(
+                connector_name=connector_dir.name,
+                connector_directory=connector_dir,
+                metadata=metadata,
+                tag=tag,
+                no_verify=False,
+            )
+
+        container_config_path = "/secrets/config.json"
+        with scenario.with_temp_config_file() as temp_config_file:
+            _ = run_docker_command(
+                [
+                    "docker",
+                    "run",
+                    "--rm",
+                    "-v",
+                    f"{temp_config_file}:{container_config_path}",
+                    connector_image,
+                    "check",
+                    f"--config={container_config_path}",
+                ],
+                check=True,  # Raise an error if the command fails
+                capture_output=False,
+            )
diff --git a/airbyte_cdk/test/standard_tests/util.py b/airbyte_cdk/test/standard_tests/util.py
index f391d99ca..cb65c5260 100644
--- a/airbyte_cdk/test/standard_tests/util.py
+++ b/airbyte_cdk/test/standard_tests/util.py
@@ -10,7 +10,7 @@
 from airbyte_cdk.test.standard_tests.declarative_sources import (
     DeclarativeSourceTestSuite,
 )
-from airbyte_cdk.test.standard_tests.destination_base import DestinationTestSuiteBase
+from airbyte_cdk.test.standard_tests.docker_base import DockerConnectorTestSuite
 from airbyte_cdk.test.standard_tests.source_base import SourceTestSuiteBase
 from airbyte_cdk.utils.connector_paths import (
     METADATA_YAML,
@@ -18,11 +18,12 @@
 )
 
 TEST_CLASS_MAPPING: dict[
-    Literal["python", "manifest-only", "declarative"], type[ConnectorTestSuiteBase]
+    Literal["python", "manifest-only", "java"],
+    type[DockerConnectorTestSuite],
 ] = {
     "python": SourceTestSuiteBase,
     "manifest-only": DeclarativeSourceTestSuite,
-    # "declarative": DeclarativeSourceTestSuite,
+    "java": DockerConnectorTestSuite,
 }
 
 

From ea22210cd5d1aaaaadd268699c996ffec0f554cb Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 00:33:58 -0700
Subject: [PATCH 11/66] fix import

---
 airbyte_cdk/test/standard_tests/__init__.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/__init__.py b/airbyte_cdk/test/standard_tests/__init__.py
index c6aeaaf1c..b77c9cc13 100644
--- a/airbyte_cdk/test/standard_tests/__init__.py
+++ b/airbyte_cdk/test/standard_tests/__init__.py
@@ -27,14 +27,12 @@ class TestSuiteSourcePokeAPI(standard_tests.DeclarativeSourceTestSuite):
 
 '''
 
-from airbyte_cdk.test.standard_tests.connector_base import (
-    ConnectorTestScenario,
-    ConnectorTestSuiteBase,
-)
+from airbyte_cdk.test.standard_tests.connector_base import ConnectorTestSuiteBase
 from airbyte_cdk.test.standard_tests.declarative_sources import (
     DeclarativeSourceTestSuite,
 )
 from airbyte_cdk.test.standard_tests.destination_base import DestinationTestSuiteBase
+from airbyte_cdk.test.standard_tests.models.scenario import ConnectorTestScenario
 from airbyte_cdk.test.standard_tests.source_base import SourceTestSuiteBase
 
 __all__ = [

From 7e06bdd04df4e374d1f61e3b4a38dcbe87bacafc Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 00:34:20 -0700
Subject: [PATCH 12/66] move import to type checking

---
 airbyte_cdk/test/standard_tests/source_base.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/source_base.py b/airbyte_cdk/test/standard_tests/source_base.py
index a256fa04c..efb5ca126 100644
--- a/airbyte_cdk/test/standard_tests/source_base.py
+++ b/airbyte_cdk/test/standard_tests/source_base.py
@@ -2,6 +2,7 @@
 """Base class for source test suites."""
 
 from dataclasses import asdict
+from typing import TYPE_CHECKING
 
 from airbyte_cdk.models import (
     AirbyteMessage,
@@ -12,7 +13,6 @@
     SyncMode,
     Type,
 )
-from airbyte_cdk.test import entrypoint_wrapper
 from airbyte_cdk.test.standard_tests._job_runner import run_test_job
 from airbyte_cdk.test.standard_tests.connector_base import (
     ConnectorTestSuiteBase,
@@ -21,6 +21,9 @@
     ConnectorTestScenario,
 )
 
+if TYPE_CHECKING:
+    from airbyte_cdk.test import entrypoint_wrapper
+
 
 class SourceTestSuiteBase(ConnectorTestSuiteBase):
     """Base class for source test suites.

From af99d50d7be4cbc1677b6b3468edd32e3ad43005 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 00:44:17 -0700
Subject: [PATCH 13/66] allow 'exception' status type

---
 airbyte_cdk/test/standard_tests/models/scenario.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index 74fb36bfc..48129bbfd 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -47,7 +47,7 @@ class AcceptanceTestFileTypes(BaseModel):
     timeout_seconds: int | None = None
     expect_records: AcceptanceTestExpectRecords | None = None
     file_types: AcceptanceTestFileTypes | None = None
-    status: Literal["succeed", "failed"] | None = None
+    status: Literal["succeed", "failed", "exception"] | None = None
 
     def get_config_dict(
         self,
@@ -76,7 +76,7 @@ def get_config_dict(
 
     @property
     def expect_exception(self) -> bool:
-        return self.status and self.status == "failed" or False
+        return (self.status and self.status in {"failed", "exception"}) or False
 
     @property
     def instance_name(self) -> str:

From 35546a8ff07c90e10560392d949bbaae2b34a5fe Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 00:46:03 -0700
Subject: [PATCH 14/66] java images don't like --config=...

---
 airbyte_cdk/test/standard_tests/docker_base.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index 90248ef14..ea839be61 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -170,7 +170,8 @@ def test_docker_image_build_and_check(
                     f"{temp_config_file}:{container_config_path}",
                     connector_image,
                     "check",
-                    f"--config={container_config_path}",
+                    "--config",
+                    container_config_path,
                 ],
                 check=True,  # Raise an error if the command fails
                 capture_output=False,

From dc788fac8c340a06dc27a58329afad368d10f626 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Sat, 7 Jun 2025 01:09:27 -0700
Subject: [PATCH 15/66] tolerate java destinations with no acceptance test
 config

---
 .../test/standard_tests/docker_base.py        | 19 ++++++++++++++++---
 1 file changed, 16 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index ea839be61..4ef58009b 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -6,6 +6,7 @@
 import inspect
 import shutil
 import sys
+import warnings
 from pathlib import Path
 
 import pytest
@@ -57,11 +58,23 @@ def get_scenarios(
         parametrization of fixtures with arguments from the test class itself.
         """
         categories = ["connection", "spec"]
-        all_tests_config = yaml.safe_load(cls.acceptance_test_config_path.read_text())
+        try:
+            acceptance_test_config_path = cls.acceptance_test_config_path
+        except FileNotFoundError as e:
+            # Destinations sometimes do not have an acceptance tests file.
+            warnings.warn(
+                f"Acceptance test config file not found: {e!s}. "
+                "No scenarios will be loaded.",
+                category=UserWarning,
+                stacklevel=0,
+            )
+            return []
+
+        all_tests_config = yaml.safe_load(acceptance_test_config_path.read_text())
         if "acceptance_tests" not in all_tests_config:
             raise ValueError(
-                f"Acceptance tests config not found in {cls.acceptance_test_config_path}."
-                f" Found only: {str(all_tests_config)}."
+                f"Acceptance tests config not found in {acceptance_test_config_path}. "
+                f"Found only: {all_tests_config!s}."
             )
 
         test_scenarios: list[ConnectorTestScenario] = []

From b5c01743dffd4a762b38182f8c8418eec77bab22 Mon Sep 17 00:00:00 2001
From: "Aaron (\"AJ\") Steers" <aj@airbyte.io>
Date: Wed, 11 Jun 2025 13:50:01 -0700
Subject: [PATCH 16/66] Update
 airbyte_cdk/test/standard_tests/models/scenario.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
---
 .../test/standard_tests/models/scenario.py    | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index 48129bbfd..e19adfd5d 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -94,14 +94,13 @@ def __str__(self) -> str:
     def with_temp_config_file(self) -> Generator[Path, None, None]:
         """Yield a temporary JSON file path containing the config dict and delete it on exit."""
         config = self.get_config_dict(empty_if_missing=True)
-        _, path_str = tempfile.mkstemp(prefix="config-", suffix=".json", text=True)
-        path = Path(path_str)
-        try:
-            path.write_text(json.dumps(config))
+        with tempfile.NamedTemporaryFile(prefix="config-", suffix=".json", mode="w", delete=False) as temp_file:
+            temp_file.write(json.dumps(config))
+            temp_file.flush()
             # Allow the file to be read by other processes
-            path.chmod(path.stat().st_mode | 0o444)
-            yield path
-        finally:
-            # attempt cleanup, ignore errors
-            with suppress(OSError):
-                path.unlink()
+            temp_path = Path(temp_file.name)
+            temp_path.chmod(temp_path.stat().st_mode | 0o444)
+            yield temp_path
+        # attempt cleanup, ignore errors
+        with suppress(OSError):
+            temp_path.unlink()

From 37fcbd879141f9e9cbaeaa45b74de2cbe6a57996 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 13:57:43 -0700
Subject: [PATCH 17/66] add comment

---
 airbyte_cdk/test/standard_tests/models/scenario.py | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index e19adfd5d..ac5a8821f 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -94,13 +94,19 @@ def __str__(self) -> str:
     def with_temp_config_file(self) -> Generator[Path, None, None]:
         """Yield a temporary JSON file path containing the config dict and delete it on exit."""
         config = self.get_config_dict(empty_if_missing=True)
-        with tempfile.NamedTemporaryFile(prefix="config-", suffix=".json", mode="w", delete=False) as temp_file:
+        with tempfile.NamedTemporaryFile(
+            prefix="config-",
+            suffix=".json",
+            mode="w",
+            delete=False,  # Don't fail if cannot delete the file on exit
+        ) as temp_file:
             temp_file.write(json.dumps(config))
             temp_file.flush()
             # Allow the file to be read by other processes
             temp_path = Path(temp_file.name)
             temp_path.chmod(temp_path.stat().st_mode | 0o444)
             yield temp_path
-        # attempt cleanup, ignore errors
-        with suppress(OSError):
-            temp_path.unlink()
+
+            # attempt cleanup, ignore errors
+            with suppress(OSError):
+                temp_path.unlink()

From c4205fffb88b0f25a60a2a17fa8c53c7119ff8a7 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 15:58:50 -0700
Subject: [PATCH 18/66] update workflow to test connectors with cdk standard
 test framework

---
 .github/workflows/connector-tests.yml | 80 +++++----------------------
 1 file changed, 15 insertions(+), 65 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index b02fddfad..68a31a8b0 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -90,6 +90,8 @@ jobs:
           #       add `--use-local-cdk` support for manifest connectors.
           - connector: source-amplitude
             cdk_extra: n/a
+          - connector: source-intercom
+            cdk_extra: n/a
           - connector: source-pokeapi
             cdk_extra: n/a
 
@@ -129,6 +131,15 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: "3.11"
+
+      - name: Set up `uv`
+        uses: astral-sh/setup-uv@v6.1.0
+
+      - name: Set up Poetry
+        uses: Gr1N/setup-poetry@v9
+        with:
+          poetry-version: "2.0.1"
+
       # Create initial pending status for test report
       - name: Create Pending Test Report Status
         if: steps.no_changes.outputs.status != 'cancelled'
@@ -148,52 +159,16 @@ jobs:
       - name: Test Connector
         if: steps.no_changes.outputs.status != 'cancelled'
         timeout-minutes: 90
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         env:
           GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
-          cd airbyte
-          make tools.airbyte-ci.install
-          airbyte-ci \
-          --ci-report-bucket-name=airbyte-ci-reports-multi \
-          connectors \
-          --name ${{matrix.connector}} \
-          --use-local-cdk \
-          test \
-          --fail-fast \
-          --skip-step qa_checks \
-          --skip-step connector_live_tests
-
-      - name: Evaluate Test
-        id: evaluate_output
-        if: always() && steps.no_changes.outputs.status != 'cancelled'
-        run: |
-          # save job output json file as ci step output
-          json_output_file=$(find airbyte/airbyte-ci/connectors/pipelines/pipeline_reports -name 'output.json' -print -quit)
-          job_output=$(cat ${json_output_file})
-          success=$(echo ${job_output} | jq -r '.success')
-          failed_step=$(echo ${job_output} | jq -r '.failed_steps | select(length > 0) | .[0] // "None"')
-          run_duration=$(echo ${job_output} | jq -r '.run_duration')
-          html_report_url=$(echo ${job_output} | jq -r '.html_report_url')
-          echo "## Job Output for ${{matrix.connector}}" >> $GITHUB_STEP_SUMMARY
-          echo "- [HTML Report](${html_report_url})" >> $GITHUB_STEP_SUMMARY
-          echo "- Success: ${success}" >> $GITHUB_STEP_SUMMARY
-          echo "- Test Duration: $(printf "%.0f" ${run_duration})s" >> $GITHUB_STEP_SUMMARY
-          if [ "${success}" != "true" ]; then
-            echo "- Failed Step: ${failed_step}" >> $GITHUB_STEP_SUMMARY
-          fi
-          echo -e "\n[Download Job Output](${{steps.upload_job_output.outputs.artifact-url}})" >> $GITHUB_STEP_SUMMARY
-          if [ "${success}" != "true" ]; then
-            echo "::error::Test failed for connector '${{ matrix.connector }}' on step '${failed_step}'. "
-            exit 1
-          fi
-          echo "See the execution report for details: ${html_report_url}"
-          echo "success=${success}" >> $GITHUB_OUTPUT
-          echo "html_report_url=${html_report_url}" >> $GITHUB_OUTPUT
+          airbyte-cdk connector test ${{matrix.connector}}
 
       # Update the test report status with results
       - name: Update Test Report Status
-        if: always() && steps.no_changes.outputs.status != 'cancelled' && steps.evaluate_output.outcome == 'success'
+        if: always() && steps.no_changes.outputs.status != 'cancelled'
         env:
           GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
         run: |
@@ -203,32 +178,7 @@ jobs:
             -H "Accept: application/vnd.github+json" \
             -H "X-GitHub-Api-Version: 2022-11-28" \
             repos/${{ github.repository }}/statuses/$HEAD_SHA \
-            -f state="${{ steps.evaluate_output.outputs.success == 'true' && 'success' || 'failure' }}" \
+            -f state="${{ job.status }}" \
             -f target_url="${{ steps.evaluate_output.outputs.html_report_url }}" \
             -f description="Click Details to view the test report" \
             -f context="${{ matrix.connector }} Test Report"
-
-      # Create failure status if report generation failed
-      - name: Create Report Generation Failed Status
-        if: always() && steps.no_changes.outputs.status != 'cancelled' && steps.evaluate_output.outcome != 'success'
-        env:
-          GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
-        run: |
-          HEAD_SHA="${{ github.event.pull_request.head.sha || github.sha }}"
-          gh api \
-            --method POST \
-            -H "Accept: application/vnd.github+json" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            repos/${{ github.repository }}/statuses/$HEAD_SHA \
-            -f state="failure" \
-            -f description="Failed to run connector tests." \
-            -f context="${{ matrix.connector }} Test Report"
-
-      # Upload the job output to the artifacts
-      - name: Upload Job Output
-        id: upload_job_output
-        if: always() && steps.no_changes.outputs.status != 'cancelled'
-        uses: actions/upload-artifact@v4
-        with:
-          name: ${{matrix.connector}}-job-output
-          path: airbyte/airbyte-ci/connectors/pipelines/pipeline_reports

From f011acf72b0bc79a7ab79bb575493578ea26daa8 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 16:06:52 -0700
Subject: [PATCH 19/66] dispose of file outside of with block

---
 airbyte_cdk/test/standard_tests/models/scenario.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index ac5a8821f..3ccd4eadd 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -107,6 +107,6 @@ def with_temp_config_file(self) -> Generator[Path, None, None]:
             temp_path.chmod(temp_path.stat().st_mode | 0o444)
             yield temp_path
 
-            # attempt cleanup, ignore errors
-            with suppress(OSError):
-                temp_path.unlink()
+        # attempt cleanup, ignore errors
+        with suppress(OSError):
+            temp_path.unlink()

From c5c1f066c632a91f22c4e26b713d91bd4e322495 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 16:07:21 -0700
Subject: [PATCH 20/66] add explicit encoding

---
 airbyte_cdk/test/standard_tests/models/scenario.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/airbyte_cdk/test/standard_tests/models/scenario.py b/airbyte_cdk/test/standard_tests/models/scenario.py
index 3ccd4eadd..ab0c472d4 100644
--- a/airbyte_cdk/test/standard_tests/models/scenario.py
+++ b/airbyte_cdk/test/standard_tests/models/scenario.py
@@ -99,6 +99,7 @@ def with_temp_config_file(self) -> Generator[Path, None, None]:
             suffix=".json",
             mode="w",
             delete=False,  # Don't fail if cannot delete the file on exit
+            encoding="utf-8",
         ) as temp_file:
             temp_file.write(json.dumps(config))
             temp_file.flush()

From d982c2455d48f106bf9f9969a203043258bf0976 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 16:10:18 -0700
Subject: [PATCH 21/66] pre-install airbyte-cdk

---
 .github/workflows/connector-tests.yml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 68a31a8b0..2677ad6a0 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -140,6 +140,12 @@ jobs:
         with:
           poetry-version: "2.0.1"
 
+      - name: Install Airbyte CDK
+        if: steps.no_changes.outputs.status != 'cancelled'
+        run: |
+          cd airbyte-python-cdk
+          poetry install --all-extras
+
       # Create initial pending status for test report
       - name: Create Pending Test Report Status
         if: steps.no_changes.outputs.status != 'cancelled'
@@ -164,7 +170,7 @@ jobs:
           GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
-          airbyte-cdk connector test ${{matrix.connector}}
+          poetry run airbyte-cdk connector test ${{matrix.connector}}
 
       # Update the test report status with results
       - name: Update Test Report Status

From cb9c0371bbaa3279010ecda011cd53a7e7a24013 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 22:43:19 -0700
Subject: [PATCH 22/66] fix imports

---
 airbyte_cdk/test/standard_tests/__init__.py    | 2 +-
 airbyte_cdk/test/standard_tests/docker_base.py | 4 +---
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/__init__.py b/airbyte_cdk/test/standard_tests/__init__.py
index b77c9cc13..50c233228 100644
--- a/airbyte_cdk/test/standard_tests/__init__.py
+++ b/airbyte_cdk/test/standard_tests/__init__.py
@@ -27,12 +27,12 @@ class TestSuiteSourcePokeAPI(standard_tests.DeclarativeSourceTestSuite):
 
 '''
 
+from airbyte_cdk.test.models.scenario import ConnectorTestScenario
 from airbyte_cdk.test.standard_tests.connector_base import ConnectorTestSuiteBase
 from airbyte_cdk.test.standard_tests.declarative_sources import (
     DeclarativeSourceTestSuite,
 )
 from airbyte_cdk.test.standard_tests.destination_base import DestinationTestSuiteBase
-from airbyte_cdk.test.standard_tests.models.scenario import ConnectorTestScenario
 from airbyte_cdk.test.standard_tests.source_base import SourceTestSuiteBase
 
 __all__ = [
diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index 5c04c8439..06d6af57f 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -14,9 +14,7 @@
 from boltons.typeutils import classproperty
 
 from airbyte_cdk.models.connector_metadata import MetadataFile
-from airbyte_cdk.test.standard_tests.models import (
-    ConnectorTestScenario,
-)
+from airbyte_cdk.test.models import ConnectorTestScenario
 from airbyte_cdk.utils.connector_paths import (
     ACCEPTANCE_TEST_CONFIG,
     find_connector_root,

From 2e587c400be6232a5f01fe4c3d16b516a00b9b08 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 22:44:47 -0700
Subject: [PATCH 23/66] fix if condition

---
 airbyte_cdk/test/standard_tests/docker_base.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index 06d6af57f..fd0007a9d 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -158,7 +158,7 @@ def test_docker_image_build_and_check(
           - In the rare case that image caches need to be cleared, please clear
             the local docker image cache using `docker image prune -a` command.
         """
-        if scenario.expect_exception:
+        if scenario.expected_outcome.expect_exception():
             pytest.skip("Skipping test_docker_image_build_and_check (expected to fail).")
 
         tag = "dev-latest"

From 701efe32837efdc81106e0a8b64a0187eda4258a Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 22:46:47 -0700
Subject: [PATCH 24/66] fixes

---
 .../test/standard_tests/docker_base.py        | 20 ++++++++++---------
 1 file changed, 11 insertions(+), 9 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index fd0007a9d..a699b2d7f 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -113,15 +113,15 @@ def test_docker_image_build_and_spec(
         connector_image_override: str | None,
     ) -> None:
         """Run `docker_image` acceptance tests."""
-        connector_dir = self.get_connector_root_dir()
-        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
+        connector_root = self.get_connector_root_dir()
+        metadata = MetadataFile.from_file(connector_root / "metadata.yaml")
 
         connector_image: str | None = connector_image_override
         if not connector_image:
             tag = "dev-latest"
             connector_image = build_connector_image(
-                connector_name=connector_dir.name,
-                connector_directory=connector_dir,
+                connector_name=connector_root.name,
+                connector_directory=connector_root,
                 metadata=metadata,
                 tag=tag,
                 no_verify=False,
@@ -162,21 +162,23 @@ def test_docker_image_build_and_check(
             pytest.skip("Skipping test_docker_image_build_and_check (expected to fail).")
 
         tag = "dev-latest"
-        connector_dir = self.get_connector_root_dir()
-        metadata = MetadataFile.from_file(connector_dir / "metadata.yaml")
+        connector_root = self.get_connector_root_dir()
+        metadata = MetadataFile.from_file(connector_root / "metadata.yaml")
         connector_image: str | None = connector_image_override
         if not connector_image:
             tag = "dev-latest"
             connector_image = build_connector_image(
-                connector_name=connector_dir.name,
-                connector_directory=connector_dir,
+                connector_name=connector_root.name,
+                connector_directory=connector_root,
                 metadata=metadata,
                 tag=tag,
                 no_verify=False,
             )
 
         container_config_path = "/secrets/config.json"
-        with scenario.with_temp_config_file() as temp_config_file:
+        with scenario.with_temp_config_file(
+            connector_root=connector_root,
+        ) as temp_config_file:
             _ = run_docker_command(
                 [
                     "docker",

From 4bde1dd04f4c5ea9069f14474f76b7c5d785097f Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Wed, 11 Jun 2025 22:52:54 -0700
Subject: [PATCH 25/66] fix github action

---
 .github/workflows/connector-tests.yml | 15 ++++++++++++---
 1 file changed, 12 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 2677ad6a0..3af804437 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -162,15 +162,24 @@ jobs:
             -f description="Running connector tests..." \
             -f context="${{ matrix.connector }} Test Report"
 
-      - name: Test Connector
+      - name: Fetch Connector Secrets
         if: steps.no_changes.outputs.status != 'cancelled'
         timeout-minutes: 90
-        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+        working-directory: airbyte-python-cdk
+        env:
+          GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
+          POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
+        run: |
+          poetry run airbyte-cdk secrets fetch ${{ matrix.connector }}
+
+      - name: Test Connector
+        if: steps.no_changes.outputs.status != 'cancelled'
+        working-directory: airbyte-python-cdk
         env:
           GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
-          poetry run airbyte-cdk connector test ${{matrix.connector}}
+          poetry run airbyte-cdk connector test ${{ matrix.connector }}
 
       # Update the test report status with results
       - name: Update Test Report Status

From 1a8ee4c9377f7b53edf63e9a3cf9330c45034441 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 10:52:20 -0700
Subject: [PATCH 26/66] improve docker output handling

---
 airbyte_cdk/utils/docker.py | 55 ++++++++++++++++++++++++++++---------
 1 file changed, 42 insertions(+), 13 deletions(-)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index 82b0cdcdf..355457471 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -7,8 +7,10 @@
 import os
 import subprocess
 import sys
+from contextlib import ExitStack
 from dataclasses import dataclass
 from enum import Enum
+from io import TextIOWrapper
 from pathlib import Path
 
 import click
@@ -90,6 +92,7 @@ def _build_image(
         run_docker_command(
             docker_args,
             check=True,
+            capture_stderr=True,
         )
     except subprocess.CalledProcessError as e:
         raise ConnectorImageBuildError(
@@ -126,6 +129,7 @@ def _tag_image(
             run_docker_command(
                 docker_args,
                 check=True,
+                capture_stderr=True,
             )
         except subprocess.CalledProcessError as e:
             raise ConnectorImageBuildError(
@@ -368,7 +372,8 @@ def run_docker_command(
     cmd: list[str],
     *,
     check: bool = True,
-    capture_output: bool = False,
+    capture_stdout: bool | Path = False,
+    capture_stderr: bool | Path = False,
 ) -> subprocess.CompletedProcess[str]:
     """Run a Docker command as a subprocess.
 
@@ -376,23 +381,46 @@ def run_docker_command(
         cmd: The command to run as a list of strings.
         check: If True, raises an exception if the command fails. If False, the caller is
             responsible for checking the return code.
-        capture_output: If True, captures stdout and stderr and returns to the caller.
-            If False, the output is printed to the console.
+        capture_stdout: How to process stdout.
+        capture_stderr: If True, captures stderr in memory and returns to the caller.
+            If a Path is provided, the output is written to the specified file.
+
+    For stdout and stderr process:
+    - If False (the default), stdout is not captured.
+    - If True, output is captured in memory and returned within the `CompletedProcess` object.
+    - If a Path is provided, the output is written to the specified file. (Recommended for large syncs.)
 
     Raises:
         subprocess.CalledProcessError: If the command fails and check is True.
     """
     print(f"Running command: {' '.join(cmd)}")
 
-    process = subprocess.run(
-        cmd,
-        text=True,
-        check=check,
-        # If capture_output=True, stderr and stdout are captured and returned to caller:
-        capture_output=capture_output,
-        env={**os.environ, "DOCKER_BUILDKIT": "1"},
-    )
-    return process
+    with ExitStack() as stack:
+        # Shared context manager to handle file closing, if needed.
+        stderr: TextIOWrapper | int | None
+        stdout: TextIOWrapper | int | None
+
+        # If capture_stderr or capture_stdout is a Path, we open the file in write mode.
+        # If it's a boolean, we set it to either subprocess.PIPE or None.
+        if isinstance(capture_stderr, Path):
+            stderr = stack.enter_context(capture_stderr.open("w", encoding="utf-8"))
+        elif isinstance(capture_stderr, bool):
+            stderr = subprocess.PIPE if capture_stderr is True else None
+
+        if isinstance(capture_stdout, Path):
+            stdout = stack.enter_context(capture_stdout.open("w", encoding="utf-8"))
+        elif isinstance(capture_stdout, bool):
+            stdout = subprocess.PIPE if capture_stdout is True else None
+
+        completed_process: subprocess.CompletedProcess[str] = subprocess.run(
+            cmd,
+            env={**os.environ, "DOCKER_BUILDKIT": "1"},
+            text=True,
+            check=check,
+            stderr=stderr,
+            stdout=stdout,
+        )
+        return completed_process
 
 
 def verify_docker_installation() -> bool:
@@ -423,7 +451,8 @@ def verify_connector_image(
         result = run_docker_command(
             cmd,
             check=True,
-            capture_output=True,
+            capture_stderr=True,
+            capture_stdout=True,
         )
         # check that the output is valid JSON
         if result.stdout:

From 0f413adb5bec150ff4afe1ad7e88e5b0e9f8fbd1 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 13:28:12 -0700
Subject: [PATCH 27/66] cherry-pick-me: add missing serializer classes

---
 airbyte_cdk/models/airbyte_protocol_serializers.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/airbyte_cdk/models/airbyte_protocol_serializers.py b/airbyte_cdk/models/airbyte_protocol_serializers.py
index 129556acc..52cab83d2 100644
--- a/airbyte_cdk/models/airbyte_protocol_serializers.py
+++ b/airbyte_cdk/models/airbyte_protocol_serializers.py
@@ -4,9 +4,11 @@
 from serpyco_rs import CustomType, Serializer
 
 from .airbyte_protocol import (  # type: ignore[attr-defined] # all classes are imported to airbyte_protocol via *
+    AirbyteCatalog,
     AirbyteMessage,
     AirbyteStateBlob,
     AirbyteStateMessage,
+    AirbyteStream,
     AirbyteStreamState,
     ConfiguredAirbyteCatalog,
     ConfiguredAirbyteStream,
@@ -30,6 +32,8 @@ def custom_type_resolver(t: type) -> CustomType[AirbyteStateBlob, Dict[str, Any]
     return AirbyteStateBlobType() if t is AirbyteStateBlob else None
 
 
+AirbyteCatalogSerializer = Serializer(AirbyteCatalog, omit_none=True)
+AirbyteStreamSerializer = Serializer(AirbyteStream, omit_none=True)
 AirbyteStreamStateSerializer = Serializer(
     AirbyteStreamState, omit_none=True, custom_type_resolver=custom_type_resolver
 )

From fc99ddcc87be55e35f8661b927eb29d6dd14d07e Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 13:28:39 -0700
Subject: [PATCH 28/66] cherry-pick-me: add 'suggestedStreams' declaration for
 metadata dataclass

---
 airbyte_cdk/models/connector_metadata.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/airbyte_cdk/models/connector_metadata.py b/airbyte_cdk/models/connector_metadata.py
index e76f94951..7efbd8285 100644
--- a/airbyte_cdk/models/connector_metadata.py
+++ b/airbyte_cdk/models/connector_metadata.py
@@ -47,6 +47,11 @@ class ConnectorMetadata(BaseModel):
         description="List of tags for the connector",
     )
 
+    suggestedStreams: list[str] | None = Field(
+        None,
+        description="List of suggested streams for the connector",
+    )
+
     @property
     def language(self) -> ConnectorLanguage:
         """Get the connector language."""

From 6cd27c73d37bbe91abd618f56d89bcb3ab07e14b Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 14:23:20 -0700
Subject: [PATCH 29/66] feat: working container 'read' tests

---
 airbyte_cdk/test/models/scenario.py           |  21 +-
 .../test/standard_tests/docker_base.py        | 206 +++++++++++++++++-
 .../test/standard_tests/pytest_hooks.py       | 104 ++++++++-
 3 files changed, 305 insertions(+), 26 deletions(-)

diff --git a/airbyte_cdk/test/models/scenario.py b/airbyte_cdk/test/models/scenario.py
index 28e809991..92813101e 100644
--- a/airbyte_cdk/test/models/scenario.py
+++ b/airbyte_cdk/test/models/scenario.py
@@ -47,7 +47,7 @@ class AcceptanceTestFileTypes(BaseModel):
     config_path: Path | None = None
     config_dict: dict[str, Any] | None = None
 
-    id: str | None = None
+    _id: str | None = None  # Used to override the default ID generation
 
     configured_catalog_path: Path | None = None
     timeout_seconds: int | None = None
@@ -99,16 +99,21 @@ def expected_outcome(self) -> ExpectedOutcome:
         return ExpectedOutcome.from_status_str(self.status)
 
     @property
-    def instance_name(self) -> str:
-        return self.config_path.stem if self.config_path else "Unnamed Scenario"
+    def id(self) -> str:
+        """Return a unique identifier for the test scenario.
+
+        This is used by PyTest to identify the test scenario.
+        """
+        if self._id:
+            return self._id
 
-    def __str__(self) -> str:
-        if self.id:
-            return f"'{self.id}' Test Scenario"
         if self.config_path:
-            return f"'{self.config_path.name}' Test Scenario"
+            return self.config_path.stem
 
-        return f"'{hash(self)}' Test Scenario"
+        return str(hash(self))
+
+    def __str__(self) -> str:
+        return f"'{self.id}' Test Scenario"
 
     @contextmanager
     def with_temp_config_file(
diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index a699b2d7f..db2727044 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -6,15 +6,30 @@
 import inspect
 import shutil
 import sys
+import tempfile
 import warnings
+from dataclasses import asdict
 from pathlib import Path
+from subprocess import CompletedProcess, SubprocessError
 
+import orjson
 import pytest
 import yaml
 from boltons.typeutils import classproperty
 
+from airbyte_cdk.models import (
+    AirbyteCatalog,
+    ConfiguredAirbyteCatalog,
+    ConfiguredAirbyteStream,
+    DestinationSyncMode,
+)
+from airbyte_cdk.models.airbyte_protocol_serializers import (
+    AirbyteCatalogSerializer,
+    AirbyteStreamSerializer,
+)
 from airbyte_cdk.models.connector_metadata import MetadataFile
 from airbyte_cdk.test.models import ConnectorTestScenario
+from airbyte_cdk.test.utils.reading import catalog
 from airbyte_cdk.utils.connector_paths import (
     ACCEPTANCE_TEST_CONFIG,
     find_connector_root,
@@ -127,17 +142,23 @@ def test_docker_image_build_and_spec(
                 no_verify=False,
             )
 
-        _ = run_docker_command(
-            [
-                "docker",
-                "run",
-                "--rm",
-                connector_image,
-                "spec",
-            ],
-            check=True,  # Raise an error if the command fails
-            capture_output=False,
-        )
+        try:
+            result: CompletedProcess[str] = run_docker_command(
+                [
+                    "docker",
+                    "run",
+                    "--rm",
+                    connector_image,
+                    "spec",
+                ],
+                check=True,  # Raise an error if the command fails
+                capture_stderr=True,
+                capture_stdout=True,
+            )
+        except SubprocessError as ex:
+            raise AssertionError(
+                f"Failed to run `spec` command in docker image {connector_image!r}. Error: {ex!s}"
+            ) from None
 
     @pytest.mark.skipif(
         shutil.which("docker") is None,
@@ -192,5 +213,166 @@ def test_docker_image_build_and_check(
                     container_config_path,
                 ],
                 check=True,  # Raise an error if the command fails
-                capture_output=False,
+                capture_stderr=True,
+                capture_stdout=True,
+            )
+
+    @pytest.mark.skipif(
+        shutil.which("docker") is None,
+        reason="docker CLI not found in PATH, skipping docker image tests",
+    )
+    @pytest.mark.image_tests
+    def test_docker_image_build_and_read(
+        self,
+        scenario: ConnectorTestScenario,
+        connector_image_override: str | None,
+        read_from_streams: Literal["all", "none", "default"] | list[str],
+        read_scenarios: Literal["all", "none", "default"] | list[str],
+    ) -> None:
+        """Read from the connector's Docker image.
+
+        This test builds the connector image and runs the `read` command inside the container.
+
+        Note:
+          - It is expected for docker image caches to be reused between test runs.
+          - In the rare case that image caches need to be cleared, please clear
+            the local docker image cache using `docker image prune -a` command.
+          - If the --connector-image arg is provided, it will be used instead of building the image.
+        """
+        if scenario.expected_outcome.expect_exception():
+            pytest.skip("Skipping (expected to fail).")
+
+        if read_from_streams == "none":
+            pytest.skip("Skipping read test (`--read-from-streams=false`).")
+
+        if read_scenarios == "none":
+            pytest.skip("Skipping (`--read-scenarios=none`).")
+
+        default_scenario_ids = ["config", "valid_config", "default"]
+        if read_scenarios == "all":
+            pass
+        elif read_scenarios == "default":
+            if scenario.id not in default_scenario_ids:
+                pytest.skip(
+                    f"Skipping read test for scenario '{scenario.id}' "
+                    f"(not in default scenarios list '{default_scenario_ids}')."
+                )
+        elif scenario.id not in read_scenarios:
+            # pytest.skip(
+            raise ValueError(
+                f"Skipping read test for scenario '{scenario.id}' "
+                f"(not in --read-scenarios={read_scenarios})."
+            )
+
+        tag = "dev-latest"
+        connector_root = self.get_connector_root_dir()
+        connector_name = connector_root.name
+        metadata = MetadataFile.from_file(connector_root / "metadata.yaml")
+        connector_image: str | None = connector_image_override
+        if not connector_image:
+            tag = "dev-latest"
+            connector_image = build_connector_image(
+                connector_name=connector_name,
+                connector_directory=connector_root,
+                metadata=metadata,
+                tag=tag,
+                no_verify=False,
+            )
+
+        container_config_path = "/secrets/config.json"
+        container_catalog_path = "/secrets/catalog.json"
+
+        discovered_catalog_path = Path(
+            tempfile.mktemp(prefix=f"{connector_name}-discovered-catalog-", suffix=".json")
+        )
+        configured_catalog_path = Path(
+            tempfile.mktemp(prefix=f"{connector_name}-configured-catalog-", suffix=".json")
+        )
+        with scenario.with_temp_config_file(
+            connector_root=connector_root,
+        ) as temp_config_file:
+            discover_result = run_docker_command(
+                [
+                    "docker",
+                    "run",
+                    "--rm",
+                    "-v",
+                    f"{temp_config_file}:{container_config_path}",
+                    connector_image,
+                    "discover",
+                    "--config",
+                    container_config_path,
+                ],
+                check=True,  # Raise an error if the command fails
+                capture_stderr=True,
+                capture_stdout=True,
+            )
+            try:
+                discovered_catalog: AirbyteCatalog = AirbyteCatalogSerializer.load(
+                    orjson.loads(discover_result.stdout)["catalog"],
+                )
+            except Exception as ex:
+                raise AssertionError(
+                    f"Failed to load discovered catalog from {discover_result.stdout}. "
+                    f"Error: {ex!s}"
+                ) from None
+            if not discovered_catalog.streams:
+                raise ValueError(
+                    f"Discovered catalog for connector '{connector_name}' is empty. "
+                    "Please check the connector's discover implementation."
+                )
+
+            streams_list = [stream.name for stream in discovered_catalog.streams]
+            if read_from_streams == "default" and metadata.data.suggestedStreams:
+                # set `streams_list` to be the intersection of discovered and suggested streams.
+                streams_list = list(set(streams_list) & set(metadata.data.suggestedStreams))
+
+            if isinstance(read_from_streams, list):
+                # If `read_from_streams` is a list, we filter the discovered streams.
+                streams_list = list(set(streams_list) & set(read_from_streams))
+
+            configured_catalog: ConfiguredAirbyteCatalog = ConfiguredAirbyteCatalog(
+                streams=[
+                    ConfiguredAirbyteStream(
+                        stream=stream,
+                        sync_mode=stream.supported_sync_modes[0],
+                        destination_sync_mode=DestinationSyncMode.append,
+                    )
+                    for stream in discovered_catalog.streams
+                    if stream.name in streams_list
+                ]
+            )
+            configured_catalog_path.write_text(
+                orjson.dumps(asdict(configured_catalog)).decode("utf-8")
+            )
+            read_result: CompletedProcess[str] = run_docker_command(
+                [
+                    "docker",
+                    "run",
+                    "--rm",
+                    "-v",
+                    f"{temp_config_file}:{container_config_path}",
+                    "-v",
+                    f"{configured_catalog_path}:{container_catalog_path}",
+                    connector_image,
+                    "read",
+                    "--config",
+                    container_config_path,
+                    "--catalog",
+                    container_catalog_path,
+                ],
+                check=False,
+                capture_stderr=True,
+                capture_stdout=True,
             )
+            if read_result.returncode != 0:
+                raise AssertionError(
+                    f"Failed to run `read` command in docker image {connector_image!r}. "
+                    "\n-----------------"
+                    f"EXIT CODE: {read_result.returncode}\n"
+                    "STDERR:\n"
+                    f"{read_result.stderr}\n"
+                    f"STDOUT:\n"
+                    f"{read_result.stdout}\n"
+                    "\n-----------------"
+                ) from None
diff --git a/airbyte_cdk/test/standard_tests/pytest_hooks.py b/airbyte_cdk/test/standard_tests/pytest_hooks.py
index f408606da..187a1c787 100644
--- a/airbyte_cdk/test/standard_tests/pytest_hooks.py
+++ b/airbyte_cdk/test/standard_tests/pytest_hooks.py
@@ -13,9 +13,95 @@
 ```
 """
 
+from typing import Literal
+
 import pytest
 
 
+@pytest.fixture
+def connector_image_override(request: pytest.FixtureRequest) -> str | None:
+    """Return the value of --connector-image, or None if not set."""
+    return request.config.getoption("--connector-image")
+
+
+@pytest.fixture
+def read_from_streams(
+    request: pytest.FixtureRequest,
+) -> Literal["all", "none", "default"] | list[str]:
+    """Specify if the test should read from streams.
+
+    The input can be one of the following:
+    - [Omitted] - Default to False, meaning no streams will be read.
+    - `--read-from-streams`: Read from all suggested streams.
+    - `--read-from-streams=true`: Read from all suggested streams.
+    - `--read-from-streams=suggested`: Read from all suggested streams.
+    - `--read-from-streams=default`: Read from all suggested streams.
+    - `--read-from-streams=all`: Read from all streams.
+    - `--read-from-streams=stream1,stream2`: Read from the specified streams only.
+    - `--read-from-streams=false`: Do not read from any streams.
+    - `--read-from-streams=none`: Do not read from any streams.
+    """
+    input_val: str | bool | None = request.config.getoption(
+        "--read-from-streams",
+        default="suggested",  # type: ignore
+    )  # type: ignore
+
+    if isinstance(input_val, str):
+        if input_val.lower() == "false":
+            return False
+        if input_val.lower() in ["true", "suggested", "default"]:
+            # Default to 'default' (suggested) streams if the input is 'true', 'suggested', or
+            # 'default'.
+            # This is the default behavior if the option is not set.
+            return "default"
+        if input_val.lower() == "all":
+            # This will sometimes fail if the account doesn't have permissions
+            # to premium or restricted stream data.
+            return "all"
+
+        # If the input is a comma-separated list, split it into a list.
+        # This will return a one-element list if the input is a single stream name.
+        return input_val.split(",")
+
+    # Else, probably a bool; return it as is.
+    return input_val or False
+
+
+@pytest.fixture
+def read_scenarios(
+    request: pytest.FixtureRequest,
+) -> list[str] | Literal["all", "default"]:
+    """Return the value of `--read-scenarios`.
+
+    This argument is ignored if `--read-from-streams` is False or not set.
+
+    The input can be one of the following:
+    - [Omitted] - Default to 'config.json', meaning the default scenario will be read.
+    - `--read-scenarios=all`: Read all scenarios.
+    - `--read-scenarios=none`: Read no scenarios. (Overrides `--read-from-streams`, if set.)
+    - `--read-scenarios=scenario1,scenario2`: Read the specified scenarios only.
+
+    """
+    input_val = request.config.getoption("--read-scenarios", default="default")
+
+    if input_val.lower() == "default":
+        # Default config scenario is always 'config.json'.
+        return "default"
+
+    if input_val.lower() == "none":
+        # Default config scenario is always 'config.json'.
+        return []
+
+    return (
+        [
+            scenario_name.strip().lower().removesuffix(".json")
+            for scenario_name in input_val.split(",")
+        ]
+        if input_val
+        else []
+    )
+
+
 def pytest_addoption(parser: pytest.Parser) -> None:
     """Add --connector-image to pytest's CLI."""
     parser.addoption(
@@ -24,12 +110,18 @@ def pytest_addoption(parser: pytest.Parser) -> None:
         default=None,
         help="Use this pre-built connector Docker image instead of building one.",
     )
-
-
-@pytest.fixture
-def connector_image_override(request: pytest.FixtureRequest) -> str | None:
-    """Return the value of --connector-image, or None if not set."""
-    return request.config.getoption("--connector-image")
+    parser.addoption(
+        "--read-from-streams",
+        action="store",
+        default=None,
+        help=read_from_streams.__doc__,
+    )
+    parser.addoption(
+        "--read-scenarios",
+        action="store",
+        default="default",
+        help=read_scenarios.__doc__,
+    )
 
 
 def pytest_generate_tests(metafunc: pytest.Metafunc) -> None:

From 31ad95907c6d916d3149668f04f10ad82a0c9220 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 14:28:23 -0700
Subject: [PATCH 30/66] fix mypy

---
 .../test/standard_tests/docker_base.py        |  1 +
 .../test/standard_tests/pytest_hooks.py       | 20 ++++++++++++-------
 2 files changed, 14 insertions(+), 7 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index db2727044..0fcdf1ee6 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -11,6 +11,7 @@
 from dataclasses import asdict
 from pathlib import Path
 from subprocess import CompletedProcess, SubprocessError
+from typing import Literal
 
 import orjson
 import pytest
diff --git a/airbyte_cdk/test/standard_tests/pytest_hooks.py b/airbyte_cdk/test/standard_tests/pytest_hooks.py
index 187a1c787..b267bd7a3 100644
--- a/airbyte_cdk/test/standard_tests/pytest_hooks.py
+++ b/airbyte_cdk/test/standard_tests/pytest_hooks.py
@@ -13,7 +13,7 @@
 ```
 """
 
-from typing import Literal
+from typing import Literal, cast
 
 import pytest
 
@@ -21,7 +21,7 @@
 @pytest.fixture
 def connector_image_override(request: pytest.FixtureRequest) -> str | None:
     """Return the value of --connector-image, or None if not set."""
-    return request.config.getoption("--connector-image")
+    return cast(str | None, request.config.getoption("--connector-image"))
 
 
 @pytest.fixture
@@ -41,14 +41,14 @@ def read_from_streams(
     - `--read-from-streams=false`: Do not read from any streams.
     - `--read-from-streams=none`: Do not read from any streams.
     """
-    input_val: str | bool | None = request.config.getoption(
+    input_val: str = request.config.getoption(
         "--read-from-streams",
-        default="suggested",  # type: ignore
+        default="default",  # type: ignore
     )  # type: ignore
 
     if isinstance(input_val, str):
         if input_val.lower() == "false":
-            return False
+            return "none"
         if input_val.lower() in ["true", "suggested", "default"]:
             # Default to 'default' (suggested) streams if the input is 'true', 'suggested', or
             # 'default'.
@@ -64,7 +64,7 @@ def read_from_streams(
         return input_val.split(",")
 
     # Else, probably a bool; return it as is.
-    return input_val or False
+    return input_val or "none"
 
 
 @pytest.fixture
@@ -82,7 +82,13 @@ def read_scenarios(
     - `--read-scenarios=scenario1,scenario2`: Read the specified scenarios only.
 
     """
-    input_val = request.config.getoption("--read-scenarios", default="default")
+    input_val = cast(
+        str,
+        request.config.getoption(
+            "--read-scenarios",
+            default="default",  # type: ignore
+        ),
+    )
 
     if input_val.lower() == "default":
         # Default config scenario is always 'config.json'.

From 975e3d1297701bb2fc51c145813957097d6eb84d Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 16:59:42 -0700
Subject: [PATCH 31/66] use buildx to make this portable for ubuntu runners

---
 airbyte_cdk/utils/docker.py | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index 355457471..5b5c5d406 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -4,7 +4,7 @@
 
 import json
 import logging
-import os
+import platform
 import subprocess
 import sys
 from contextlib import ExitStack
@@ -58,11 +58,13 @@ def _build_image(
     """Build a Docker image for the specified architecture.
 
     Returns the tag of the built image.
+    We use buildx to ensure we can build multi-platform images.
 
     Raises: ConnectorImageBuildError if the build fails.
     """
     docker_args: list[str] = [
         "docker",
+        "buildx",
         "build",
         "--platform",
         f"linux/{arch.value}",
@@ -144,7 +146,6 @@ def build_connector_image(
     *,
     metadata: MetadataFile,
     tag: str,
-    primary_arch: ArchEnum = ArchEnum.ARM64,  # Assume MacBook M series by default
     no_verify: bool = False,
     dockerfile_override: Path | None = None,
 ) -> str:
@@ -159,15 +160,19 @@ def build_connector_image(
         connector_directory: The directory containing the connector code.
         metadata: The metadata of the connector.
         tag: The tag to apply to the built image.
-        primary_arch: The primary architecture for the build (default: arm64). This
-            architecture will be used for the same-named tag. Both AMD64 and ARM64
-            images will be built, with the suffixes '-amd64' and '-arm64'.
         no_verify: If True, skip verification of the built image.
 
     Raises:
         ValueError: If the connector build options are not defined in metadata.yaml.
         ConnectorImageBuildError: If the image build or tag operation fails.
     """
+    # Detect primary architecture based on the machine type.
+    primary_arch: ArchEnum = (
+        ArchEnum.ARM64
+        if platform.machine().lower().startswith(("arm", "aarch"))
+        else ArchEnum.AMD64
+    )
+
     connector_kebab_name = connector_name
     connector_dockerfile_dir = connector_directory / "build" / "docker"
 
@@ -414,7 +419,6 @@ def run_docker_command(
 
         completed_process: subprocess.CompletedProcess[str] = subprocess.run(
             cmd,
-            env={**os.environ, "DOCKER_BUILDKIT": "1"},
             text=True,
             check=check,
             stderr=stderr,

From 1778aa63acf38df0147951fb36c4f36e8b61650d Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 17:49:50 -0700
Subject: [PATCH 32/66] fix security concern for temp files

---
 .../test/standard_tests/docker_base.py        | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index 0fcdf1ee6..d51eca9d1 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -283,15 +283,13 @@ def test_docker_image_build_and_read(
         container_config_path = "/secrets/config.json"
         container_catalog_path = "/secrets/catalog.json"
 
-        discovered_catalog_path = Path(
-            tempfile.mktemp(prefix=f"{connector_name}-discovered-catalog-", suffix=".json")
-        )
-        configured_catalog_path = Path(
-            tempfile.mktemp(prefix=f"{connector_name}-configured-catalog-", suffix=".json")
-        )
-        with scenario.with_temp_config_file(
-            connector_root=connector_root,
-        ) as temp_config_file:
+        with (
+            scenario.with_temp_config_file(
+                connector_root=connector_root,
+            ) as temp_config_file,
+            tempfile.TemporaryDirectory(delete=False) as temp_dir_str,
+        ):
+            temp_dir = Path(temp_dir_str)
             discover_result = run_docker_command(
                 [
                     "docker",
@@ -326,7 +324,7 @@ def test_docker_image_build_and_read(
             streams_list = [stream.name for stream in discovered_catalog.streams]
             if read_from_streams == "default" and metadata.data.suggestedStreams:
                 # set `streams_list` to be the intersection of discovered and suggested streams.
-                streams_list = list(set(streams_list) & set(metadata.data.suggestedStreams))
+                streams_list = list(set(streams_list) & set(metadata.data.suggestedStreams.streams))
 
             if isinstance(read_from_streams, list):
                 # If `read_from_streams` is a list, we filter the discovered streams.
@@ -343,6 +341,7 @@ def test_docker_image_build_and_read(
                     if stream.name in streams_list
                 ]
             )
+            configured_catalog_path = temp_dir / "catalog.json"
             configured_catalog_path.write_text(
                 orjson.dumps(asdict(configured_catalog)).decode("utf-8")
             )

From 978ed9254a716ec8da9754612aae7aac52fbfa40 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 17:50:16 -0700
Subject: [PATCH 33/66] fix suggested streams

---
 airbyte_cdk/models/connector_metadata.py | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/models/connector_metadata.py b/airbyte_cdk/models/connector_metadata.py
index 7efbd8285..d0fd51099 100644
--- a/airbyte_cdk/models/connector_metadata.py
+++ b/airbyte_cdk/models/connector_metadata.py
@@ -34,6 +34,14 @@ class ConnectorBuildOptions(BaseModel):
     )
 
 
+class SuggestedStreams(BaseModel):
+    """Suggested streams from metadata.yaml."""
+
+    streams: list[str] = Field(
+        default=[],
+        description="List of suggested streams for the connector",
+    )
+
 class ConnectorMetadata(BaseModel):
     """Connector metadata from metadata.yaml."""
 
@@ -47,9 +55,9 @@ class ConnectorMetadata(BaseModel):
         description="List of tags for the connector",
     )
 
-    suggestedStreams: list[str] | None = Field(
-        None,
-        description="List of suggested streams for the connector",
+    suggestedStreams: SuggestedStreams | None = Field(
+        default=None,
+        description="Suggested streams for the connector",
     )
 
     @property

From 5a235becbffdab50901d6f561e9be1b8037081de Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 17:51:31 -0700
Subject: [PATCH 34/66] fix format

---
 airbyte_cdk/models/connector_metadata.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/airbyte_cdk/models/connector_metadata.py b/airbyte_cdk/models/connector_metadata.py
index d0fd51099..7f945aadc 100644
--- a/airbyte_cdk/models/connector_metadata.py
+++ b/airbyte_cdk/models/connector_metadata.py
@@ -42,6 +42,7 @@ class SuggestedStreams(BaseModel):
         description="List of suggested streams for the connector",
     )
 
+
 class ConnectorMetadata(BaseModel):
     """Connector metadata from metadata.yaml."""
 

From 311e31447663afd5da10ecf93f737c17fa8ba6ec Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 18:17:23 -0700
Subject: [PATCH 35/66] clearer temp dir name

---
 airbyte_cdk/test/standard_tests/docker_base.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index d51eca9d1..f9355b532 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -287,7 +287,10 @@ def test_docker_image_build_and_read(
             scenario.with_temp_config_file(
                 connector_root=connector_root,
             ) as temp_config_file,
-            tempfile.TemporaryDirectory(delete=False) as temp_dir_str,
+            tempfile.TemporaryDirectory(
+                prefix=f"{connector_name}-test",
+                delete=False,
+            ) as temp_dir_str,
         ):
             temp_dir = Path(temp_dir_str)
             discover_result = run_docker_command(

From 7b163f802f73e20dda23ff329c6e09ab2debc0d3 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 18:28:51 -0700
Subject: [PATCH 36/66] ignore arm when running on amd

---
 airbyte_cdk/utils/docker.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index 5b5c5d406..231e8dab6 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -228,7 +228,6 @@ def build_connector_image(
     }
 
     base_tag = f"{metadata.data.dockerRepository}:{tag}"
-    arch_images: list[str] = []
 
     if metadata.data.language == ConnectorLanguage.JAVA:
         # This assumes that the repo root ('airbyte') is three levels above the
@@ -245,12 +244,18 @@ def build_connector_image(
             check=True,
         )
 
-    for arch in [ArchEnum.AMD64, ArchEnum.ARM64]:
+    # Always build for AMD64, and optionally for ARM64 if needed locally.
+    architectures = [ArchEnum.AMD64]
+    if primary_arch == ArchEnum.ARM64:
+        architectures += [ArchEnum.ARM64]
+
+    built_images: list[str] = []
+    for arch in architectures:
         docker_tag = f"{base_tag}-{arch.value}"
         docker_tag_parts = docker_tag.split("/")
         if len(docker_tag_parts) > 2:
             docker_tag = "/".join(docker_tag_parts[-1:])
-        arch_images.append(
+        built_images.append(
             _build_image(
                 context_dir=connector_directory,
                 dockerfile=dockerfile_path,

From a77999fca69256bd71cc4fdab13e007f0360a7f5 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 18:32:34 -0700
Subject: [PATCH 37/66] fix missing 'delete' on python 3.11

---
 airbyte_cdk/test/standard_tests/docker_base.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index f9355b532..f8f894896 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -289,7 +289,7 @@ def test_docker_image_build_and_read(
             ) as temp_config_file,
             tempfile.TemporaryDirectory(
                 prefix=f"{connector_name}-test",
-                delete=False,
+                ignore_cleanup_errors=True,
             ) as temp_dir_str,
         ):
             temp_dir = Path(temp_dir_str)

From a1eceaacdc34a6763ff72df85d564dd60e287e57 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 18:44:56 -0700
Subject: [PATCH 38/66] fix warning

---
 airbyte_cdk/test/standard_tests/docker_base.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index f8f894896..f5157b8fb 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -79,7 +79,7 @@ def get_scenarios(
             warnings.warn(
                 f"Acceptance test config file not found: {e!s}. No scenarios will be loaded.",
                 category=UserWarning,
-                stacklevel=0,
+                stacklevel=1,
             )
             return []
 

From 08a1c22ced87bfaf924183de2ab0f43cf432b55e Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Thu, 12 Jun 2025 18:47:12 -0700
Subject: [PATCH 39/66] fix sync mode

---
 airbyte_cdk/test/standard_tests/docker_base.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index f5157b8fb..c1ebad7ce 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -23,6 +23,7 @@
     ConfiguredAirbyteCatalog,
     ConfiguredAirbyteStream,
     DestinationSyncMode,
+    SyncMode,
 )
 from airbyte_cdk.models.airbyte_protocol_serializers import (
     AirbyteCatalogSerializer,
@@ -337,7 +338,11 @@ def test_docker_image_build_and_read(
                 streams=[
                     ConfiguredAirbyteStream(
                         stream=stream,
-                        sync_mode=stream.supported_sync_modes[0],
+                        sync_mode=(
+                            stream.supported_sync_modes[0]
+                            if stream.supported_sync_modes
+                            else SyncMode.full_refresh
+                        ),
                         destination_sync_mode=DestinationSyncMode.append,
                     )
                     for stream in discovered_catalog.streams

From b13f37bc7a0e3d98364de0660e8cf9cb7da47912 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 09:35:09 -0700
Subject: [PATCH 40/66] cherry-pick-me: add safe entrypoint methods, add file
 handling for the EntrypointOutput class

---
 airbyte_cdk/test/entrypoint_wrapper.py | 167 ++++++++++++++++++++++---
 1 file changed, 151 insertions(+), 16 deletions(-)

diff --git a/airbyte_cdk/test/entrypoint_wrapper.py b/airbyte_cdk/test/entrypoint_wrapper.py
index b46e7f86a..0f0824e07 100644
--- a/airbyte_cdk/test/entrypoint_wrapper.py
+++ b/airbyte_cdk/test/entrypoint_wrapper.py
@@ -19,9 +19,11 @@
 import re
 import tempfile
 import traceback
+from collections import deque
+from collections.abc import Generator, Mapping
 from io import StringIO
 from pathlib import Path
-from typing import Any, List, Mapping, Optional, Union
+from typing import Any, List, Literal, Optional, Union, final, overload
 
 import orjson
 from pydantic import ValidationError as V2ValidationError
@@ -43,18 +45,47 @@
     TraceType,
     Type,
 )
+from airbyte_cdk.models.airbyte_protocol import AirbyteMessage, AirbyteStreamState
 from airbyte_cdk.sources import Source
 from airbyte_cdk.test.models.scenario import ExpectedOutcome
 
 
 class EntrypointOutput:
-    def __init__(self, messages: List[str], uncaught_exception: Optional[BaseException] = None):
-        try:
-            self._messages = [self._parse_message(message) for message in messages]
-        except V2ValidationError as exception:
-            raise ValueError("All messages are expected to be AirbyteMessage") from exception
+    """A class to encapsulate the output of an Airbyte connector's execution.
+
+    This class can be initialized with a list of messages or a file containing messages.
+    It provides methods to access different types of messages produced during the execution
+    of an Airbyte connector, including both successful messages and error messages.
+
+    When working with records and state messages, it provides both a list and an iterator
+    implementation. Lists are easier to work with, but generators are better suited to handle
+    large volumes of messages without overflowing the available memory.
+    """
+
+    def __init__(
+        self,
+        messages: list[str] | None = None,
+        uncaught_exception: Optional[BaseException] = None,
+        *,
+        message_file: Path | None = None,
+    ) -> None:
+        if messages is None and message_file is None:
+            raise ValueError("Either messages or message_file must be provided")
+        if messages is not None and message_file is not None:
+            raise ValueError("Only one of messages or message_file can be provided")
+
+        self._messages: list[AirbyteMessage] | None = []
+        self._message_file: Path | None = message_file
+        if messages:
+            try:
+                self._messages = [self._parse_message(message) for message in messages]
+            except V2ValidationError as exception:
+                raise ValueError("All messages are expected to be AirbyteMessage") from exception
 
         if uncaught_exception:
+            if self._messages is None:
+                self._messages = []
+
             self._messages.append(
                 assemble_uncaught_exception(
                     type(uncaught_exception), uncaught_exception
@@ -72,13 +103,40 @@ def _parse_message(message: str) -> AirbyteMessage:
             )
 
     @property
-    def records_and_state_messages(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.RECORD, Type.STATE])
+    def records_and_state_messages(
+        self,
+    ) -> list[AirbyteMessage]:
+        return self._get_message_by_types(
+            message_types=[Type.RECORD, Type.STATE],
+            safe_iterator=False,
+        )
+
+    def records_and_state_messages_iterator(
+        self,
+    ) -> Generator[AirbyteMessage, None, None]:
+        """Returns a generator that yields record and state messages one by one.
+
+        Use this instead of `records_and_state_messages` when the volume of messages could be large
+        enough to overload available memory.
+        """
+        return self._get_message_by_types(
+            message_types=[Type.RECORD, Type.STATE],
+            safe_iterator=True,
+        )
 
     @property
     def records(self) -> List[AirbyteMessage]:
         return self._get_message_by_types([Type.RECORD])
 
+    @property
+    def records_iterator(self) -> Generator[AirbyteMessage, None, None]:
+        """Returns a generator that yields record messages one by one.
+
+        Use this instead of `records` when the volume of records could be large
+        enough to overload available memory.
+        """
+        return self._get_message_by_types([Type.RECORD], safe_iterator=True)
+
     @property
     def state_messages(self) -> List[AirbyteMessage]:
         return self._get_message_by_types([Type.STATE])
@@ -92,11 +150,21 @@ def connection_status_messages(self) -> List[AirbyteMessage]:
         return self._get_message_by_types([Type.CONNECTION_STATUS])
 
     @property
-    def most_recent_state(self) -> Any:
-        state_messages = self._get_message_by_types([Type.STATE])
-        if not state_messages:
-            raise ValueError("Can't provide most recent state as there are no state messages")
-        return state_messages[-1].state.stream  # type: ignore[union-attr] # state has `stream`
+    def most_recent_state(self) -> AirbyteStreamState | None:
+        state_message_iterator = self._get_message_by_types(
+            [Type.STATE],
+            safe_iterator=True,
+        )
+        # Use a deque with maxlen=1 to efficiently get the last state message
+        double_ended_queue = deque(state_message_iterator, maxlen=1)
+        try:
+            final_state_message: AirbyteMessage = double_ended_queue.pop()
+        except IndexError:
+            raise ValueError(
+                "Can't provide most recent state as there are no state messages."
+            ) from None
+
+        return final_state_message.state.stream  # type: ignore[union-attr] # state has `stream`
 
     @property
     def logs(self) -> List[AirbyteMessage]:
@@ -131,13 +199,80 @@ def get_stream_statuses(self, stream_name: str) -> List[AirbyteStreamStatus]:
         )
         return list(status_messages)
 
-    def _get_message_by_types(self, message_types: List[Type]) -> List[AirbyteMessage]:
-        return [message for message in self._messages if message.type in message_types]
+    def _read_all_messages(self) -> Generator[AirbyteMessage, None, None]:
+        """Creates a generator which yields messages one by one.
+
+        This will iterate over all messages in the output file (if provided) or the messages
+        provided during initialization. File results are provided first, followed by any
+        messages that were passed in directly.
+        """
+        if self._message_file:
+            try:
+                with open(self._message_file, "r", encoding="utf-8") as file:
+                    for line in file:
+                        if not line.strip():
+                            # Skip empty lines
+                            continue
+
+                        yield self._parse_message(line.strip())
+            except FileNotFoundError:
+                raise ValueError(f"Message file {self._message_file} not found")
+
+        if self._messages is not None:
+            yield from self._messages
+
+    # Overloads to provide proper type hints for different usages of `_get_message_by_types`.
+
+    @overload
+    def _get_message_by_types(
+        self,
+        message_types: list[Type],
+    ) -> list[AirbyteMessage]: ...
+
+    @overload
+    def _get_message_by_types(
+        self,
+        message_types: list[Type],
+        *,
+        safe_iterator: Literal[False],
+    ) -> list[AirbyteMessage]: ...
+
+    @overload
+    def _get_message_by_types(
+        self,
+        message_types: list[Type],
+        *,
+        safe_iterator: Literal[True],
+    ) -> Generator[AirbyteMessage, None, None]: ...
+
+    def _get_message_by_types(
+        self,
+        message_types: list[Type],
+        *,
+        safe_iterator: bool = True,
+    ) -> list[AirbyteMessage] | Generator[AirbyteMessage, None, None]:
+        """Get messages of specific types.
+
+        If `safe_iterator` is True, returns a generator that yields messages one by one.
+        If `safe_iterator` is False, returns a list of messages.
+
+        Use `safe_iterator=True` when the volume of messages could overload the available
+        memory.
+        """
+        message_generator = self._read_all_messages()
+
+        if safe_iterator:
+            return (message for message in message_generator if message.type in message_types)
+
+        return [message for message in message_generator if message.type in message_types]
 
     def _get_trace_message_by_trace_type(self, trace_type: TraceType) -> List[AirbyteMessage]:
         return [
             message
-            for message in self._get_message_by_types([Type.TRACE])
+            for message in self._get_message_by_types(
+                [Type.TRACE],
+                safe_iterator=True,
+            )
             if message.trace.type == trace_type  # type: ignore[union-attr] # trace has `type`
         ]
 

From 8f9948220bace9e03f4bdffe93d4aed92bc55877 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:00:03 -0700
Subject: [PATCH 41/66] try matrix conditions rewrite

---
 .github/workflows/connector-tests.yml | 29 +++++++++++++++------------
 1 file changed, 16 insertions(+), 13 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 3af804437..73908d128 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -72,22 +72,12 @@ jobs:
             cdk_extra: n/a
           - connector: source-shopify
             cdk_extra: n/a
-          # Chargebee is being flaky:
-          # - connector: source-chargebee
-          #   cdk_extra: n/a
-          # This one is behind in CDK updates and can't be used as tests until it is updated:
-          # - connector: destination-pinecone
-          #   cdk_extra: vector-db-based
           - connector: source-google-drive
             cdk_extra: file-based
           - connector: destination-motherduck
             cdk_extra: sql
-          # ZenDesk currently failing (as of 2024-12-02)
-          # TODO: Re-enable once fixed
-          # - connector: source-zendesk-support
-          #   cdk_extra: n/a
-          # TODO: These are manifest connectors and won't work as expected until we
-          #       add `--use-local-cdk` support for manifest connectors.
+          - connector: source-zendesk-support
+            cdk_extra: n/a
           - connector: source-amplitude
             cdk_extra: n/a
           - connector: source-intercom
@@ -95,7 +85,10 @@ jobs:
           - connector: source-pokeapi
             cdk_extra: n/a
 
-    name: "Check: '${{matrix.connector}}' (skip=${{needs.cdk_changes.outputs['src'] == 'false' || needs.cdk_changes.outputs[matrix.cdk_extra] == 'false'}})"
+    name: "Check: '${{matrix.connector}}'"
+    if: >
+      needs.cdk_changes.outputs['src'] == 'true' &&
+      (matrix.cdk_extra != 'n/a' || needs.cdk_changes.outputs[matrix.cdk_extra] == 'true')
     permissions:
       checks: write
       contents: write # Required for creating commit statuses
@@ -135,6 +128,10 @@ jobs:
       - name: Set up `uv`
         uses: astral-sh/setup-uv@v6.1.0
 
+      - name: Set up `poe`
+        run: |
+          uv tool install poethepoet
+
       - name: Set up Poetry
         uses: Gr1N/setup-poetry@v9
         with:
@@ -172,6 +169,12 @@ jobs:
         run: |
           poetry run airbyte-cdk secrets fetch ${{ matrix.connector }}
 
+      - name: Bump to Dev CDK
+        if: steps.no_changes.outputs.status != 'cancelled'
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+        run: |
+          poe use-cdk-dev
+
       - name: Test Connector
         if: steps.no_changes.outputs.status != 'cancelled'
         working-directory: airbyte-python-cdk

From c4c8216a3769166d318497f745b68c713a5b9d9b Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:03:52 -0700
Subject: [PATCH 42/66] remove matrix condition from if

---
 .github/workflows/connector-tests.yml | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 73908d128..1f85a56ca 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -86,9 +86,7 @@ jobs:
             cdk_extra: n/a
 
     name: "Check: '${{matrix.connector}}'"
-    if: >
-      needs.cdk_changes.outputs['src'] == 'true' &&
-      (matrix.cdk_extra != 'n/a' || needs.cdk_changes.outputs[matrix.cdk_extra] == 'true')
+    if: needs.cdk_changes.outputs['src'] == 'true'
     permissions:
       checks: write
       contents: write # Required for creating commit statuses

From bbb090a32dda5453b686ebec372f336af8523ef1 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:06:15 -0700
Subject: [PATCH 43/66] bring back skipped indicator

---
 .github/workflows/connector-tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 1f85a56ca..300732824 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -85,7 +85,7 @@ jobs:
           - connector: source-pokeapi
             cdk_extra: n/a
 
-    name: "Check: '${{matrix.connector}}'"
+    name: "Check: '${{matrix.connector}}'${{ needs.cdk_changes.outputs['src'] == 'false' && '(skipped)' || '' }}"
     if: needs.cdk_changes.outputs['src'] == 'true'
     permissions:
       checks: write

From c948f53903f2ac85cb5964239216f8dd2a6b43ff Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:08:17 -0700
Subject: [PATCH 44/66] retry conditional name

---
 .github/workflows/connector-tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 300732824..491651aed 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -85,7 +85,7 @@ jobs:
           - connector: source-pokeapi
             cdk_extra: n/a
 
-    name: "Check: '${{matrix.connector}}'${{ needs.cdk_changes.outputs['src'] == 'false' && '(skipped)' || '' }}"
+    name: "Check: '${{matrix.connector}}'${{ needs.cdk_changes.outputs[matrix.cdk_extra] == 'false' && '(skipped)' || '' }}"
     if: needs.cdk_changes.outputs['src'] == 'true'
     permissions:
       checks: write

From 061ce29c7457bc2db416c58ba14d97f350770d10 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:09:39 -0700
Subject: [PATCH 45/66] BLUF - bottom line up front

---
 .github/workflows/connector-tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 491651aed..7c25b7a25 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -85,7 +85,7 @@ jobs:
           - connector: source-pokeapi
             cdk_extra: n/a
 
-    name: "Check: '${{matrix.connector}}'${{ needs.cdk_changes.outputs[matrix.cdk_extra] == 'false' && '(skipped)' || '' }}"
+    name: "${{ needs.cdk_changes.outputs[matrix.cdk_extra] == 'false' && 'Skipped Check' || 'Check' }}: '${{matrix.connector}}"
     if: needs.cdk_changes.outputs['src'] == 'true'
     permissions:
       checks: write

From fcd72870c2ff0adc6674e5c82ff98c2b42b13060 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:11:59 -0700
Subject: [PATCH 46/66] try dev from active cdk branch ref

---
 .github/workflows/connector-tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 7c25b7a25..52e3ee090 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -171,7 +171,7 @@ jobs:
         if: steps.no_changes.outputs.status != 'cancelled'
         working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         run: |
-          poe use-cdk-dev
+          poe use-cdk-branch-active
 
       - name: Test Connector
         if: steps.no_changes.outputs.status != 'cancelled'

From 434af51d2abb363ce6398fe1e9c5759bd00f300c Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:31:01 -0700
Subject: [PATCH 47/66] add language-specific testing

---
 .github/workflows/connector-tests.yml | 50 ++++++++++++++++++++++++---
 1 file changed, 46 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 52e3ee090..c192bf60b 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -118,6 +118,7 @@ jobs:
           repository: airbytehq/airbyte
           ref: master
           path: airbyte
+
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
@@ -135,6 +136,13 @@ jobs:
         with:
           poetry-version: "2.0.1"
 
+      - name: Get Connector Language
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+        run: |
+          # Get the language of the connector from the metadata file
+          CONNECTOR_LANGUAGE=$(poe -qq get-language)
+          echo "language=$CONNECTOR_LANGUAGE" | tee -a $GITHUB_ENV
+
       - name: Install Airbyte CDK
         if: steps.no_changes.outputs.status != 'cancelled'
         run: |
@@ -167,14 +175,39 @@ jobs:
         run: |
           poetry run airbyte-cdk secrets fetch ${{ matrix.connector }}
 
-      - name: Bump to Dev CDK
-        if: steps.no_changes.outputs.status != 'cancelled'
+      - name: Bump to Dev Branch CDK [Python Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'python'
         working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         run: |
           poe use-cdk-branch-active
+          poe install
 
-      - name: Test Connector
-        if: steps.no_changes.outputs.status != 'cancelled'
+      - name: Run Unit Tests [Python Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'python'
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+        run: |
+          poe test-unit-tests
+
+      - name: Run FAST Standard Tests [Python Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'python'
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+        env:
+          GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
+          POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
+        run: |
+          poetry run airbyte-cdk connector test
+
+      - name: Test Connector using Dev CDK [Python Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'python'
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+        env:
+          GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
+          POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
+        run: |
+          poetry run airbyte-cdk connector test
+
+      - name: Test Connector [Manifest-Only Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'manifest-only'
         working-directory: airbyte-python-cdk
         env:
           GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
@@ -182,6 +215,15 @@ jobs:
         run: |
           poetry run airbyte-cdk connector test ${{ matrix.connector }}
 
+      - name: Container Build and Test [All Connectors]
+        if: steps.no_changes.outputs.status != 'cancelled'
+        working-directory: airbyte-python-cdk
+        env:
+          GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
+          POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
+        run: |
+          poetry run airbyte-cdk image test ${{ matrix.connector }}
+
       # Update the test report status with results
       - name: Update Test Report Status
         if: always() && steps.no_changes.outputs.status != 'cancelled'

From 504d2867612302c30be58fa08f8b906897d8ba64 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:41:08 -0700
Subject: [PATCH 48/66] drive-by-fix: CI should always print secret masks
 unless we ask not to

---
 airbyte_cdk/cli/airbyte_cdk/_secrets.py | 25 +++++++++++++------------
 1 file changed, 13 insertions(+), 12 deletions(-)

diff --git a/airbyte_cdk/cli/airbyte_cdk/_secrets.py b/airbyte_cdk/cli/airbyte_cdk/_secrets.py
index 2b28addd2..1fb689c8e 100644
--- a/airbyte_cdk/cli/airbyte_cdk/_secrets.py
+++ b/airbyte_cdk/cli/airbyte_cdk/_secrets.py
@@ -99,12 +99,12 @@ def secrets_cli_group() -> None:
     help="Print GitHub CI mask for secrets.",
     type=bool,
     is_flag=True,
-    default=False,
+    default=None,
 )
 def fetch(
     connector: str | Path | None = None,
     gcp_project_id: str = GCP_PROJECT_ID,
-    print_ci_secrets_masks: bool = False,
+    print_ci_secrets_masks: bool | None = None,
 ) -> None:
     """Fetch secrets for a connector from Google Secret Manager.
 
@@ -181,22 +181,23 @@ def fetch(
         if secret_count == 0:
             raise exceptions[0]
 
-    if not print_ci_secrets_masks:
-        return
-
-    if not os.environ.get("CI", None):
+    if print_ci_secrets_masks and "CI" not in os.environ:
         click.echo(
             "The `--print-ci-secrets-masks` option is only available in CI environments. "
             "The `CI` env var is either not set or not set to a truthy value. "
             "Skipping printing secret masks.",
             err=True,
         )
-        return
-
-    # Else print the CI mask
-    _print_ci_secrets_masks(
-        secrets_dir=secrets_dir,
-    )
+        print_ci_secrets_masks = False
+    elif print_ci_secrets_masks is None:
+        # If not explicitly set, we check if we are in a CI environment
+        # and set to True if so.
+        print_ci_secrets_masks = os.environ.get("CI", "") != ""
+
+    if print_ci_secrets_masks:
+        _print_ci_secrets_masks(
+            secrets_dir=secrets_dir,
+        )
 
 
 @secrets_cli_group.command("list")

From ca0bf50752730dd9d3b37a9ce27b392f0f06a121 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:41:50 -0700
Subject: [PATCH 49/66] fix if condition

---
 .github/workflows/connector-tests.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index c192bf60b..2d2580444 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -137,6 +137,7 @@ jobs:
           poetry-version: "2.0.1"
 
       - name: Get Connector Language
+        if: steps.no_changes.outputs.status != 'cancelled'
         working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         run: |
           # Get the language of the connector from the metadata file

From 79cc4629c80ab65bfecaf149c860c794886053bd Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:44:38 -0700
Subject: [PATCH 50/66] fix env var name

---
 .github/workflows/connector-tests.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 2d2580444..f9570be91 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -142,9 +142,9 @@ jobs:
         run: |
           # Get the language of the connector from the metadata file
           CONNECTOR_LANGUAGE=$(poe -qq get-language)
-          echo "language=$CONNECTOR_LANGUAGE" | tee -a $GITHUB_ENV
+          echo "CONNECTOR_LANGUAGE=$CONNECTOR_LANGUAGE" | tee -a $GITHUB_ENV
 
-      - name: Install Airbyte CDK
+      - name: Install CDK with Poetry
         if: steps.no_changes.outputs.status != 'cancelled'
         run: |
           cd airbyte-python-cdk

From ba21cf4bda412150182f6697ff62cdf6e8efc255 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 10:50:33 -0700
Subject: [PATCH 51/66] use more explicit install from poetry

---
 .github/workflows/connector-tests.yml | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index f9570be91..d8c7fa968 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -181,7 +181,7 @@ jobs:
         working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         run: |
           poe use-cdk-branch-active
-          poe install
+          poetry install --all-extras
 
       - name: Run Unit Tests [Python Connectors]
         if: env.CONNECTOR_LANGUAGE == 'python'
@@ -198,23 +198,23 @@ jobs:
         run: |
           poetry run airbyte-cdk connector test
 
-      - name: Test Connector using Dev CDK [Python Connectors]
-        if: env.CONNECTOR_LANGUAGE == 'python'
-        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
+      - name: Run FAST Standard Tests [Manifest-Only Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'manifest-only'
+        working-directory: airbyte-python-cdk
         env:
           GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
-          poetry run airbyte-cdk connector test
+          poetry run airbyte-cdk connector test ${{ matrix.connector }}
 
-      - name: Test Connector [Manifest-Only Connectors]
-        if: env.CONNECTOR_LANGUAGE == 'manifest-only'
-        working-directory: airbyte-python-cdk
+      - name: Test Connector using Dev CDK [Python Connectors]
+        if: env.CONNECTOR_LANGUAGE == 'python'
+        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         env:
           GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
-          poetry run airbyte-cdk connector test ${{ matrix.connector }}
+          poetry run airbyte-cdk connector test
 
       - name: Container Build and Test [All Connectors]
         if: steps.no_changes.outputs.status != 'cancelled'

From 1d9fc99f47ddba2d8cf35ad8193cc45c0b915512 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:03:51 -0700
Subject: [PATCH 52/66] improve skip logic, use explicit branch ref

---
 .github/workflows/connector-tests.yml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index d8c7fa968..b910a64f5 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -120,18 +120,22 @@ jobs:
           path: airbyte
 
       - name: Set up Python
+        if: steps.no_changes.outputs.status != 'cancelled'
         uses: actions/setup-python@v5
         with:
           python-version: "3.11"
 
       - name: Set up `uv`
+        if: steps.no_changes.outputs.status != 'cancelled'
         uses: astral-sh/setup-uv@v6.1.0
 
       - name: Set up `poe`
+        if: steps.no_changes.outputs.status != 'cancelled'
         run: |
           uv tool install poethepoet
 
       - name: Set up Poetry
+        if: steps.no_changes.outputs.status != 'cancelled'
         uses: Gr1N/setup-poetry@v9
         with:
           poetry-version: "2.0.1"
@@ -180,7 +184,8 @@ jobs:
         if: env.CONNECTOR_LANGUAGE == 'python'
         working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
         run: |
-          poe use-cdk-branch-active
+          echo "Using CDK ref ${{ github.event.pull_request.head.sha || github.sha }}"
+          poe use-cdk-branch ${{ github.event.pull_request.head.sha || github.sha }}
           poetry install --all-extras
 
       - name: Run Unit Tests [Python Connectors]

From 4514b8864c5b3da9c47398f2604f0a3894d0304d Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:14:10 -0700
Subject: [PATCH 53/66] make public: get_message_iterator() and
 get_message_by_types()

---
 airbyte_cdk/test/entrypoint_wrapper.py        | 42 +++++++++----------
 .../test/standard_tests/connector_base.py     |  8 ++--
 .../test/standard_tests/source_base.py        |  7 +---
 3 files changed, 26 insertions(+), 31 deletions(-)

diff --git a/airbyte_cdk/test/entrypoint_wrapper.py b/airbyte_cdk/test/entrypoint_wrapper.py
index 0f0824e07..68a423197 100644
--- a/airbyte_cdk/test/entrypoint_wrapper.py
+++ b/airbyte_cdk/test/entrypoint_wrapper.py
@@ -74,7 +74,7 @@ def __init__(
         if messages is not None and message_file is not None:
             raise ValueError("Only one of messages or message_file can be provided")
 
-        self._messages: list[AirbyteMessage] | None = []
+        self._messages: list[AirbyteMessage] | None = None
         self._message_file: Path | None = message_file
         if messages:
             try:
@@ -106,7 +106,7 @@ def _parse_message(message: str) -> AirbyteMessage:
     def records_and_state_messages(
         self,
     ) -> list[AirbyteMessage]:
-        return self._get_message_by_types(
+        return self.get_message_by_types(
             message_types=[Type.RECORD, Type.STATE],
             safe_iterator=False,
         )
@@ -119,14 +119,14 @@ def records_and_state_messages_iterator(
         Use this instead of `records_and_state_messages` when the volume of messages could be large
         enough to overload available memory.
         """
-        return self._get_message_by_types(
+        return self.get_message_by_types(
             message_types=[Type.RECORD, Type.STATE],
             safe_iterator=True,
         )
 
     @property
     def records(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.RECORD])
+        return self.get_message_by_types([Type.RECORD])
 
     @property
     def records_iterator(self) -> Generator[AirbyteMessage, None, None]:
@@ -135,23 +135,23 @@ def records_iterator(self) -> Generator[AirbyteMessage, None, None]:
         Use this instead of `records` when the volume of records could be large
         enough to overload available memory.
         """
-        return self._get_message_by_types([Type.RECORD], safe_iterator=True)
+        return self.get_message_by_types([Type.RECORD], safe_iterator=True)
 
     @property
     def state_messages(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.STATE])
+        return self.get_message_by_types([Type.STATE])
 
     @property
     def spec_messages(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.SPEC])
+        return self.get_message_by_types([Type.SPEC])
 
     @property
     def connection_status_messages(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.CONNECTION_STATUS])
+        return self.get_message_by_types([Type.CONNECTION_STATUS])
 
     @property
     def most_recent_state(self) -> AirbyteStreamState | None:
-        state_message_iterator = self._get_message_by_types(
+        state_message_iterator = self.get_message_by_types(
             [Type.STATE],
             safe_iterator=True,
         )
@@ -168,11 +168,11 @@ def most_recent_state(self) -> AirbyteStreamState | None:
 
     @property
     def logs(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.LOG])
+        return self.get_message_by_types([Type.LOG])
 
     @property
     def trace_messages(self) -> List[AirbyteMessage]:
-        return self._get_message_by_types([Type.TRACE])
+        return self.get_message_by_types([Type.TRACE])
 
     @property
     def analytics_messages(self) -> List[AirbyteMessage]:
@@ -184,7 +184,7 @@ def errors(self) -> List[AirbyteMessage]:
 
     @property
     def catalog(self) -> AirbyteMessage:
-        catalog = self._get_message_by_types([Type.CATALOG])
+        catalog = self.get_message_by_types([Type.CATALOG])
         if len(catalog) != 1:
             raise ValueError(f"Expected exactly one catalog but got {len(catalog)}")
         return catalog[0]
@@ -199,7 +199,7 @@ def get_stream_statuses(self, stream_name: str) -> List[AirbyteStreamStatus]:
         )
         return list(status_messages)
 
-    def _read_all_messages(self) -> Generator[AirbyteMessage, None, None]:
+    def get_message_iterator(self) -> Generator[AirbyteMessage, None, None]:
         """Creates a generator which yields messages one by one.
 
         This will iterate over all messages in the output file (if provided) or the messages
@@ -221,16 +221,16 @@ def _read_all_messages(self) -> Generator[AirbyteMessage, None, None]:
         if self._messages is not None:
             yield from self._messages
 
-    # Overloads to provide proper type hints for different usages of `_get_message_by_types`.
+    # Overloads to provide proper type hints for different usages of `get_message_by_types`.
 
     @overload
-    def _get_message_by_types(
+    def get_message_by_types(
         self,
         message_types: list[Type],
     ) -> list[AirbyteMessage]: ...
 
     @overload
-    def _get_message_by_types(
+    def get_message_by_types(
         self,
         message_types: list[Type],
         *,
@@ -238,18 +238,18 @@ def _get_message_by_types(
     ) -> list[AirbyteMessage]: ...
 
     @overload
-    def _get_message_by_types(
+    def get_message_by_types(
         self,
         message_types: list[Type],
         *,
         safe_iterator: Literal[True],
     ) -> Generator[AirbyteMessage, None, None]: ...
 
-    def _get_message_by_types(
+    def get_message_by_types(
         self,
         message_types: list[Type],
         *,
-        safe_iterator: bool = True,
+        safe_iterator: bool = False,
     ) -> list[AirbyteMessage] | Generator[AirbyteMessage, None, None]:
         """Get messages of specific types.
 
@@ -259,7 +259,7 @@ def _get_message_by_types(
         Use `safe_iterator=True` when the volume of messages could overload the available
         memory.
         """
-        message_generator = self._read_all_messages()
+        message_generator = self.get_message_iterator()
 
         if safe_iterator:
             return (message for message in message_generator if message.type in message_types)
@@ -269,7 +269,7 @@ def _get_message_by_types(
     def _get_trace_message_by_trace_type(self, trace_type: TraceType) -> List[AirbyteMessage]:
         return [
             message
-            for message in self._get_message_by_types(
+            for message in self.get_message_by_types(
                 [Type.TRACE],
                 safe_iterator=True,
             )
diff --git a/airbyte_cdk/test/standard_tests/connector_base.py b/airbyte_cdk/test/standard_tests/connector_base.py
index 30f4261a5..588b7d0bd 100644
--- a/airbyte_cdk/test/standard_tests/connector_base.py
+++ b/airbyte_cdk/test/standard_tests/connector_base.py
@@ -112,9 +112,7 @@ def test_check(
             test_scenario=scenario,
             connector_root=self.get_connector_root_dir(),
         )
-        conn_status_messages: list[AirbyteMessage] = [
-            msg for msg in result._messages if msg.type == Type.CONNECTION_STATUS
-        ]  # noqa: SLF001  # Non-public API
-        assert len(conn_status_messages) == 1, (
-            f"Expected exactly one CONNECTION_STATUS message. Got: {result._messages}"
+        assert len(result.connection_status_messages) == 1, (
+            f"Expected exactly one CONNECTION_STATUS message. "
+            "Got: {result.connection_status_messages!s}"
         )
diff --git a/airbyte_cdk/test/standard_tests/source_base.py b/airbyte_cdk/test/standard_tests/source_base.py
index f3cc1a50c..2b1aa2829 100644
--- a/airbyte_cdk/test/standard_tests/source_base.py
+++ b/airbyte_cdk/test/standard_tests/source_base.py
@@ -48,13 +48,10 @@ def test_check(
             test_scenario=scenario,
             connector_root=self.get_connector_root_dir(),
         )
-        conn_status_messages: list[AirbyteMessage] = [
-            msg for msg in result._messages if msg.type == Type.CONNECTION_STATUS
-        ]  # noqa: SLF001  # Non-public API
-        num_status_messages = len(conn_status_messages)
+        num_status_messages = len(result.connection_status_messages)
         assert num_status_messages == 1, (
             f"Expected exactly one CONNECTION_STATUS message. Got {num_status_messages}: \n"
-            + "\n".join([str(m) for m in result._messages])
+            + "\n".join([str(m) for m in result.get_message_iterator()])
         )
 
     def test_discover(

From d5db571fc09aa36b4e7f8d2c785b271f73f792c6 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:23:05 -0700
Subject: [PATCH 54/66] improve catalog handling

---
 airbyte_cdk/test/standard_tests/docker_base.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index c1ebad7ce..d87cc7552 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -30,6 +30,7 @@
     AirbyteStreamSerializer,
 )
 from airbyte_cdk.models.connector_metadata import MetadataFile
+from airbyte_cdk.test.entrypoint_wrapper import EntrypointOutput
 from airbyte_cdk.test.models import ConnectorTestScenario
 from airbyte_cdk.test.utils.reading import catalog
 from airbyte_cdk.utils.connector_paths import (
@@ -310,10 +311,11 @@ def test_docker_image_build_and_read(
                 capture_stderr=True,
                 capture_stdout=True,
             )
+            parsed_output = EntrypointOutput(messages=discover_result.stdout.splitlines())
             try:
-                discovered_catalog: AirbyteCatalog = AirbyteCatalogSerializer.load(
-                    orjson.loads(discover_result.stdout)["catalog"],
-                )
+                catalog_message = parsed_output.catalog  # Get catalog message
+                assert catalog_message.catalog is not None, "Catalog message missing catalog."
+                discovered_catalog: AirbyteCatalog = parsed_output.catalog.catalog
             except Exception as ex:
                 raise AssertionError(
                     f"Failed to load discovered catalog from {discover_result.stdout}. "

From b16828c81d5827d01aed8280f375be7a5129b273 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:25:22 -0700
Subject: [PATCH 55/66] fix imports

---
 airbyte_cdk/test/entrypoint_wrapper.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/airbyte_cdk/test/entrypoint_wrapper.py b/airbyte_cdk/test/entrypoint_wrapper.py
index 68a423197..eec9e11e9 100644
--- a/airbyte_cdk/test/entrypoint_wrapper.py
+++ b/airbyte_cdk/test/entrypoint_wrapper.py
@@ -38,6 +38,7 @@
     AirbyteMessageSerializer,
     AirbyteStateMessage,
     AirbyteStateMessageSerializer,
+    AirbyteStreamState,
     AirbyteStreamStatus,
     ConfiguredAirbyteCatalog,
     ConfiguredAirbyteCatalogSerializer,
@@ -45,7 +46,6 @@
     TraceType,
     Type,
 )
-from airbyte_cdk.models.airbyte_protocol import AirbyteMessage, AirbyteStreamState
 from airbyte_cdk.sources import Source
 from airbyte_cdk.test.models.scenario import ExpectedOutcome
 

From c495fc262d83adb8fce1311d8720aa2bcfec2e52 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:28:26 -0700
Subject: [PATCH 56/66] remove manual post of excess checks

---
 .github/workflows/connector-tests.yml | 33 ---------------------------
 1 file changed, 33 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index b910a64f5..4e359554a 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -154,22 +154,6 @@ jobs:
           cd airbyte-python-cdk
           poetry install --all-extras
 
-      # Create initial pending status for test report
-      - name: Create Pending Test Report Status
-        if: steps.no_changes.outputs.status != 'cancelled'
-        env:
-          GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
-        run: |
-          HEAD_SHA="${{ github.event.pull_request.head.sha || github.sha }}"
-          gh api \
-            --method POST \
-            -H "Accept: application/vnd.github+json" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            repos/${{ github.repository }}/statuses/$HEAD_SHA \
-            -f state="pending" \
-            -f description="Running connector tests..." \
-            -f context="${{ matrix.connector }} Test Report"
-
       - name: Fetch Connector Secrets
         if: steps.no_changes.outputs.status != 'cancelled'
         timeout-minutes: 90
@@ -229,20 +213,3 @@ jobs:
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
           poetry run airbyte-cdk image test ${{ matrix.connector }}
-
-      # Update the test report status with results
-      - name: Update Test Report Status
-        if: always() && steps.no_changes.outputs.status != 'cancelled'
-        env:
-          GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
-        run: |
-          HEAD_SHA="${{ github.event.pull_request.head.sha || github.sha }}"
-          gh api \
-            --method POST \
-            -H "Accept: application/vnd.github+json" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            repos/${{ github.repository }}/statuses/$HEAD_SHA \
-            -f state="${{ job.status }}" \
-            -f target_url="${{ steps.evaluate_output.outputs.html_report_url }}" \
-            -f description="Click Details to view the test report" \
-            -f context="${{ matrix.connector }} Test Report"

From c9ea6d370565f40eb8d1ac5dd0a93e17bf68fa4e Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:32:48 -0700
Subject: [PATCH 57/66] add explicit typing for messages

---
 airbyte_cdk/test/entrypoint_wrapper.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/test/entrypoint_wrapper.py b/airbyte_cdk/test/entrypoint_wrapper.py
index eec9e11e9..3c0bcdfed 100644
--- a/airbyte_cdk/test/entrypoint_wrapper.py
+++ b/airbyte_cdk/test/entrypoint_wrapper.py
@@ -319,7 +319,7 @@ def _run_command(
     parsed_args = AirbyteEntrypoint.parse_args(args)
 
     source_entrypoint = AirbyteEntrypoint(source)
-    messages = []
+    messages: list[str] = []
     uncaught_exception = None
     try:
         for message in source_entrypoint.run(parsed_args):
@@ -334,8 +334,10 @@ def _run_command(
     captured_logs = log_capture_buffer.getvalue().split("\n")[:-1]
 
     parent_logger.removeHandler(stream_handler)
-
-    return EntrypointOutput(messages + captured_logs, uncaught_exception=uncaught_exception)
+    return EntrypointOutput(
+        messages=messages + captured_logs,
+        uncaught_exception=uncaught_exception,
+    )
 
 
 def discover(

From d7b6bae79436e757489726ff731ff35138545e5d Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:39:17 -0700
Subject: [PATCH 58/66] remove stray quote

---
 .github/workflows/connector-tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index 4e359554a..aa4e523ae 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -85,7 +85,7 @@ jobs:
           - connector: source-pokeapi
             cdk_extra: n/a
 
-    name: "${{ needs.cdk_changes.outputs[matrix.cdk_extra] == 'false' && 'Skipped Check' || 'Check' }}: '${{matrix.connector}}"
+    name: "${{ needs.cdk_changes.outputs[matrix.cdk_extra] == 'false' && 'Skipped Check' || 'Check' }}: ${{matrix.connector}}"
     if: needs.cdk_changes.outputs['src'] == 'true'
     permissions:
       checks: write

From 488dba7be9138c46692e08b87e9d064c970ccc0e Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:46:19 -0700
Subject: [PATCH 59/66] chore: add setuptools explicitly

---
 poetry.lock    | 354 +++++++++++++++++--------------------------------
 pyproject.toml |   1 +
 2 files changed, 119 insertions(+), 236 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 6bb7ae666..92fda9c50 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -7,7 +7,7 @@ description = "Happy Eyeballs for asyncio"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
     {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
@@ -20,7 +20,7 @@ description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a60804bff28662cbcf340a4d61598891f12eea3a66af48ecfdc975ceec21e3c8"},
     {file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4b4fa1cb5f270fb3eab079536b764ad740bb749ce69a94d4ec30ceee1b5940d5"},
@@ -111,7 +111,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -120,7 +120,7 @@ description = "aiosignal: a list of registered asynchronous callbacks"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
     {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -136,7 +136,6 @@ description = "Declares the Airbyte Protocol using Python Dataclasses. Dataclass
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "airbyte_protocol_models_dataclasses-0.15.0-py3-none-any.whl", hash = "sha256:0fe8d7c2863c348b350efcf5f1af5872dc9071060408285e4708d97a9be5e2fb"},
     {file = "airbyte_protocol_models_dataclasses-0.15.0.tar.gz", hash = "sha256:a5bad4ee7ae0a04f1436967b7afd3306d28e1cd2e5acedf0cce588f0c80ed001"},
@@ -149,7 +148,6 @@ description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -162,7 +160,6 @@ description = "Unicode to ASCII transliteration"
 optional = false
 python-versions = ">=3.3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anyascii-0.3.2-py3-none-any.whl", hash = "sha256:3b3beef6fc43d9036d3b0529050b0c48bfad8bc960e9e562d7223cfb94fe45d4"},
     {file = "anyascii-0.3.2.tar.gz", hash = "sha256:9d5d32ef844fe225b8bc7cba7f950534fae4da27a9bf3a6bea2cb0ea46ce4730"},
@@ -175,7 +172,6 @@ description = "High level compatibility layer for multiple asynchronous event lo
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -189,7 +185,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -199,7 +195,7 @@ description = "Timeout context manager for asyncio programs"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "extra == \"vector-db-based\" and python_version < \"3.11\""
+markers = "extra == \"vector-db-based\" and python_version == \"3.10\""
 files = [
     {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
     {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
@@ -212,7 +208,6 @@ description = "reference implementation of PEP 3156"
 optional = false
 python-versions = "*"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "asyncio-3.4.3-cp33-none-win32.whl", hash = "sha256:b62c9157d36187eca799c378e572c969f0da87cd5fc42ca372d92cdb06e7e1de"},
     {file = "asyncio-3.4.3-cp33-none-win_amd64.whl", hash = "sha256:c46a87b48213d7464f22d9a497b9eef8c1928b68320a2fa94240f969f6fec08c"},
@@ -227,7 +222,6 @@ description = "PEP 224 implementation"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "attributes-doc-0.4.0.tar.gz", hash = "sha256:b1576c94a714e9fc2c65c47cf10d0c8e1a5f7c4f5ae7f69006be108d95cbfbfb"},
     {file = "attributes_doc-0.4.0-py2.py3-none-any.whl", hash = "sha256:4c3007d9e58f3a6cb4b9c614c4d4ce2d92161581f28e594ddd8241cc3a113bdd"},
@@ -240,19 +234,18 @@ description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
     {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
 [[package]]
 name = "avro"
@@ -261,7 +254,7 @@ description = "Avro is a serialization and RPC framework."
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "avro-1.12.0-py2.py3-none-any.whl", hash = "sha256:9a255c72e1837341dd4f6ff57b2b6f68c0f0cecdef62dd04962e10fd33bec05b"},
     {file = "avro-1.12.0.tar.gz", hash = "sha256:cad9c53b23ceed699c7af6bddced42e2c572fd6b408c257a7d4fc4e8cf2e2d6b"},
@@ -278,7 +271,6 @@ description = "Function decoration for backoff and retry"
 optional = false
 python-versions = ">=3.7,<4.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
@@ -291,7 +283,7 @@ description = "Screen-scraping library"
 optional = true
 python-versions = ">=3.6.0"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
     {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
@@ -314,7 +306,6 @@ description = "When they're not builtins, they're boltons."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "boltons-25.0.0-py3-none-any.whl", hash = "sha256:dc9fb38bf28985715497d1b54d00b62ea866eca3938938ea9043e254a3a6ca62"},
     {file = "boltons-25.0.0.tar.gz", hash = "sha256:e110fbdc30b7b9868cb604e3f71d4722dd8f4dcb4a5ddd06028ba8f1ab0b5ace"},
@@ -327,7 +318,6 @@ description = "Bash style brace expander."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "bracex-2.5.post1-py3-none-any.whl", hash = "sha256:13e5732fec27828d6af308628285ad358047cec36801598368cb28bc631dbaf6"},
     {file = "bracex-2.5.post1.tar.gz", hash = "sha256:12c50952415bfa773d2d9ccb8e79651b8cdb1f31a42f6091b804f6ba2b4a66b6"},
@@ -340,7 +330,6 @@ description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
     {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
@@ -353,7 +342,6 @@ description = "Composable complex class support for attrs and dataclasses."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cattrs-24.1.2-py3-none-any.whl", hash = "sha256:67c7495b760168d931a10233f979b28dc04daf853b30752246f4f8471c6d68d0"},
     {file = "cattrs-24.1.2.tar.gz", hash = "sha256:8028cfe1ff5382df59dd36474a86e02d817b06eaf8af84555441bac915d2ef85"},
@@ -368,8 +356,8 @@ typing-extensions = {version = ">=4.1.0,<4.6.3 || >4.6.3", markers = "python_ver
 bson = ["pymongo (>=4.4.0)"]
 cbor2 = ["cbor2 (>=5.4.6)"]
 msgpack = ["msgpack (>=1.0.5)"]
-msgspec = ["msgspec (>=0.18.5)"]
-orjson = ["orjson (>=3.9.2)"]
+msgspec = ["msgspec (>=0.18.5) ; implementation_name == \"cpython\""]
+orjson = ["orjson (>=3.9.2) ; implementation_name == \"cpython\""]
 pyyaml = ["pyyaml (>=6.0)"]
 tomlkit = ["tomlkit (>=0.11.8)"]
 ujson = ["ujson (>=5.7.0)"]
@@ -381,7 +369,6 @@ description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
     {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
@@ -394,7 +381,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and platform_python_implementation != \"PyPy\""
+markers = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -475,7 +462,7 @@ description = "Universal encoding detector for Python 3"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "chardet-5.2.0-py3-none-any.whl", hash = "sha256:e1cf59446890a00105fe7b7912492ea04b6e6f06d4b742b2c788469e34c82970"},
     {file = "chardet-5.2.0.tar.gz", hash = "sha256:1b3b6ff479a8c414bc3fa2c0852995695c4a026dcd6d0633b2dd092ca39c1cf7"},
@@ -488,7 +475,6 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -591,7 +577,6 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -607,7 +592,7 @@ description = ""
 optional = true
 python-versions = ">=3.7,<4.0"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "cohere-4.21-py3-none-any.whl", hash = "sha256:5eb81db62e78b3156e734421cc3e657054f9d9f1d68b9f38cf48fe3a8ae40dbc"},
     {file = "cohere-4.21.tar.gz", hash = "sha256:f611438f409dfc5d5a0a153a585349f5a80b169c7102b5994d9999ecf8440866"},
@@ -628,7 +613,7 @@ description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["main", "dev"]
-markers = "(platform_system == \"Windows\" or sys_platform == \"win32\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -641,7 +626,7 @@ description = "Python library for calculating contours of 2D quadrilateral grids
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "contourpy-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a045f341a77b77e1c5de31e74e966537bba9f3c4099b35bf4c2e3939dd54cdab"},
     {file = "contourpy-1.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:500360b77259914f7805af7462e41f9cb7ca92ad38e9f94d6c8641b089338124"},
@@ -716,7 +701,6 @@ description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "coverage-7.6.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5c912978f7fbf47ef99cec50c4401340436d200d41d714c7a4766f377c5b7b78"},
     {file = "coverage-7.6.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a01ec4af7dfeb96ff0078ad9a48810bb0cc8abcb0115180c6013a6b26237626c"},
@@ -786,7 +770,7 @@ files = [
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
-toml = ["tomli"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "cramjam"
@@ -795,7 +779,7 @@ description = "Thin Python bindings to de/compression algorithms in Rust"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "cramjam-2.9.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:8e82464d1e00fbbb12958999b8471ba5e9f3d9711954505a0a7b378762332e6f"},
     {file = "cramjam-2.9.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d2df8a6511cc08ef1fccd2e0c65e2ebc9f57574ec8376052a76851af5398810"},
@@ -899,7 +883,6 @@ description = "cryptography is a package which provides cryptographic recipes an
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cryptography-44.0.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:efcfe97d1b3c79e486554efddeb8f6f53a4cdd4cf6086642784fa31fc384e1d7"},
     {file = "cryptography-44.0.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:29ecec49f3ba3f3849362854b7253a9f59799e3763b0c9d0826259a88efa02f1"},
@@ -942,10 +925,10 @@ files = [
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
-pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
+pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.2)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
@@ -958,7 +941,7 @@ description = "Composable style cycles"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -975,7 +958,7 @@ description = "Easily serialize dataclasses to and from JSON."
 optional = true
 python-versions = "<4.0,>=3.7"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"file-based\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "extra == \"vector-db-based\" or extra == \"file-based\""
 files = [
     {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
     {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
@@ -992,7 +975,6 @@ description = "A command line utility to check for unused, missing and transitiv
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "deptry-0.23.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:1f2a6817a37d76e8f6b667381b7caf6ea3e6d6c18b5be24d36c625f387c79852"},
     {file = "deptry-0.23.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:9601b64cc0aed42687fdd5c912d5f1e90d7f7333fb589b14e35bfdfebae866f3"},
@@ -1026,7 +1008,6 @@ description = "Filesystem-like pathing and searching for dictionaries"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dpath-2.2.0-py3-none-any.whl", hash = "sha256:b330a375ded0a0d2ed404440f6c6a715deae5313af40bbb01c8a41d891900576"},
     {file = "dpath-2.2.0.tar.gz", hash = "sha256:34f7e630dc55ea3f219e555726f5da4b4b25f2200319c8e6902c394258dd6a3e"},
@@ -1039,7 +1020,6 @@ description = "Dynamic version generation"
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dunamai-1.23.0-py3-none-any.whl", hash = "sha256:a0906d876e92441793c6a423e16a4802752e723e9c9a5aabdc5535df02dbe041"},
     {file = "dunamai-1.23.0.tar.gz", hash = "sha256:a163746de7ea5acb6dacdab3a6ad621ebc612ed1e528aaa8beedb8887fccd2c4"},
@@ -1055,7 +1035,7 @@ description = "Emoji for Python"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "emoji-2.14.1-py3-none-any.whl", hash = "sha256:35a8a486c1460addb1499e3bf7929d3889b2e2841a57401903699fef595e942b"},
     {file = "emoji-2.14.1.tar.gz", hash = "sha256:f8c50043d79a2c1410ebfae833ae1868d5941a67a6cd4d18377e2eb0bd79346b"},
@@ -1071,7 +1051,7 @@ description = "An implementation of lxml.xmlfile for the standard library"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa"},
     {file = "et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54"},
@@ -1084,7 +1064,7 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -1100,7 +1080,7 @@ description = "Fast read/write of AVRO files"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"file-based\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "extra == \"vector-db-based\" or extra == \"file-based\""
 files = [
     {file = "fastavro-1.8.2-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:0e08964b2e9a455d831f2557402a683d4c4d45206f2ab9ade7c69d3dc14e0e58"},
     {file = "fastavro-1.8.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:401a70b1e5c7161420c6019e0c8afa88f7c8a373468591f5ec37639a903c2509"},
@@ -1142,7 +1122,7 @@ description = "Infer file type and MIME type of any file/buffer. No external dep
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "filetype-1.2.0-py2.py3-none-any.whl", hash = "sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25"},
     {file = "filetype-1.2.0.tar.gz", hash = "sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb"},
@@ -1155,7 +1135,6 @@ description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "flake8-6.1.0-py2.py3-none-any.whl", hash = "sha256:ffdfce58ea94c6580c77888a86506937f9a1a227dfcd15f245d694ae20a6b6e5"},
     {file = "flake8-6.1.0.tar.gz", hash = "sha256:d5b3857f07c030bdb5bf41c7f53799571d75c4491748a3adcd47de929e34cd23"},
@@ -1173,7 +1152,7 @@ description = "Tools to manipulate font files"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "fonttools-4.55.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3b332ea7b7f5f3d99f9bc5a28a23c3824ae72711abf7c4e1d62fa21699fdebe7"},
     {file = "fonttools-4.55.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d8f925909256e62152e7c3e192655dbca3ab8c3cdef7d7b436732727e80feb6"},
@@ -1228,18 +1207,18 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "freezegun"
@@ -1248,7 +1227,6 @@ description = "Let your Python tests travel through time"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "freezegun-1.5.1-py3-none-any.whl", hash = "sha256:bf111d7138a8abe55ab48a71755673dbaa4ab87f4cff5634a4442dfec34c15f1"},
     {file = "freezegun-1.5.1.tar.gz", hash = "sha256:b29dedfcda6d5e8e083ce71b2b542753ad48cfec44037b3fc79702e2980a89e9"},
@@ -1264,7 +1242,7 @@ description = "A list-like structure which implements collections.abc.MutableSeq
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"},
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"},
@@ -1367,7 +1345,6 @@ description = "GenSON is a powerful, user-friendly JSON Schema generator."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "genson-1.3.0-py3-none-any.whl", hash = "sha256:468feccd00274cc7e4c09e84b08704270ba8d95232aa280f65b986139cec67f7"},
     {file = "genson-1.3.0.tar.gz", hash = "sha256:e02db9ac2e3fd29e65b5286f7135762e2cd8a986537c075b06fc5f1517308e37"},
@@ -1380,7 +1357,6 @@ description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_api_core-2.24.2-py3-none-any.whl", hash = "sha256:810a63ac95f3c441b7c0e43d344e372887f62ce9071ba972eacf32672e072de9"},
     {file = "google_api_core-2.24.2.tar.gz", hash = "sha256:81718493daf06d96d6bc76a91c23874dbf2fac0adbbf542831b805ee6e974696"},
@@ -1390,12 +1366,12 @@ files = [
 google-auth = ">=2.14.1,<3.0.0"
 googleapis-common-protos = ">=1.56.2,<2.0.0"
 grpcio = [
-    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
     {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
 ]
 grpcio-status = [
-    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""},
 ]
 proto-plus = ">=1.22.3,<2.0.0"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
@@ -1403,7 +1379,7 @@ requests = ">=2.18.0,<3.0.0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -1414,7 +1390,6 @@ description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_auth-2.39.0-py2.py3-none-any.whl", hash = "sha256:0150b6711e97fb9f52fe599f55648950cc4540015565d8fbb31be2ad6e1548a2"},
     {file = "google_auth-2.39.0.tar.gz", hash = "sha256:73222d43cdc35a3aeacbfdcaf73142a97839f10de930550d89ebfe1d0a00cde7"},
@@ -1428,11 +1403,11 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0)"]
-testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
 [[package]]
@@ -1442,7 +1417,6 @@ description = "Google Cloud Secret Manager API client library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_cloud_secret_manager-2.23.3-py3-none-any.whl", hash = "sha256:fe06ebb2f71eb739ecc6c14ea9e8dafcb9bbc6123b78b2f8986ece6733d23a1a"},
     {file = "google_cloud_secret_manager-2.23.3.tar.gz", hash = "sha256:598c4c0a9d10d49d500eb4aea3255dff250aa2f92c028f5c97e3b367f768c808"},
@@ -1462,7 +1436,6 @@ description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"},
     {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"},
@@ -1482,7 +1455,7 @@ description = "Lightweight in-process concurrent programming"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"sql\") and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "(extra == \"vector-db-based\" or extra == \"sql\") and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"
 files = [
     {file = "greenlet-3.1.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:0bbae94a29c9e5c7e4a2b7f0aae5c17e8e90acbfd3bf6270eeba60c39fce3563"},
     {file = "greenlet-3.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fde093fb93f35ca72a556cf72c92ea3ebfda3d79fc35bb19fbe685853869a83"},
@@ -1570,7 +1543,6 @@ description = "IAM API client library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grpc_google_iam_v1-0.14.2-py3-none-any.whl", hash = "sha256:a3171468459770907926d56a440b2bb643eec1d7ba215f48f3ecece42b4d8351"},
     {file = "grpc_google_iam_v1-0.14.2.tar.gz", hash = "sha256:b3e1fc387a1a329e41672197d0ace9de22c78dd7d215048c4c78712073f7bd20"},
@@ -1588,7 +1560,6 @@ description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grpcio-1.71.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:c200cb6f2393468142eb50ab19613229dcc7829b5ccee8b658a36005f6669fdd"},
     {file = "grpcio-1.71.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:b2266862c5ad664a380fbbcdbdb8289d71464c42a8c29053820ee78ba0119e5d"},
@@ -1653,7 +1624,6 @@ description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grpcio-status-1.62.3.tar.gz", hash = "sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485"},
     {file = "grpcio_status-1.62.3-py3-none-any.whl", hash = "sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8"},
@@ -1671,7 +1641,6 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -1684,7 +1653,6 @@ description = "A minimal low-level HTTP client."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -1707,7 +1675,6 @@ description = "The next generation HTTP client."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1720,7 +1687,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1733,7 +1700,6 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1749,7 +1715,7 @@ description = "Read metadata from Python packages"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
     {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
@@ -1761,7 +1727,7 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\"", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "iniconfig"
@@ -1770,7 +1736,6 @@ description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -1783,7 +1748,6 @@ description = "An ISO 8601 date/time/duration parser and formatter"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "isodate-0.6.1-py2.py3-none-any.whl", hash = "sha256:0751eece944162659049d35f4f549ed815792b38793f07cf73381c1c87cbed96"},
     {file = "isodate-0.6.1.tar.gz", hash = "sha256:48c5881de7e8b0a0d648cb024c8062dc84e7b840ed81e864c7614fd3c127bde9"},
@@ -1799,7 +1763,6 @@ description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -1818,7 +1781,6 @@ description = "Lightweight pipelining with Python functions"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -1831,7 +1793,6 @@ description = "Apply JSON-Patches (RFC 6902)"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -1847,7 +1808,6 @@ description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -1860,7 +1820,6 @@ description = "An implementation of JSON Reference for Python"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonref-0.2-py3-none-any.whl", hash = "sha256:b1e82fa0b62e2c2796a13e5401fe51790b248f6d9bf9d7212a3e31a3501b291f"},
     {file = "jsonref-0.2.tar.gz", hash = "sha256:f3c45b121cf6257eafabdc3a8008763aed1cd7da06dbabc59a9e4d2a5e4e6697"},
@@ -1873,7 +1832,6 @@ description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
     {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
@@ -1894,7 +1852,7 @@ description = "A fast implementation of the Cassowary constraint solver"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"},
@@ -1985,7 +1943,7 @@ description = "Building applications with LLMs through composability"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "langchain-0.1.16-py3-none-any.whl", hash = "sha256:bc074cc5e51fad79b9ead1572fc3161918d0f614a6c8f0460543d505ad249ac7"},
     {file = "langchain-0.1.16.tar.gz", hash = "sha256:b6bce78f8c071baa898884accfff15c3d81da2f0dd86c20e2f4c80b41463f49f"},
@@ -2014,11 +1972,11 @@ cli = ["typer (>=0.9.0,<0.10.0)"]
 cohere = ["cohere (>=4,<6)"]
 docarray = ["docarray[hnswlib] (>=0.32.0,<0.33.0)"]
 embeddings = ["sentence-transformers (>=2,<3)"]
-extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cohere (>=4,<6)", "couchbase (>=4.1.9,<5.0.0)", "dashvector (>=1.0.1,<2.0.0)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "langchain-openai (>=0.0.2,<0.1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0)", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "upstash-redis (>=0.15.0,<0.16.0)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
+extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cohere (>=4,<6)", "couchbase (>=4.1.9,<5.0.0)", "dashvector (>=1.0.1,<2.0.0)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "langchain-openai (>=0.0.2,<0.1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0) ; python_full_version >= \"3.8.1\" and python_version < \"3.12\"", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0) ; python_full_version >= \"3.8.1\" and python_full_version != \"3.9.7\" and python_version < \"4.0\"", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "upstash-redis (>=0.15.0,<0.16.0)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
 javascript = ["esprima (>=4.0.1,<5.0.0)"]
 llms = ["clarifai (>=9.1.0)", "cohere (>=4,<6)", "huggingface_hub (>=0,<1)", "manifest-ml (>=0.0.1,<0.0.2)", "nlpcloud (>=1,<2)", "openai (<2)", "openlm (>=0.0.5,<0.0.6)", "torch (>=1,<3)", "transformers (>=4,<5)"]
-openai = ["openai (<2)", "tiktoken (>=0.3.2,<0.6.0)"]
-qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"]
+openai = ["openai (<2)", "tiktoken (>=0.3.2,<0.6.0) ; python_version >= \"3.9\""]
+qdrant = ["qdrant-client (>=1.3.1,<2.0.0) ; python_full_version >= \"3.8.1\" and python_version < \"3.12\""]
 text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
 [[package]]
@@ -2028,7 +1986,7 @@ description = "Community contributed LangChain integrations."
 optional = true
 python-versions = "<4.0,>=3.8.1"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "langchain_community-0.0.32-py3-none-any.whl", hash = "sha256:406977009999952d0705de3806de2b4867e9bb8eda8ca154a59c7a8ed58da38d"},
     {file = "langchain_community-0.0.32.tar.gz", hash = "sha256:1510217d646c8380f54e9850351f6d2a0b0dd73c501b666c6f4b40baa8160b29"},
@@ -2047,7 +2005,7 @@ tenacity = ">=8.1.0,<9.0.0"
 
 [package.extras]
 cli = ["typer (>=0.9.0,<0.10.0)"]
-extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "azure-ai-documentintelligence (>=1.0.0b1,<2.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cloudpickle (>=2.0.0)", "cohere (>=4,<5)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "elasticsearch (>=8.12.0,<9.0.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "friendli-client (>=1.2.4,<2.0.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "gradientai (>=1.4.0,<2.0.0)", "hdbcli (>=2.19.21,<3.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "httpx (>=0.24.1,<0.25.0)", "httpx-sse (>=0.4.0,<0.5.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "nvidia-riva-client (>=2.14.0,<3.0.0)", "oci (>=2.119.1,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "oracle-ads (>=2.9.1,<3.0.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "premai (>=0.3.25,<0.4.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pyjwt (>=2.8.0,<3.0.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0)", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "tidb-vector (>=0.0.3,<1.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "tree-sitter (>=0.20.2,<0.21.0)", "tree-sitter-languages (>=1.8.0,<2.0.0)", "upstash-redis (>=0.15.0,<0.16.0)", "vdms (>=0.0.20,<0.0.21)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
+extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "azure-ai-documentintelligence (>=1.0.0b1,<2.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cloudpickle (>=2.0.0)", "cohere (>=4,<5)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "elasticsearch (>=8.12.0,<9.0.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "friendli-client (>=1.2.4,<2.0.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "gradientai (>=1.4.0,<2.0.0)", "hdbcli (>=2.19.21,<3.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "httpx (>=0.24.1,<0.25.0)", "httpx-sse (>=0.4.0,<0.5.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "nvidia-riva-client (>=2.14.0,<3.0.0)", "oci (>=2.119.1,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "oracle-ads (>=2.9.1,<3.0.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "premai (>=0.3.25,<0.4.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pyjwt (>=2.8.0,<3.0.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0) ; python_full_version >= \"3.8.1\" and python_version < \"3.12\"", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0) ; python_full_version >= \"3.8.1\" and python_full_version != \"3.9.7\" and python_version < \"4.0\"", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "tidb-vector (>=0.0.3,<1.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "tree-sitter (>=0.20.2,<0.21.0)", "tree-sitter-languages (>=1.8.0,<2.0.0)", "upstash-redis (>=0.15.0,<0.16.0)", "vdms (>=0.0.20,<0.0.21)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
 
 [[package]]
 name = "langchain-core"
@@ -2056,7 +2014,6 @@ description = "Building applications with LLMs through composability"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_core-0.1.42-py3-none-any.whl", hash = "sha256:c5653ffa08a44f740295c157a24c0def4a753333f6a2c41f76bf431cd00be8b5"},
     {file = "langchain_core-0.1.42.tar.gz", hash = "sha256:40751bf60ea5d8e2b2efe65290db434717ee3834870c002e40e2811f09d814e6"},
@@ -2080,7 +2037,7 @@ description = "LangChain text splitting utilities"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "langchain_text_splitters-0.0.2-py3-none-any.whl", hash = "sha256:13887f32705862c1e1454213cb7834a63aae57c26fcd80346703a1d09c46168d"},
     {file = "langchain_text_splitters-0.0.2.tar.gz", hash = "sha256:ac8927dc0ba08eba702f6961c9ed7df7cead8de19a9f7101ab2b5ea34201b3c1"},
@@ -2099,7 +2056,7 @@ description = "Language detection library ported from Google's language-detectio
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "langdetect-1.0.9-py2-none-any.whl", hash = "sha256:7cbc0746252f19e76f77c0b1690aadf01963be835ef0cd4b56dddf2a8f1dfc2a"},
     {file = "langdetect-1.0.9.tar.gz", hash = "sha256:cbc1fef89f8d062739774bd51eda3da3274006b3661d199c2655f6b3f6d605a0"},
@@ -2115,7 +2072,6 @@ description = "Client library to connect to the LangSmith LLM Tracing and Evalua
 optional = true
 python-versions = "<4.0,>=3.8.1"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langsmith-0.1.147-py3-none-any.whl", hash = "sha256:7166fc23b965ccf839d64945a78e9f1157757add228b086141eb03a60d699a15"},
     {file = "langsmith-0.1.147.tar.gz", hash = "sha256:2e933220318a4e73034657103b3b1a3a6109cc5db3566a7e8e03be8d6d7def7a"},
@@ -2141,7 +2097,6 @@ description = "Links recognition library with FULL unicode support."
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "linkify-it-py-2.0.3.tar.gz", hash = "sha256:68cda27e162e9215c17d786649d1da0021a451bdc436ef9e0fa0ba5234b9b048"},
     {file = "linkify_it_py-2.0.3-py3-none-any.whl", hash = "sha256:6bcbc417b0ac14323382aef5c5192c0075bf8a9d6b41820a2b66371eac6b6d79"},
@@ -2163,7 +2118,7 @@ description = "Powerful and Pythonic XML processing library combining libxml2/li
 optional = true
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "lxml-5.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:dd36439be765e2dde7660212b5275641edbc813e7b24668831a5c8ac91180656"},
     {file = "lxml-5.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ae5fe5c4b525aa82b8076c1a59d642c17b6e8739ecf852522c6321852178119d"},
@@ -2319,7 +2274,7 @@ description = "Python implementation of John Gruber's Markdown."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
     {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
@@ -2336,7 +2291,6 @@ description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2364,7 +2318,6 @@ description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2436,7 +2389,7 @@ description = "A lightweight library for converting complex datatypes to and fro
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"file-based\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "extra == \"vector-db-based\" or extra == \"file-based\""
 files = [
     {file = "marshmallow-3.25.1-py3-none-any.whl", hash = "sha256:ec5d00d873ce473b7f2ffcb7104286a376c354cab0c2fa12f5573dab03e87210"},
     {file = "marshmallow-3.25.1.tar.gz", hash = "sha256:f4debda3bb11153d81ac34b0d582bf23053055ee11e791b54b4b35493468040a"},
@@ -2457,7 +2410,7 @@ description = "Python plotting package"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "matplotlib-3.10.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2c5829a5a1dd5a71f0e31e6e8bb449bc0ee9dbfb05ad28fc0c6b55101b3a4be6"},
     {file = "matplotlib-3.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a2a43cbefe22d653ab34bb55d42384ed30f611bcbdea1f8d7f431011a2e1c62e"},
@@ -2516,7 +2469,6 @@ description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -2529,7 +2481,6 @@ description = "Collection of plugins for markdown-it-py"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mdit_py_plugins-0.4.2-py3-none-any.whl", hash = "sha256:0c673c3f889399a33b95e88d2f0d111b4447bdfea7f237dab2d488f459835636"},
     {file = "mdit_py_plugins-0.4.2.tar.gz", hash = "sha256:5f2cd1fdb606ddf152d37ec30e46101a60512bc0e5fa1a7002c36647b09e26b5"},
@@ -2550,7 +2501,6 @@ description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2563,7 +2513,6 @@ description = "A memory profiler for Python applications"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "memray-1.15.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:9b623c0c651d611dd068236566a8a202250e3d59307c3a3f241acc47835e73eb"},
     {file = "memray-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:74765f92887b7eed152e3b9f14c147c43bf0247417b18c7ea0dec173cd01633c"},
@@ -2617,10 +2566,10 @@ textual = ">=0.41.0"
 
 [package.extras]
 benchmark = ["asv"]
-dev = ["Cython", "IPython", "asv", "black", "bump2version", "check-manifest", "flake8", "furo", "greenlet", "ipython", "isort", "mypy", "packaging", "pytest", "pytest-cov", "pytest-textual-snapshot", "setuptools", "sphinx", "sphinx-argparse", "textual (>=0.43,!=0.65.2,!=0.66)", "towncrier"]
+dev = ["Cython", "IPython", "asv", "black", "bump2version", "check-manifest", "flake8", "furo", "greenlet ; python_version < \"3.14\"", "ipython", "isort", "mypy", "packaging", "pytest", "pytest-cov", "pytest-textual-snapshot", "setuptools ; python_version >= \"3.12\"", "sphinx", "sphinx-argparse", "textual (>=0.43,!=0.65.2,!=0.66)", "towncrier"]
 docs = ["IPython", "bump2version", "furo", "sphinx", "sphinx-argparse", "towncrier"]
 lint = ["black", "check-manifest", "flake8", "isort", "mypy"]
-test = ["Cython", "greenlet", "ipython", "packaging", "pytest", "pytest-cov", "pytest-textual-snapshot", "setuptools", "textual (>=0.43,!=0.65.2,!=0.66)"]
+test = ["Cython", "greenlet ; python_version < \"3.14\"", "ipython", "packaging", "pytest", "pytest-cov", "pytest-textual-snapshot", "setuptools ; python_version >= \"3.12\"", "textual (>=0.43,!=0.65.2,!=0.66)"]
 
 [[package]]
 name = "multidict"
@@ -2629,7 +2578,7 @@ description = "multidict implementation"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
@@ -2735,7 +2684,6 @@ description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mypy-1.14.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:52686e37cf13d559f668aa398dd7ddf1f92c5d613e4f8cb262be2fb4fedb0fcb"},
     {file = "mypy-1.14.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1fb545ca340537d4b45d3eecdb3def05e913299ca72c290326be19b3804b39c0"},
@@ -2800,7 +2748,7 @@ files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
 ]
-markers = {main = "(extra == \"vector-db-based\" or extra == \"file-based\") and (python_version <= \"3.11\" or python_version >= \"3.12\")", dev = "python_version <= \"3.11\" or python_version >= \"3.12\""}
+markers = {main = "extra == \"vector-db-based\" or extra == \"file-based\""}
 
 [[package]]
 name = "nltk"
@@ -2809,7 +2757,6 @@ description = "Natural Language Toolkit"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nltk-3.9.1-py3-none-any.whl", hash = "sha256:4fa26829c5b00715afe3061398a8989dc643b92ce7dd93fb4585a70930d168a1"},
     {file = "nltk-3.9.1.tar.gz", hash = "sha256:87d127bd3de4bd89a4f81265e5fa59cb1b199b27440175370f7417d2bc7ae868"},
@@ -2836,7 +2783,6 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -2883,7 +2829,7 @@ description = "Python client library for the OpenAI API"
 optional = true
 python-versions = ">=3.7.1"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "openai-0.27.9-py3-none-any.whl", hash = "sha256:6a3cf8e276d1a6262b50562fbc0cba7967cfebb78ed827d375986b48fdad6475"},
     {file = "openai-0.27.9.tar.gz", hash = "sha256:b687761c82f5ebb6f61efc791b2083d2d068277b94802d4d1369efe39851813d"},
@@ -2916,7 +2862,7 @@ description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "openpyxl-3.1.5-py2.py3-none-any.whl", hash = "sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2"},
     {file = "openpyxl-3.1.5.tar.gz", hash = "sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050"},
@@ -2932,7 +2878,6 @@ description = "Fast, correct Python JSON library supporting dataclasses, datetim
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "orjson-3.10.15-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:552c883d03ad185f720d0c09583ebde257e41b9521b74ff40e08b7dec4559c04"},
     {file = "orjson-3.10.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:616e3e8d438d02e4854f70bfdc03a6bcdb697358dbaa6bcd19cbe24d24ece1f8"},
@@ -3022,7 +2967,6 @@ description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "packaging-23.2-py3-none-any.whl", hash = "sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7"},
     {file = "packaging-23.2.tar.gz", hash = "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5"},
@@ -3035,7 +2979,6 @@ description = "Powerful data structures for data analysis, time series, and stat
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pandas-2.2.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:90c6fca2acf139569e74e8781709dccb6fe25940488755716d1d354d6bc58bce"},
     {file = "pandas-2.2.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c7adfc142dac335d8c1e0dcbd37eb8617eac386596eb9e1a1b77791cf2498238"},
@@ -3070,9 +3013,9 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -3110,7 +3053,7 @@ description = "Type annotations for pandas"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "pandas_stubs-2.2.3.241126-py3-none-any.whl", hash = "sha256:74aa79c167af374fe97068acc90776c0ebec5266a6e5c69fe11e9c2cf51f2267"},
     {file = "pandas_stubs-2.2.3.241126.tar.gz", hash = "sha256:cf819383c6d9ae7d4dabf34cd47e1e45525bb2f312e6ad2939c2c204cb708acd"},
@@ -3127,7 +3070,6 @@ description = "Bring colors to your terminal."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pastel-0.2.1-py2.py3-none-any.whl", hash = "sha256:4349225fcdf6c2bb34d483e523475de5bb04a5c10ef711263452cb37d7dd4364"},
     {file = "pastel-0.2.1.tar.gz", hash = "sha256:e6581ac04e973cac858828c6202c1e1e81fee1dc7de7683f3e1ffe0bfd8a573d"},
@@ -3140,7 +3082,7 @@ description = "A wrapper around the pdftoppm and pdftocairo command line tools t
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "pdf2image-1.16.3-py3-none-any.whl", hash = "sha256:b6154164af3677211c22cbb38b2bd778b43aca02758e962fe1e231f6d3b0e380"},
     {file = "pdf2image-1.16.3.tar.gz", hash = "sha256:74208810c2cef4d9e347769b8e62a52303982ddb4f2dfd744c7ab4b940ae287e"},
@@ -3156,7 +3098,7 @@ description = "PDF parser and analyzer"
 optional = true
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "pdfminer.six-20221105-py3-none-any.whl", hash = "sha256:1eaddd712d5b2732f8ac8486824533514f8ba12a0787b3d5fe1e686cd826532d"},
     {file = "pdfminer.six-20221105.tar.gz", hash = "sha256:8448ab7b939d18b64820478ecac5394f482d7a79f5f7eaa7703c6c959c175e1d"},
@@ -3178,7 +3120,6 @@ description = "API Documentation for Python Projects"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pdoc-15.0.1-py3-none-any.whl", hash = "sha256:fd437ab8eb55f9b942226af7865a3801e2fb731665199b74fd9a44737dbe20f9"},
     {file = "pdoc-15.0.1.tar.gz", hash = "sha256:3b08382c9d312243ee6c2a1813d0ff517a6ab84d596fa2c6c6b5255b17c3d666"},
@@ -3196,7 +3137,7 @@ description = "Python Imaging Library (Fork)"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"file-based\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "extra == \"vector-db-based\" or extra == \"file-based\""
 files = [
     {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
     {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
@@ -3276,7 +3217,7 @@ docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -3286,7 +3227,6 @@ description = "A small Python package for determining appropriate platform-speci
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -3304,7 +3244,7 @@ description = "An open-source, interactive data visualization library for Python
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "plotly-5.24.1-py3-none-any.whl", hash = "sha256:f67073a1e637eb0dc3e46324d9d51e2fe76e9727c892dde64ddf1e1b51f29089"},
     {file = "plotly-5.24.1.tar.gz", hash = "sha256:dbc8ac8339d248a4bcc36e08a5659bacfe1b079390b8953533f4eb22169b4bae"},
@@ -3321,7 +3261,6 @@ description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -3338,7 +3277,6 @@ description = "A task runner that works well with poetry."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "poethepoet-0.24.4-py3-none-any.whl", hash = "sha256:fb4ea35d7f40fe2081ea917d2e4102e2310fda2cde78974050ca83896e229075"},
     {file = "poethepoet-0.24.4.tar.gz", hash = "sha256:ff4220843a87c888cbcb5312c8905214701d0af60ac7271795baa8369b428fef"},
@@ -3358,7 +3296,7 @@ description = "Accelerated property cache"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6b3f39a85d671436ee3d12c017f8fdea38509e4f25b28eb25877293c98c243f6"},
     {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39d51fbe4285d5db5d92a929e3e21536ea3dd43732c5b177c7ef03f918dff9f2"},
@@ -3451,7 +3389,6 @@ description = "Beautiful, Pythonic protocol buffers"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"},
     {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"},
@@ -3470,7 +3407,6 @@ description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "protobuf-5.29.4-cp310-abi3-win32.whl", hash = "sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7"},
     {file = "protobuf-5.29.4-cp310-abi3-win_amd64.whl", hash = "sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d"},
@@ -3492,7 +3428,6 @@ description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "psutil-6.1.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:ff34df86226c0227c52f38b919213157588a678d049688eded74c76c8ba4a5d0"},
     {file = "psutil-6.1.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:c0e0c00aa18ca2d3b2b991643b799a15fc8f0563d2ebb6040f64ce8dc027b942"},
@@ -3524,7 +3459,7 @@ description = "Python library for Apache Arrow"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "pyarrow-19.0.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:fc28912a2dc924dddc2087679cc8b7263accc71b9ff025a1362b004711661a69"},
     {file = "pyarrow-19.0.1-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:fca15aabbe9b8355800d923cc2e82c8ef514af321e18b437c3d782aa884eaeec"},
@@ -3580,7 +3515,6 @@ description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -3593,7 +3527,6 @@ description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
     {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
@@ -3609,7 +3542,6 @@ description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
     {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
@@ -3622,7 +3554,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and platform_python_implementation != \"PyPy\""
+markers = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -3635,7 +3567,6 @@ description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"},
     {file = "pydantic-2.10.5.tar.gz", hash = "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff"},
@@ -3648,7 +3579,7 @@ typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -3657,7 +3588,6 @@ description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2d367ca20b2f14095a8f4fa1210f5a7b78b8a20009ecced6b12818f455b1e9fa"},
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:491a2b73db93fab69731eaee494f320faa4e093dbed776be1a829c2eb222c34c"},
@@ -3771,7 +3701,6 @@ description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyflakes-3.1.0-py2.py3-none-any.whl", hash = "sha256:4132f6d49cb4dae6819e5379898f2b8cce3c5f23994194c24b77d5da2e36f774"},
     {file = "pyflakes-3.1.0.tar.gz", hash = "sha256:a0aae034c444db0071aa077972ba4768d40c830d9539fd45bf4cd3f8f6992efc"},
@@ -3784,7 +3713,6 @@ description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -3800,7 +3728,6 @@ description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
     {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
@@ -3819,7 +3746,6 @@ description = "A development tool to measure, monitor and analyze the memory beh
 optional = false
 python-versions = ">=3.6"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "Pympler-1.1-py3-none-any.whl", hash = "sha256:5b223d6027d0619584116a0cbc28e8d2e378f7a79c1e5e024f9ff3b673c58506"},
     {file = "pympler-1.1.tar.gz", hash = "sha256:1eaa867cb8992c218430f1708fdaccda53df064144d1c5656b1e6f1ee6000424"},
@@ -3835,7 +3761,7 @@ description = "pyparsing module - Classes and methods to define and execute pars
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1"},
     {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
@@ -3851,7 +3777,6 @@ description = "pyproject-flake8 (`pflake8`), a monkey patching wrapper to connec
 optional = false
 python-versions = ">=3.8.1"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyproject_flake8-6.1.0-py3-none-any.whl", hash = "sha256:86ea5559263c098e1aa4f866776aa2cf45362fd91a576b9fd8fbbbb55db12c4e"},
     {file = "pyproject_flake8-6.1.0.tar.gz", hash = "sha256:6da8e5a264395e0148bc11844c6fb50546f1fac83ac9210f7328664135f9e70f"},
@@ -3868,7 +3793,6 @@ description = "Python Rate-Limiter using Leaky-Bucket Algorithm"
 optional = false
 python-versions = ">=3.8,<4.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyrate_limiter-3.1.1-py3-none-any.whl", hash = "sha256:c51906f1d51d56dc992ff6c26e8300e32151bc6cfa3e6559792e31971dfd4e2b"},
     {file = "pyrate_limiter-3.1.1.tar.gz", hash = "sha256:2f57eda712687e6eccddf6afe8f8a15b409b97ed675fe64a626058f12863b7b7"},
@@ -3885,7 +3809,6 @@ description = "Persistent/Functional/Immutable data structures"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyrsistent-0.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8c3aba3e01235221e5b229a6c05f585f344734bd1ad42a8ac51493d74722bbce"},
     {file = "pyrsistent-0.20.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c1beb78af5423b879edaf23c5591ff292cf7c33979734c99aa66d5914ead880f"},
@@ -3928,7 +3851,7 @@ description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "pytesseract-0.3.10-py3-none-any.whl", hash = "sha256:8f22cc98f765bf13517ead0c70effedb46c153540d25783e04014f28b55a5fc6"},
     {file = "pytesseract-0.3.10.tar.gz", hash = "sha256:f1c3a8b0f07fd01a1085d451f5b8315be6eec1d5577a6796d46dc7a62bd4120f"},
@@ -3945,7 +3868,6 @@ description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
     {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
@@ -3969,7 +3891,6 @@ description = "Pytest plugin for measuring coverage."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0"},
     {file = "pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35"},
@@ -3989,7 +3910,6 @@ description = "pytest-httpserver is a httpserver for pytest"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest_httpserver-1.1.1-py3-none-any.whl", hash = "sha256:aadc744bfac773a2ea93d05c2ef51fa23c087e3cc5dace3ea9d45cdd4bfe1fe8"},
     {file = "pytest_httpserver-1.1.1.tar.gz", hash = "sha256:e5c46c62c0aa65e5d4331228cb2cb7db846c36e429c3e74ca806f284806bf7c6"},
@@ -4005,7 +3925,6 @@ description = "A simple plugin to use with pytest"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest_memray-1.7.0-py3-none-any.whl", hash = "sha256:b896718c1adf6d0cd339dfaaaa5620f035c9919e1199a79b3453804a1254306f"},
     {file = "pytest_memray-1.7.0.tar.gz", hash = "sha256:c18fa907d2210b42f4096c093e2d3416dfc002dcaa450ef3f9ba819bc3dd8f5f"},
@@ -4027,7 +3946,6 @@ description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"},
     {file = "pytest_mock-3.14.0-py3-none-any.whl", hash = "sha256:0b72c38033392a5f4621342fe11e9219ac11ec9d375f8e2a0c164539e0d70f6f"},
@@ -4046,7 +3964,7 @@ description = "Python binding for Rust's library for reading excel and odf file
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "python_calamine-0.2.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:f292a03591b1cab1537424851b74baa33b0a55affc315248a7592ba3de1c3e83"},
     {file = "python_calamine-0.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6cfbd23d1147f53fd70fddfb38af2a98896ecad069c9a4120e77358a6fc43b39"},
@@ -4157,7 +4075,6 @@ description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4173,7 +4090,7 @@ description = "Create, read, and update Microsoft Word .docx files."
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "python_docx-1.1.2-py3-none-any.whl", hash = "sha256:08c20d6058916fb19853fcf080f7f42b6270d89eac9fa5f8c15f691c0017fabe"},
     {file = "python_docx-1.1.2.tar.gz", hash = "sha256:0cf1f22e95b9002addca7948e16f2cd7acdfd498047f1941ca5d293db7762efd"},
@@ -4190,7 +4107,7 @@ description = "ISO 639 language codes, names, and other associated information"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "python_iso639-2024.10.22-py3-none-any.whl", hash = "sha256:02d3ce2e01c6896b30b9cbbd3e1c8ee0d7221250b5d63ea9803e0d2a81fd1047"},
     {file = "python_iso639-2024.10.22.tar.gz", hash = "sha256:750f21b6a0bc6baa24253a3d8aae92b582bf93aa40988361cd96852c2c6d9a52"},
@@ -4206,7 +4123,7 @@ description = "File type identification using libmagic"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "python-magic-0.4.27.tar.gz", hash = "sha256:c1ba14b08e4a5f5c31a302b7721239695b2f0f058d125bd5ce1ee36b9d9d3c3b"},
     {file = "python_magic-0.4.27-py2.py3-none-any.whl", hash = "sha256:c212960ad306f700aa0d01e5d7a325d20548ff97eb9920dcd29513174f0294d3"},
@@ -4219,7 +4136,7 @@ description = "Generate and manipulate Open XML PowerPoint (.pptx) files"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "python-pptx-0.6.21.tar.gz", hash = "sha256:7798a2aaf89563565b3c7120c0acfe9aff775db0db3580544e3bf4840c2e378f"},
 ]
@@ -4236,7 +4153,7 @@ description = "Python library for the snappy compression library from Google"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "python_snappy-0.7.3-py3-none-any.whl", hash = "sha256:074c0636cfcd97e7251330f428064050ac81a52c62ed884fc2ddebbb60ed7f50"},
     {file = "python_snappy-0.7.3.tar.gz", hash = "sha256:40216c1badfb2d38ac781ecb162a1d0ec40f8ee9747e610bcfefdfa79486cee3"},
@@ -4252,7 +4169,6 @@ description = "Universally unique lexicographically sortable identifier"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python_ulid-3.0.0-py3-none-any.whl", hash = "sha256:e4c4942ff50dbd79167ad01ac725ec58f924b4018025ce22c858bfcff99a5e31"},
     {file = "python_ulid-3.0.0.tar.gz", hash = "sha256:e50296a47dc8209d28629a22fc81ca26c00982c78934bd7766377ba37ea49a9f"},
@@ -4268,7 +4184,6 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
     {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
@@ -4281,7 +4196,7 @@ description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["dev"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and platform_system == \"Windows\""
+markers = "platform_system == \"Windows\""
 files = [
     {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"},
     {file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"},
@@ -4310,7 +4225,6 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -4374,7 +4288,6 @@ description = "rapid fuzzy string matching"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rapidfuzz-3.11.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:eb8a54543d16ab1b69e2c5ed96cabbff16db044a50eddfc028000138ca9ddf33"},
     {file = "rapidfuzz-3.11.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:231c8b2efbd7f8d2ecd1ae900363ba168b8870644bb8f2b5aa96e4a7573bde19"},
@@ -4476,7 +4389,6 @@ description = "Alternative regular expression module, to replace re."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"},
@@ -4581,7 +4493,6 @@ description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -4604,7 +4515,6 @@ description = "A persistent cache for python requests"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests_cache-1.2.1-py3-none-any.whl", hash = "sha256:1285151cddf5331067baa82598afe2d47c7495a1334bfe7a7d329b43e9fd3603"},
     {file = "requests_cache-1.2.1.tar.gz", hash = "sha256:68abc986fdc5b8d0911318fbb5f7c80eebcd4d01bfacc6685ecf8876052511d1"},
@@ -4636,7 +4546,6 @@ description = "Mock out responses from the requests package"
 optional = false
 python-versions = ">=3.5"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-mock-1.12.1.tar.gz", hash = "sha256:e9e12e333b525156e82a3c852f22016b9158220d2f47454de9cae8a77d371401"},
     {file = "requests_mock-1.12.1-py2.py3-none-any.whl", hash = "sha256:b1e37054004cdd5e56c84454cc7df12b25f90f382159087f4b6915aaeef39563"},
@@ -4655,7 +4564,6 @@ description = "A utility belt for advanced users of python-requests"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -4671,7 +4579,6 @@ description = "This is a small Python module for parsing Pip requirement files."
 optional = false
 python-versions = "<4.0,>=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requirements_parser-0.11.0-py3-none-any.whl", hash = "sha256:50379eb50311834386c2568263ae5225d7b9d0867fb55cf4ecc93959de2c2684"},
     {file = "requirements_parser-0.11.0.tar.gz", hash = "sha256:35f36dc969d14830bf459803da84f314dc3d17c802592e9e970f63d0359e5920"},
@@ -4688,7 +4595,6 @@ description = "Render rich text, tables, progress bars, syntax highlighting, mar
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
     {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"},
@@ -4709,7 +4615,6 @@ description = "Format click help output nicely with rich"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rich_click-1.8.8-py3-none-any.whl", hash = "sha256:205aabd5a98e64ab2c105dee9e368be27480ba004c7dfa2accd0ed44f9f1550e"},
     {file = "rich_click-1.8.8.tar.gz", hash = "sha256:547c618dea916620af05d4a6456da797fbde904c97901f44d2f32f89d85d6c84"},
@@ -4731,7 +4636,6 @@ description = "Pure-Python RSA implementation"
 optional = false
 python-versions = "<4,>=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762"},
     {file = "rsa-4.9.1.tar.gz", hash = "sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75"},
@@ -4747,7 +4651,6 @@ description = "An extremely fast Python linter and code formatter, written in Ru
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ruff-0.11.5-py3-none-linux_armv6l.whl", hash = "sha256:2561294e108eb648e50f210671cc56aee590fb6167b594144401532138c66c7b"},
     {file = "ruff-0.11.5-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ac12884b9e005c12d0bd121f56ccf8033e1614f736f766c118ad60780882a077"},
@@ -4776,7 +4679,7 @@ description = "A set of python modules for machine learning and data mining"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e"},
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36"},
@@ -4832,7 +4735,7 @@ description = "Fundamental algorithms for scientific computing in Python"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "scipy-1.15.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:c64ded12dcab08afff9e805a67ff4480f5e69993310e093434b10e85dc9d43e1"},
     {file = "scipy-1.15.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:5b190b935e7db569960b48840e5bef71dc513314cc4e79a1b7d14664f57fd4ff"},
@@ -4882,7 +4785,7 @@ numpy = ">=1.23.5,<2.5"
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
 doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.16.5)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "serpyco-rs"
@@ -4891,7 +4794,6 @@ description = ""
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "serpyco_rs-1.13.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:e722b3053e627d8a304e462bce20cae1670a2c4b0ef875b84d0de0081bec4029"},
     {file = "serpyco_rs-1.13.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7f10e89c752ff78d720a42e026b0a9ada70717ad6306a9356f794280167d62bf"},
@@ -4942,25 +4844,24 @@ typing-extensions = "*"
 
 [[package]]
 name = "setuptools"
-version = "78.1.1"
+version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+groups = ["main", "dev"]
 files = [
-    {file = "setuptools-78.1.1-py3-none-any.whl", hash = "sha256:c3a9c4211ff4c309edb8b8c4f1cbfa7ae324c4ba9f91ff254e3d305b9fd54561"},
-    {file = "setuptools-78.1.1.tar.gz", hash = "sha256:fcc17fd9cd898242f6b4adfaca46137a9edef687f43e6f78469692a5e70d851d"},
+    {file = "setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922"},
+    {file = "setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
-core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -4969,7 +4870,6 @@ description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -4982,7 +4882,6 @@ description = "Sniff out which async library your code is running under"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -4995,7 +4894,7 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -5008,7 +4907,7 @@ description = "Database Abstraction Library"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"sql\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "extra == \"vector-db-based\" or extra == \"sql\""
 files = [
     {file = "SQLAlchemy-2.0.37-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:da36c3b0e891808a7542c5c89f224520b9a16c7f5e4d6a1156955605e54aef0e"},
     {file = "SQLAlchemy-2.0.37-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e7402ff96e2b073a98ef6d6142796426d705addd27b9d26c3b32dbaa06d7d069"},
@@ -5105,7 +5004,7 @@ description = "Pretty-print tabular data"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
     {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
@@ -5121,7 +5020,6 @@ description = "Retry code until it succeeds"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
     {file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
@@ -5138,7 +5036,6 @@ description = "Modern Text User Interface framework"
 optional = false
 python-versions = "<4.0.0,>=3.8.1"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "textual-1.0.0-py3-none-any.whl", hash = "sha256:2d4a701781c05104925e463ae370c630567c70c2880e92ab838052e3e23c986f"},
     {file = "textual-1.0.0.tar.gz", hash = "sha256:bec9fe63547c1c552569d1b75d309038b7d456c03f86dfa3706ddb099b151399"},
@@ -5151,7 +5048,7 @@ rich = ">=13.3.3"
 typing-extensions = ">=4.4.0,<5.0.0"
 
 [package.extras]
-syntax = ["tree-sitter (>=0.23.0)", "tree-sitter-bash (>=0.23.0)", "tree-sitter-css (>=0.23.0)", "tree-sitter-go (>=0.23.0)", "tree-sitter-html (>=0.23.0)", "tree-sitter-java (>=0.23.0)", "tree-sitter-javascript (>=0.23.0)", "tree-sitter-json (>=0.24.0)", "tree-sitter-markdown (>=0.3.0)", "tree-sitter-python (>=0.23.0)", "tree-sitter-regex (>=0.24.0)", "tree-sitter-rust (>=0.23.0)", "tree-sitter-sql (>=0.3.0)", "tree-sitter-toml (>=0.6.0)", "tree-sitter-xml (>=0.7.0)", "tree-sitter-yaml (>=0.6.0)"]
+syntax = ["tree-sitter (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-bash (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-css (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-go (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-html (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-java (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-javascript (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-json (>=0.24.0) ; python_version >= \"3.9\"", "tree-sitter-markdown (>=0.3.0) ; python_version >= \"3.9\"", "tree-sitter-python (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-regex (>=0.24.0) ; python_version >= \"3.9\"", "tree-sitter-rust (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-sql (>=0.3.0) ; python_version >= \"3.9\"", "tree-sitter-toml (>=0.6.0) ; python_version >= \"3.9\"", "tree-sitter-xml (>=0.7.0) ; python_version >= \"3.9\"", "tree-sitter-yaml (>=0.6.0) ; python_version >= \"3.9\""]
 
 [[package]]
 name = "threadpoolctl"
@@ -5160,7 +5057,7 @@ description = "threadpoolctl"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
     {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
@@ -5173,7 +5070,7 @@ description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "tiktoken-0.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b07e33283463089c81ef1467180e3e00ab00d46c2c4bbcef0acab5f771d6695e"},
     {file = "tiktoken-0.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9269348cb650726f44dd3bbb3f9110ac19a8dcc8f54949ad3ef652ca22a38e21"},
@@ -5256,7 +5153,7 @@ files = [
     {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
     {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
 ]
-markers = {main = "python_version < \"3.11\"", dev = "python_version <= \"3.11\" or python_version >= \"3.12\""}
+markers = {main = "python_version == \"3.10\""}
 
 [[package]]
 name = "tqdm"
@@ -5265,7 +5162,6 @@ description = "Fast, Extensible Progress Meter"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -5288,7 +5184,6 @@ description = "Typing stubs for cachetools"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types-cachetools-5.5.0.20240820.tar.gz", hash = "sha256:b888ab5c1a48116f7799cd5004b18474cd82b5463acb5ffb2db2fc9c7b053bc0"},
     {file = "types_cachetools-5.5.0.20240820-py3-none-any.whl", hash = "sha256:efb2ed8bf27a4b9d3ed70d33849f536362603a90b8090a328acf0cd42fda82e2"},
@@ -5301,7 +5196,6 @@ description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
     {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
@@ -5314,7 +5208,7 @@ description = "Typing stubs for pytz"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "types_pytz-2024.2.0.20241221-py3-none-any.whl", hash = "sha256:8fc03195329c43637ed4f593663df721fef919b60a969066e22606edf0b53ad5"},
     {file = "types_pytz-2024.2.0.20241221.tar.gz", hash = "sha256:06d7cde9613e9f7504766a0554a270c369434b50e00975b3a4a0f6eed0f2c1a9"},
@@ -5327,7 +5221,6 @@ description = "Typing stubs for PyYAML"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types_PyYAML-6.0.12.20241230-py3-none-any.whl", hash = "sha256:fa4d32565219b68e6dee5f67534c722e53c00d1cfc09c435ef04d7353e1e96e6"},
     {file = "types_pyyaml-6.0.12.20241230.tar.gz", hash = "sha256:7f07622dbd34bb9c8b264fe860a17e0efcad00d50b5f27e93984909d9363498c"},
@@ -5340,7 +5233,6 @@ description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"},
     {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"},
@@ -5356,7 +5248,6 @@ description = "Typing stubs for setuptools"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types_setuptools-75.8.2.20250305-py3-none-any.whl", hash = "sha256:ba80953fd1f5f49e552285c024f75b5223096a38a5138a54d18ddd3fa8f6a2d4"},
     {file = "types_setuptools-75.8.2.20250305.tar.gz", hash = "sha256:a987269b49488f21961a1d99aa8d281b611625883def6392a93855b31544e405"},
@@ -5372,7 +5263,6 @@ description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
     {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
@@ -5385,7 +5275,7 @@ description = "Runtime inspection utilities for typing module."
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "(extra == \"vector-db-based\" or extra == \"file-based\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+markers = "extra == \"vector-db-based\" or extra == \"file-based\""
 files = [
     {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
     {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
@@ -5402,7 +5292,6 @@ description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
     {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
@@ -5415,7 +5304,6 @@ description = "Micro subset of unicode data files for linkify-it-py projects."
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "uc-micro-py-1.0.3.tar.gz", hash = "sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a"},
     {file = "uc_micro_py-1.0.3-py3-none-any.whl", hash = "sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5"},
@@ -5431,7 +5319,7 @@ description = "A library that prepares raw documents for downstream ML tasks."
 optional = true
 python-versions = ">=3.7.0"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "unstructured-0.10.27-py3-none-any.whl", hash = "sha256:3a8a8e44302388ddc39c184059e8b4458f1cdc58032540b9af7d85f6c3eca3be"},
     {file = "unstructured-0.10.27.tar.gz", hash = "sha256:f567b5c4385993a9ab48db5563dd7b413aac4f2002bb22e6250496ea8f440f5e"},
@@ -5513,7 +5401,7 @@ description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "unstructured.pytesseract-0.3.13-py3-none-any.whl", hash = "sha256:8001bc860470d56185176eb3ceb4623e888eba058ca3b30af79003784bc40e19"},
     {file = "unstructured.pytesseract-0.3.13.tar.gz", hash = "sha256:ff2e6391496e457dbf4b4e327f4a4577cce18921ea6570dc74bd64381b10e963"},
@@ -5530,7 +5418,6 @@ description = "URL normalization for Python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "url-normalize-1.4.3.tar.gz", hash = "sha256:d23d3a070ac52a67b83a1c59a0e68f8608d1cd538783b401bc9de2c0fac999b2"},
     {file = "url_normalize-1.4.3-py2.py3-none-any.whl", hash = "sha256:ec3c301f04e5bb676d333a7fa162fa977ad2ca04b7e652bfc9fac4e405728eed"},
@@ -5546,14 +5433,13 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -5565,7 +5451,6 @@ description = "Wildcard/glob file name matcher."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wcmatch-10.0-py3-none-any.whl", hash = "sha256:0dd927072d03c0a6527a20d2e6ad5ba8d0380e60870c383bc533b71744df7b7a"},
     {file = "wcmatch-10.0.tar.gz", hash = "sha256:e72f0de09bba6a04e0de70937b0cf06e55f36f37b3deb422dfaf854b867b840a"},
@@ -5581,7 +5466,6 @@ description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
     {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
@@ -5600,7 +5484,6 @@ description = "Modern datetime library for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "whenever-0.6.16-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:901783ba877b5d73ce5b1bc1697c6097a9ac14c43064788b24ec7dc75a85a90a"},
     {file = "whenever-0.6.16-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4d374cd750ea68adb4ad69d52aef3838eda38ae63183c6135b122772ac053c66"},
@@ -5685,7 +5568,7 @@ description = "A Python module for creating Excel XLSX files."
 optional = true
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
+markers = "extra == \"file-based\""
 files = [
     {file = "XlsxWriter-3.2.0-py3-none-any.whl", hash = "sha256:ecfd5405b3e0e228219bcaf24c2ca0915e012ca9464a14048021d21a995d490e"},
     {file = "XlsxWriter-3.2.0.tar.gz", hash = "sha256:9977d0c661a72866a61f9f7a809e25ebbb0fb7036baa3b9fe74afcfca6b3cb8c"},
@@ -5698,7 +5581,6 @@ description = "Makes working with XML feel like you are working with JSON"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "xmltodict-0.14.2-py2.py3-none-any.whl", hash = "sha256:20cc7d723ed729276e808f26fb6b3599f786cbc37e06c65e192ba77c40f20aac"},
     {file = "xmltodict-0.14.2.tar.gz", hash = "sha256:201e7c28bb210e374999d1dde6382923ab0ed1a8a5faeece48ab525b7810a553"},
@@ -5711,7 +5593,7 @@ description = "Yet another URL library"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"},
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"},
@@ -5809,18 +5691,18 @@ description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
+markers = "extra == \"vector-db-based\""
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [extras]
@@ -5832,4 +5714,4 @@ vector-db-based = ["cohere", "langchain", "openai", "tiktoken"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.13"
-content-hash = "3462b02e03e9f7edd9dec23acde60ad4f7128ace08ce1787556aa0b4bcd25a86"
+content-hash = "5180a321559042764244c1b0f8a3fb4b2032a14f386bcd643c19841a2c602aa2"
diff --git a/pyproject.toml b/pyproject.toml
index 14c5c7959..5059f7fee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -90,6 +90,7 @@ sqlalchemy = {version = "^2.0,!=2.0.36", optional = true }
 xmltodict = ">=0.13,<0.15"
 anyascii = "^0.3.2"
 whenever = "^0.6.16"
+setuptools = "^80.9.0"  # Some connectors depend on this as an undeclared transitive dependency (e.g. source-shopify)
 
 [tool.poetry.group.dev.dependencies]
 freezegun = "*"

From 46ef98d25c94ad1b4c09357844fa1fbe1247917a Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 13:54:18 -0700
Subject: [PATCH 60/66] try build arg fix

---
 airbyte_cdk/utils/docker.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index 231e8dab6..a2120709b 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -78,9 +78,10 @@ def _build_image(
     if build_args:
         for key, value in build_args.items():
             if value is not None:
-                docker_args.append(f"--build-arg={key}={value}")
+                docker_args.extend(["--build-arg", f"{key}={value}"])
             else:
-                docker_args.append(f"--build-arg={key}")
+                docker_args.extend(["--build-arg", key])
+
     docker_args.extend(
         [
             "-t",

From d319dbcb0242df70a3361c47661660dfbe04d36b Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 14:00:13 -0700
Subject: [PATCH 61/66] add guard statements for connector_name and
 connector_directory

---
 airbyte_cdk/utils/docker.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/airbyte_cdk/utils/docker.py b/airbyte_cdk/utils/docker.py
index a2120709b..88050d99f 100644
--- a/airbyte_cdk/utils/docker.py
+++ b/airbyte_cdk/utils/docker.py
@@ -173,6 +173,12 @@ def build_connector_image(
         if platform.machine().lower().startswith(("arm", "aarch"))
         else ArchEnum.AMD64
     )
+    if not connector_name:
+        raise ValueError("Connector name must be provided.")
+    if not connector_directory:
+        raise ValueError("Connector directory must be provided.")
+    if not connector_directory.exists():
+        raise ValueError(f"Connector directory does not exist: {connector_directory}")
 
     connector_kebab_name = connector_name
     connector_dockerfile_dir = connector_directory / "build" / "docker"

From cabe7c140eba57a034981ee1f18321f4123d54dc Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 14:04:10 -0700
Subject: [PATCH 62/66] add deptry exception for setuptools

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 5059f7fee..bc48e6ac6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -225,6 +225,7 @@ DEP001 = [
 # DEP002: Project should not contain unused dependencies.
 # https://deptry.com/rules-violations/#missing-dependencies-dep002
 DEP002 = [
+  "setuptools",  # Incorrectly used without declaring in some connectors (e.g. source-shopify)
   "cryptography",  # Constrained as transitive dependency due to a bug in newer versions
   "google-cloud-secret-manager",  # Deptry can't detect that `google.cloud.secretmanager_v1` uses this package
 

From beb96e4807f5fedbeb8409478fd27eaa114a4cd2 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 14:11:56 -0700
Subject: [PATCH 63/66] fix bug related to inability to scrape connector name
 from connector dir

---
 airbyte_cdk/test/standard_tests/docker_base.py | 8 ++++----
 airbyte_cdk/utils/connector_paths.py           | 6 +++---
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/docker_base.py b/airbyte_cdk/test/standard_tests/docker_base.py
index d87cc7552..c3ee1f060 100644
--- a/airbyte_cdk/test/standard_tests/docker_base.py
+++ b/airbyte_cdk/test/standard_tests/docker_base.py
@@ -131,14 +131,14 @@ def test_docker_image_build_and_spec(
         connector_image_override: str | None,
     ) -> None:
         """Run `docker_image` acceptance tests."""
-        connector_root = self.get_connector_root_dir()
+        connector_root = self.get_connector_root_dir().absolute()
         metadata = MetadataFile.from_file(connector_root / "metadata.yaml")
 
         connector_image: str | None = connector_image_override
         if not connector_image:
             tag = "dev-latest"
             connector_image = build_connector_image(
-                connector_name=connector_root.name,
+                connector_name=connector_root.absolute().name,
                 connector_directory=connector_root,
                 metadata=metadata,
                 tag=tag,
@@ -192,7 +192,7 @@ def test_docker_image_build_and_check(
         if not connector_image:
             tag = "dev-latest"
             connector_image = build_connector_image(
-                connector_name=connector_root.name,
+                connector_name=connector_root.absolute().name,
                 connector_directory=connector_root,
                 metadata=metadata,
                 tag=tag,
@@ -269,7 +269,7 @@ def test_docker_image_build_and_read(
 
         tag = "dev-latest"
         connector_root = self.get_connector_root_dir()
-        connector_name = connector_root.name
+        connector_name = connector_root.absolute().name
         metadata = MetadataFile.from_file(connector_root / "metadata.yaml")
         connector_image: str | None = connector_image_override
         if not connector_image:
diff --git a/airbyte_cdk/utils/connector_paths.py b/airbyte_cdk/utils/connector_paths.py
index c05a195e3..86ce48e61 100644
--- a/airbyte_cdk/utils/connector_paths.py
+++ b/airbyte_cdk/utils/connector_paths.py
@@ -181,11 +181,11 @@ def find_connector_root(from_paths: list[Path]) -> Path:
         # Check if the manifest file exists in the current directory
         for parent in [path, *path.parents]:
             if (parent / METADATA_YAML).exists():
-                return parent
+                return parent.absolute()
             if (parent / MANIFEST_YAML).exists():
-                return parent
+                return parent.absolute()
             if (parent / ACCEPTANCE_TEST_CONFIG).exists():
-                return parent
+                return parent.absolute()
             if parent.name == "airbyte_cdk":
                 break
 

From 1c9dc2e6ec08f5349cd8047d4ac9666205230ce0 Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 15:16:48 -0700
Subject: [PATCH 64/66] fix: false-positive failure for reads expected to fail

---
 airbyte_cdk/test/standard_tests/source_base.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/airbyte_cdk/test/standard_tests/source_base.py b/airbyte_cdk/test/standard_tests/source_base.py
index 2b1aa2829..cd65e6022 100644
--- a/airbyte_cdk/test/standard_tests/source_base.py
+++ b/airbyte_cdk/test/standard_tests/source_base.py
@@ -130,8 +130,8 @@ def test_basic_read(
             catalog=configured_catalog,
         )
 
-        if not result.records:
-            raise AssertionError("Expected records but got none.")  # noqa: TRY003
+        if scenario.expected_outcome.expect_success() and not result.records:
+            raise AssertionError("Expected records but got none.")
 
     def test_fail_read_with_bad_catalog(
         self,

From 5d21ad94a59d7143e673e34a7a644408ce96207a Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 15:17:10 -0700
Subject: [PATCH 65/66] remove duplicate workflow step

---
 .github/workflows/connector-tests.yml | 15 ++++-----------
 1 file changed, 4 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index aa4e523ae..d8f31af09 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -76,8 +76,6 @@ jobs:
             cdk_extra: file-based
           - connector: destination-motherduck
             cdk_extra: sql
-          - connector: source-zendesk-support
-            cdk_extra: n/a
           - connector: source-amplitude
             cdk_extra: n/a
           - connector: source-intercom
@@ -85,6 +83,10 @@ jobs:
           - connector: source-pokeapi
             cdk_extra: n/a
 
+          # CDK Tests cannot build the Connector object (constructor args not optional).
+          # - connector: source-zendesk-support
+          #   cdk_extra: n/a
+
     name: "${{ needs.cdk_changes.outputs[matrix.cdk_extra] == 'false' && 'Skipped Check' || 'Check' }}: ${{matrix.connector}}"
     if: needs.cdk_changes.outputs['src'] == 'true'
     permissions:
@@ -196,15 +198,6 @@ jobs:
         run: |
           poetry run airbyte-cdk connector test ${{ matrix.connector }}
 
-      - name: Test Connector using Dev CDK [Python Connectors]
-        if: env.CONNECTOR_LANGUAGE == 'python'
-        working-directory: airbyte/airbyte-integrations/connectors/${{ matrix.connector }}
-        env:
-          GCP_GSM_CREDENTIALS: ${{ secrets.GCP_GSM_CREDENTIALS }}
-          POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
-        run: |
-          poetry run airbyte-cdk connector test
-
       - name: Container Build and Test [All Connectors]
         if: steps.no_changes.outputs.status != 'cancelled'
         working-directory: airbyte-python-cdk

From 9fcc198b91bb489dde2dd175c687bab8f2a8faed Mon Sep 17 00:00:00 2001
From: Aaron Steers <aj@airbyte.io>
Date: Fri, 13 Jun 2025 15:21:05 -0700
Subject: [PATCH 66/66] fix: resolve false-positive failures when discover
 doesn't trigger expected failure (due to static schemas)

---
 airbyte_cdk/test/standard_tests/source_base.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/airbyte_cdk/test/standard_tests/source_base.py b/airbyte_cdk/test/standard_tests/source_base.py
index cd65e6022..f995f4682 100644
--- a/airbyte_cdk/test/standard_tests/source_base.py
+++ b/airbyte_cdk/test/standard_tests/source_base.py
@@ -4,6 +4,8 @@
 from dataclasses import asdict
 from typing import TYPE_CHECKING
 
+import pytest
+
 from airbyte_cdk.models import (
     AirbyteMessage,
     AirbyteStream,
@@ -59,6 +61,13 @@ def test_discover(
         scenario: ConnectorTestScenario,
     ) -> None:
         """Standard test for `discover`."""
+        if scenario.expected_outcome.expect_exception():
+            # If the scenario expects an exception, we can't ensure it specifically would fail
+            # in discover, because some discover implementations do not need to make a connection.
+            # We skip this test in that case.
+            pytest.skip("Skipping discover test for scenario that expects an exception.")
+            return
+
         run_test_job(
             self.create_connector(scenario),
             "discover",