fix(err): always safe_str exception values (#267)

* always safe_str

* bump version

.github/workflows/call-flags-project-board.yml

@@ -0,0 +1,17 @@
+# This workflow is used to call the flags-project-board workflow when a pull request is opened, ready for review, review requested, synchronized, converted to draft, or reopened.
+# It is used to update the feature flags project board with the pull request information.
+
+name: Call Feature Flags Project Workflow
+
+on:
+    pull_request:
+        types: [opened, ready_for_review, review_requested, synchronize, converted_to_draft, reopened]
+
+jobs:
+    call-flags-project:
+        uses: PostHog/.github/.github/workflows/flags-project-board.yml@main
+        with:
+            pr_number: ${{ github.event.pull_request.number }}
+            pr_node_id: ${{ github.event.pull_request.node_id }}
+            is_draft: ${{ github.event.pull_request.draft }}
+        secrets: inherit

CHANGELOG.md

@@ -1,3 +1,41 @@
+# 5.3.0 - 2025-06-19
+
+- fix: safely handle exception values
+
+# 5.2.0 - 2025-06-19
+
+- feat: construct artificial stack traces if no traceback is available on a captured exception
+
+## 5.1.0 - 2025-06-18
+
+- feat: session and distinct ID's can now be associated with contexts, and are used as such
+- feat: django http request middleware
+
+## 5.0.0 - 2025-06-16
+
+- fix: removed deprecated sentry integration
+
+## 4.10.0 - 2025-06-13
+
+- fix: no longer fail in autocapture.
+
+## 4.9.0 - 2025-06-13
+
+- feat(ai): track reasoning and cache tokens in the LangChain callback
+
+## 4.8.0 - 2025-06-10
+
+- fix: export scoped, rather than tracked, decorator
+- feat: allow use of contexts without error tracking
+
+## 4.7.0 - 2025-06-10
+
+- feat: add support for parse endpoint in responses API (no longer beta)
+
+## 4.6.2 - 2025-06-09
+
+- fix: replace `import posthog` with direct method imports
+
 ## 4.6.1 - 2025-06-09
 
 - fix: replace `import posthog` in `posthoganalytics` package

Makefile

@@ -18,7 +18,6 @@ release_analytics:
 	cp -r posthog/* posthoganalytics/
 	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog /from posthoganalytics /g' {} \;
 	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog\./from posthoganalytics\./g' {} \;
-	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/import posthog/import posthoganalytics/g' {} \;
 	find ./posthoganalytics -name "*.bak" -delete
 	rm -rf posthog
 	python setup_analytics.py sdist bdist_wheel
@@ -26,7 +25,6 @@ release_analytics:
 	mkdir posthog
 	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthoganalytics /from posthog /g' {} \;
 	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthoganalytics\./from posthog\./g' {} \;
-	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/import posthoganalytics/import posthog/g' {} \;
 	find ./posthoganalytics -name "*.bak" -delete
 	cp -r posthoganalytics/* posthog/
 	rm -rf posthoganalytics
@@ -37,8 +35,23 @@ release_analytics:
 e2e_test:
 	.buildscripts/e2e.sh
 
-django_example:
-	python -m pip install -e ".[sentry]"
-	cd sentry_django_example && python manage.py runserver 8080
+prep_local:
+	rm -rf ../posthog-python-local
+	mkdir ../posthog-python-local
+	cp -r . ../posthog-python-local/
+	cd ../posthog-python-local && rm -rf dist build posthoganalytics .git
+	cd ../posthog-python-local && mkdir posthoganalytics
+	cd ../posthog-python-local && cp -r posthog/* posthoganalytics/
+	cd ../posthog-python-local && find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog /from posthoganalytics /g' {} \;
+	cd ../posthog-python-local && find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog\./from posthoganalytics\./g' {} \;
+	cd ../posthog-python-local && find ./posthoganalytics -name "*.bak" -delete
+	cd ../posthog-python-local && rm -rf posthog
+	cd ../posthog-python-local && sed -i.bak 's/from version import VERSION/from posthoganalytics.version import VERSION/' setup_analytics.py
+	cd ../posthog-python-local && rm setup_analytics.py.bak
+	cd ../posthog-python-local && sed -i.bak 's/"posthog"/"posthoganalytics"/' setup.py
+	cd ../posthog-python-local && rm setup.py.bak
+	cd ../posthog-python-local && python -c "import setup_analytics" 2>/dev/null || true
+	@echo "Local copy created at ../posthog-python-local"
+	@echo "Install with: pip install -e ../posthog-python-local"
 
-.PHONY: test lint release e2e_test
+.PHONY: test lint release e2e_test prep_local

README.md

@@ -43,24 +43,22 @@ make test
 
 Assuming you have a [local version of PostHog](https://posthog.com/docs/developing-locally) running, you can run `python3 example.py` to see the library in action.
 
-### Running the Django Sentry Integration Locally
-
-There's a sample Django project included, called `sentry_django_example`, which explains how to use PostHog with Sentry.
-
-There's 2 places of importance (Changes required are all marked with TODO in the sample project directory)
-
-1. Settings.py
-    1. Input your Sentry DSN
-    2. Input your Sentry Org and ProjectID details into `PosthogIntegration()`
-    3. Add `POSTHOG_DJANGO` to settings.py. This allows the `PosthogDistinctIdMiddleware` to get the distinct_ids
-
-2. urls.py
-    1. This includes the `sentry-debug/` endpoint, which generates an exception
-
-To run things: `make django_example`. This installs the posthog-python library with the sentry-sdk add-on, and then runs the django app.
-Also start the PostHog app locally.
-Then navigate to `http://127.0.0.1:8080/sentry-debug/` and you should get an event in both Sentry and PostHog, with links to each other.
-
 ### Releasing Versions
 
-Updated are released using GitHub Actions: after bumping `version.py` in `master` and adding to `CHANGELOG.md`, go to [our release workflow's page](https://github.com/PostHog/posthog-python/actions/workflows/release.yaml) and dispatch it manually, using workflow from `master`.
+Updates are released using GitHub Actions: after bumping `version.py` in `master` and adding to `CHANGELOG.md`, go to [our release workflow's page](https://github.com/PostHog/posthog-python/actions/workflows/release.yaml) and dispatch it manually, using workflow from `master`.
+
+
+### Testing changes locally with the PostHog app
+
+You can run `make prep_local`, and it'll create a new folder alongside the SDK repo one called `posthog-python-local`, which you can then import into the posthog project by changing pyproject.toml to look like this:
+```toml
+dependencies = [
+    ...
+    "posthoganalytics" #NOTE: no version number
+    ...
+]
+...
+[tools.uv.sources]
+posthoganalytics = { path = "../posthog-python-local" }
+```
+This'll let you build and test SDK changes fully locally, incorporating them into your local posthog app stack. It mainly takes care of the `posthog -> posthoganalytics` module renaming. You'll need to re-run `make prep_local` each time you make a change, and re-run `uv sync --active` in the posthog app project.

mypy-baseline.txt

@@ -30,11 +30,8 @@ posthog/__init__.py:0: note: "identify" defined here
 simulator.py:0: error: Unexpected keyword argument "traits" for "identify"  [call-arg]
 posthog/__init__.py:0: note: "identify" defined here
 example.py:0: error: Statement is unreachable  [unreachable]
-posthog/sentry/posthog_integration.py:0: error: Statement is unreachable  [unreachable]
 posthog/ai/utils.py:0: error: Need type annotation for "output" (hint: "output: list[<type>] = ...")  [var-annotated]
 posthog/ai/utils.py:0: error: Function "builtins.any" is not valid as a type  [valid-type]
 posthog/ai/utils.py:0: note: Perhaps you meant "typing.Any" instead of "any"?
 posthog/ai/utils.py:0: error: Function "builtins.any" is not valid as a type  [valid-type]
 posthog/ai/utils.py:0: note: Perhaps you meant "typing.Any" instead of "any"?
-sentry_django_example/sentry_django_example/settings.py:0: error: Need type annotation for "ALLOWED_HOSTS" (hint: "ALLOWED_HOSTS: list[<type>] = ...")  [var-annotated]
-sentry_django_example/sentry_django_example/settings.py:0: error: Incompatible types in assignment (expression has type "str", variable has type "None")  [assignment]

posthog/__init__.py

@@ -4,7 +4,15 @@ from typing import Callable, Dict, List, Optional, Tuple  # noqa: F401
 
 from posthog.client import Client
 from posthog.exception_capture import Integrations  # noqa: F401
-from posthog.scopes import clear_tags, get_tags, new_context, scoped, tag
+from posthog.scopes import (
+    clear_tags,
+    get_tags,
+    new_context,
+    scoped,
+    tag,
+    set_context_session,
+    identify_context,
+)
 from posthog.types import FeatureFlag, FlagsAndPayloads
 from posthog.version import VERSION
 
@@ -15,7 +23,10 @@ new_context = new_context
 tag = tag
 get_tags = get_tags
 clear_tags = clear_tags
-tracked = scoped
+scoped = scoped
+identify_context = identify_context
+set_context_session = set_context_session
+
 
 """Settings."""
 api_key = None  # type: Optional[str]

posthog/ai/langchain/callbacks.py

@@ -14,7 +14,6 @@ from typing import (
     List,
     Optional,
     Sequence,
-    Tuple,
     Union,
     cast,
 )
@@ -569,9 +568,14 @@ class CallbackHandler(BaseCallbackHandler):
             event_properties["$ai_is_error"] = True
         else:
             # Add usage
-            input_tokens, output_tokens = _parse_usage(output)
-            event_properties["$ai_input_tokens"] = input_tokens
-            event_properties["$ai_output_tokens"] = output_tokens
+            usage = _parse_usage(output)
+            event_properties["$ai_input_tokens"] = usage.input_tokens
+            event_properties["$ai_output_tokens"] = usage.output_tokens
+            event_properties["$ai_cache_creation_input_tokens"] = (
+                usage.cache_write_tokens
+            )
+            event_properties["$ai_cache_read_input_tokens"] = usage.cache_read_tokens
+            event_properties["$ai_reasoning_tokens"] = usage.reasoning_tokens
 
             # Generation results
             generation_result = output.generations[-1]
@@ -647,9 +651,18 @@ def _convert_message_to_dict(message: BaseMessage) -> Dict[str, Any]:
     return message_dict
 
 
+@dataclass
+class ModelUsage:
+    input_tokens: Optional[int]
+    output_tokens: Optional[int]
+    cache_write_tokens: Optional[int]
+    cache_read_tokens: Optional[int]
+    reasoning_tokens: Optional[int]
+
+
 def _parse_usage_model(
-    usage: Union[BaseModel, Dict],
-) -> Tuple[Union[int, None], Union[int, None]]:
+    usage: Union[BaseModel, dict],
+) -> ModelUsage:
     if isinstance(usage, BaseModel):
         usage = usage.__dict__
 
@@ -657,15 +670,23 @@ def _parse_usage_model(
         # https://pypi.org/project/langchain-anthropic/ (works also for Bedrock-Anthropic)
         ("input_tokens", "input"),
         ("output_tokens", "output"),
+        ("cache_creation_input_tokens", "cache_write"),
+        ("cache_read_input_tokens", "cache_read"),
         # https://cloud.google.com/vertex-ai/generative-ai/docs/multimodal/get-token-count
         ("prompt_token_count", "input"),
         ("candidates_token_count", "output"),
+        ("cached_content_token_count", "cache_read"),
+        ("thoughts_token_count", "reasoning"),
         # Bedrock: https://docs.aws.amazon.com/bedrock/latest/userguide/monitoring-cw.html#runtime-cloudwatch-metrics
         ("inputTokenCount", "input"),
         ("outputTokenCount", "output"),
+        ("cacheCreationInputTokenCount", "cache_write"),
+        ("cacheReadInputTokenCount", "cache_read"),
         # Bedrock Anthropic
         ("prompt_tokens", "input"),
         ("completion_tokens", "output"),
+        ("cache_creation_input_tokens", "cache_write"),
+        ("cache_read_input_tokens", "cache_read"),
         # langchain-ibm https://pypi.org/project/langchain-ibm/
         ("input_token_count", "input"),
         ("generated_token_count", "output"),
@@ -683,13 +704,45 @@ def _parse_usage_model(
 
             parsed_usage[type_key] = final_count
 
-    return parsed_usage.get("input"), parsed_usage.get("output")
+    # Caching (OpenAI & langchain 0.3.9+)
+    if "input_token_details" in usage and isinstance(
+        usage["input_token_details"], dict
+    ):
+        parsed_usage["cache_write"] = usage["input_token_details"].get("cache_creation")
+        parsed_usage["cache_read"] = usage["input_token_details"].get("cache_read")
+
+    # Reasoning (OpenAI & langchain 0.3.9+)
+    if "output_token_details" in usage and isinstance(
+        usage["output_token_details"], dict
+    ):
+        parsed_usage["reasoning"] = usage["output_token_details"].get("reasoning")
+
+    field_mapping = {
+        "input": "input_tokens",
+        "output": "output_tokens",
+        "cache_write": "cache_write_tokens",
+        "cache_read": "cache_read_tokens",
+        "reasoning": "reasoning_tokens",
+    }
+    return ModelUsage(
+        **{
+            dataclass_key: parsed_usage.get(mapped_key) or 0
+            for mapped_key, dataclass_key in field_mapping.items()
+        },
+    )
 
 
-def _parse_usage(response: LLMResult):
+def _parse_usage(response: LLMResult) -> ModelUsage:
     # langchain-anthropic uses the usage field
     llm_usage_keys = ["token_usage", "usage"]
-    llm_usage: Tuple[Union[int, None], Union[int, None]] = (None, None)
+    llm_usage: ModelUsage = ModelUsage(
+        input_tokens=None,
+        output_tokens=None,
+        cache_write_tokens=None,
+        cache_read_tokens=None,
+        reasoning_tokens=None,
+    )
+
     if response.llm_output is not None:
         for key in llm_usage_keys:
             if response.llm_output.get(key):

posthog/ai/openai/openai.py

@@ -230,6 +230,42 @@ class WrappedResponses:
                 groups=posthog_groups,
             )
 
+    def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse structured output using OpenAI's 'responses.parse' method, but also track usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event.
+            posthog_trace_id: Optional trace UUID for linking events.
+            posthog_properties: Optional dictionary of extra properties to include in the event.
+            posthog_privacy_mode: Whether to anonymize the input and output.
+            posthog_groups: Optional dictionary of groups to associate with the event.
+            **kwargs: Any additional parameters for the OpenAI Responses Parse API.
+
+        Returns:
+            The response from OpenAI's responses.parse call.
+        """
+        return call_llm_and_track_usage(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "openai",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            self._original.parse,
+            **kwargs,
+        )
+
 
 class WrappedChat:
     """Wrapper for OpenAI chat that tracks usage in PostHog."""

posthog/ai/openai/openai_async.py

@@ -230,6 +230,42 @@ class WrappedResponses:
                 groups=posthog_groups,
             )
 
+    async def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse structured output using OpenAI's 'responses.parse' method, but also track usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event.
+            posthog_trace_id: Optional trace UUID for linking events.
+            posthog_properties: Optional dictionary of extra properties to include in the event.
+            posthog_privacy_mode: Whether to anonymize the input and output.
+            posthog_groups: Optional dictionary of groups to associate with the event.
+            **kwargs: Any additional parameters for the OpenAI Responses Parse API.
+
+        Returns:
+            The response from OpenAI's responses.parse call.
+        """
+        return await call_llm_and_track_usage_async(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "openai",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            self._original.parse,
+            **kwargs,
+        )
+
 
 class WrappedChat:
     """Async wrapper for OpenAI chat that tracks usage in PostHog."""

posthog/client.py

@@ -19,6 +19,8 @@ from posthog.exception_utils import (
     exc_info_from_error,
     exceptions_from_error_tuple,
     handle_in_app,
+    exception_is_already_captured,
+    mark_exception_as_captured,
 )
 from posthog.feature_flags import InconclusiveMatchError, match_feature_flag_properties
 from posthog.poller import Poller
@@ -31,7 +33,11 @@ from posthog.request import (
     get,
     remote_config,
 )
-from posthog.scopes import get_tags
+from posthog.scopes import (
+    _get_current_context,
+    get_context_distinct_id,
+    get_context_session_id,
+)
 from posthog.types import (
     FeatureFlag,
     FeatureFlagResult,
@@ -283,10 +289,17 @@ class Client(object):
                 stacklevel=2,
             )
 
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         properties = properties or {}
+
         require("distinct_id", distinct_id, ID_TYPES)
         require("properties", properties, dict)
 
+        if "$session_id" not in properties and get_context_session_id():
+            properties["$session_id"] = get_context_session_id()
+
         msg = {
             "timestamp": timestamp,
             "distinct_id": distinct_id,
@@ -356,6 +369,9 @@ class Client(object):
         """
         Get feature flags decision, using either flags() or decide() API based on rollout.
         """
+
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
         require("distinct_id", distinct_id, ID_TYPES)
 
         if disable_geoip is None:
@@ -404,14 +420,22 @@ class Client(object):
 
         properties = {**(properties or {}), **system_context()}
 
+        if "$session_id" not in properties and get_context_session_id():
+            properties["$session_id"] = get_context_session_id()
+
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         require("distinct_id", distinct_id, ID_TYPES)
         require("properties", properties, dict)
         require("event", event, string_types)
 
-        # Grab current context tags, if any exist
-        context_tags = get_tags()
-        if context_tags:
-            properties.update(context_tags)
+        current_context = _get_current_context()
+        if current_context:
+            context_tags = current_context.collect_tags()
+            # We want explicitly passed properties to override context tags
+            context_tags.update(properties)
+            properties = context_tags
 
         msg = {
             "properties": properties,
@@ -478,6 +502,9 @@ class Client(object):
                 stacklevel=2,
             )
 
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         properties = properties or {}
         require("distinct_id", distinct_id, ID_TYPES)
         require("properties", properties, dict)
@@ -508,6 +535,9 @@ class Client(object):
                 stacklevel=2,
             )
 
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         properties = properties or {}
         require("distinct_id", distinct_id, ID_TYPES)
         require("properties", properties, dict)
@@ -579,6 +609,9 @@ class Client(object):
                 stacklevel=2,
             )
 
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         require("previous_id", previous_id, ID_TYPES)
         require("distinct_id", distinct_id, ID_TYPES)
 
@@ -611,6 +644,9 @@ class Client(object):
                 stacklevel=2,
             )
 
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         properties = properties or {}
         require("distinct_id", distinct_id, ID_TYPES)
         require("properties", properties, dict)
@@ -646,15 +682,16 @@ class Client(object):
                 stacklevel=2,
             )
 
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
         # this function shouldn't ever throw an error, so it logs exceptions instead of raising them.
         # this is important to ensure we don't unexpectedly re-raise exceptions in the user's code.
         try:
             properties = properties or {}
 
             # Check if this exception has already been captured
-            if exception is not None and hasattr(
-                exception, "__posthog_exception_captured"
-            ):
+            if exception is not None and exception_is_already_captured(exception):
                 self.log.debug("Exception already captured, skipping")
                 return
 
@@ -709,7 +746,7 @@ class Client(object):
 
             # Mark the exception as captured to prevent duplicate captures
             if exception is not None:
-                setattr(exception, "__posthog_exception_captured", True)
+                mark_exception_as_captured(exception)
 
             return res
         except Exception as e:

posthog/exception_utils.py

@@ -9,6 +9,7 @@ import linecache
 import os
 import re
 import sys
+import types
 from datetime import datetime
 from typing import TYPE_CHECKING
 
@@ -75,7 +76,7 @@ if TYPE_CHECKING:
             # "monitor_config": Mapping[str, object],
             "monitor_slug": Optional[str],
             "platform": Literal["python"],
-            "profile": object,  # Should be sentry_sdk.profiler.Profile, but we can't import that here due to circular imports
+            "profile": object,
             "release": str,
             "request": Dict[str, object],
             # "sdk": Mapping[str, object],
@@ -136,9 +137,6 @@ def event_hint_with_exc_info(exc_info=None):
 class AnnotatedValue:
     """
     Meta information for a data field in the event payload.
-    This is to tell Relay that we have tampered with the fields value.
-    See:
-    https://github.com/getsentry/relay/blob/be12cd49a0f06ea932ed9b9f93a655de5d6ad6d1/relay-general/src/types/meta.rs#L407-L423
     """
 
     __slots__ = ("value", "metadata")
@@ -400,12 +398,7 @@ def serialize_frame(
         )
 
     if include_local_variables:
-        # TODO(nk): Sort out this current invalid import
-        # from sentry_sdk.serializer import serialize
-
-        # rv["vars"] = serialize(
-        #     dict(frame.f_locals), is_vars=True, custom_repr=custom_repr
-        # )
+        # TODO - we don't support local variables, yet
         pass
 
     return rv
@@ -445,12 +438,14 @@ def get_errno(exc_value):
 
 def get_error_message(exc_value):
     # type: (Optional[BaseException]) -> str
-    return (
+    message = (
         getattr(exc_value, "message", "")
         or getattr(exc_value, "detail", "")
-        or safe_str(exc_value)
+        or exc_value
     )
 
+    return safe_str(message)
+
 
 def single_exception_from_error_tuple(
     exc_type,  # type: Optional[type]
@@ -464,10 +459,7 @@ def single_exception_from_error_tuple(
 ):
     # type: (...) -> Dict[str, Any]
     """
-    Creates a dict that goes into the events `exception.values` list and is ingestible by Sentry.
-
-    See the Exception Interface documentation for more details:
-    https://develop.sentry.dev/sdk/event-payloads/exception/
+    Creates a dict that goes into the events `exception.values` list
     """
     exception_value = {}  # type: Dict[str, Any]
     exception_value["mechanism"] = (
@@ -591,9 +583,6 @@ def exceptions_from_error(
     """
     Creates the list of exceptions.
     This can include chained exceptions and exceptions from an ExceptionGroup.
-
-    See the Exception Interface documentation for more details:
-    https://develop.sentry.dev/sdk/event-payloads/exception/
     """
 
     parent = single_exception_from_error_tuple(
@@ -793,11 +782,40 @@ def set_in_app_in_frames(frames, in_app_exclude, in_app_include, project_root=No
     return frames
 
 
+def exception_is_already_captured(error):
+    # type: (Union[BaseException, ExcInfo]) -> bool
+    if isinstance(error, BaseException):
+        return hasattr(error, "__posthog_exception_captured")
+    # Autocaptured exceptions are passed as a tuple from our system hooks,
+    # the second item is the exception value (the first is the exception type)
+    elif isinstance(error, tuple) and len(error) > 1:
+        return error[1] is not None and hasattr(
+            error[1], "__posthog_exception_captured"
+        )
+    else:
+        return False  # type: ignore[unreachable]
+
+
+def mark_exception_as_captured(error):
+    # type: (Union[BaseException, ExcInfo]) -> None
+    if isinstance(error, BaseException):
+        setattr(error, "__posthog_exception_captured", True)
+    # Autocaptured exceptions are passed as a tuple from our system hooks,
+    # the second item is the exception value (the first is the exception type)
+    elif isinstance(error, tuple) and len(error) > 1:
+        if error[1] is not None:
+            setattr(error[1], "__posthog_exception_captured", True)
+
+
 def exc_info_from_error(error):
     # type: (Union[BaseException, ExcInfo]) -> ExcInfo
     if isinstance(error, tuple) and len(error) == 3:
         exc_type, exc_value, tb = error
     elif isinstance(error, BaseException):
+        try:
+            construct_artificial_traceback(error)
+        except Exception:
+            pass
         tb = getattr(error, "__traceback__", None)
         if tb is not None:
             exc_type = type(error)
@@ -822,6 +840,31 @@ def exc_info_from_error(error):
     return exc_info
 
 
+def construct_artificial_traceback(e):
+    # type: (BaseException) -> None
+    if getattr(e, "__traceback__", None) is not None:
+        return
+
+    depth = 0
+    frames = []
+    while True:
+        try:
+            frame = sys._getframe(depth)
+            depth += 1
+        except ValueError:
+            break
+
+        frames.append(frame)
+
+    frames.reverse()
+
+    tb = None
+    for frame in frames:
+        tb = types.TracebackType(tb, frame, frame.f_lasti, frame.f_lineno)
+
+    setattr(e, "__traceback__", tb)
+
+
 def event_from_exception(
     exc_info,  # type: Union[BaseException, ExcInfo]
     client_options=None,  # type: Optional[Dict[str, Any]]

posthog/integrations/django.py

@@ -0,0 +1,121 @@
+from typing import TYPE_CHECKING, cast
+from posthog import scopes
+
+if TYPE_CHECKING:
+    from django.http import HttpRequest, HttpResponse  # noqa: F401
+    from typing import Callable, Dict, Any, Optional  # noqa: F401
+
+
+class PosthogContextMiddleware:
+    """Middleware to automatically track Django requests.
+
+    This middleware wraps all calls with a posthog context. It attempts to extract the following from the request headers:
+    - Session ID, (extracted from `X-POSTHOG-SESSION-ID`)
+    - Distinct ID, (extracted from `X-POSTHOG-DISTINCT-ID`)
+    - Request URL as $current_url
+    - Request Method as $request_method
+
+    The context will also auto-capture exceptions and send them to PostHog, unless you disable it by setting
+    `POSTHOG_MW_CAPTURE_EXCEPTIONS` to `False` in your Django settings.
+
+    The middleware behaviour is customisable through 3 additional functions:
+    - `POSTHOG_MW_EXTRA_TAGS`, which is a Callable[[HttpRequest], Dict[str, Any]] expected to return a dictionary of additional tags to be added to the context.
+    - `POSTHOG_MW_REQUEST_FILTER`, which is a Callable[[HttpRequest], bool] expected to return `False` if the request should not be tracked.
+    - `POSTHOG_MW_TAG_MAP`, which is a Callable[[Dict[str, Any]], Dict[str, Any]], which you can use to modify the tags before they're added to the context.
+
+    You can use the `POSTHOG_MW_TAG_MAP` function to remove any default tags you don't want to capture, or override them with your own values.
+
+    Context tags are automatically included as properties on all events captured within a context, including exceptions.
+    See the context documentation for more information. The extracted distinct ID and session ID, if found, are used to
+    associate all events captured in the middleware context with the same distinct ID and session as currently active on the
+    frontend. See the documentation for `set_context_session` and `identify_context` for more details.
+    """
+
+    def __init__(self, get_response):
+        # type: (Callable[[HttpRequest], HttpResponse]) -> None
+        self.get_response = get_response
+
+        from django.conf import settings
+
+        if hasattr(settings, "POSTHOG_MW_EXTRA_TAGS") and callable(
+            settings.POSTHOG_MW_EXTRA_TAGS
+        ):
+            self.extra_tags = cast(
+                "Optional[Callable[[HttpRequest], Dict[str, Any]]]",
+                settings.POSTHOG_MW_EXTRA_TAGS,
+            )
+        else:
+            self.extra_tags = None
+
+        if hasattr(settings, "POSTHOG_MW_REQUEST_FILTER") and callable(
+            settings.POSTHOG_MW_REQUEST_FILTER
+        ):
+            self.request_filter = cast(
+                "Optional[Callable[[HttpRequest], bool]]",
+                settings.POSTHOG_MW_REQUEST_FILTER,
+            )
+        else:
+            self.request_filter = None
+
+        if hasattr(settings, "POSTHOG_MW_TAG_MAP") and callable(
+            settings.POSTHOG_MW_TAG_MAP
+        ):
+            self.tag_map = cast(
+                "Optional[Callable[[Dict[str, Any]], Dict[str, Any]]]",
+                settings.POSTHOG_MW_TAG_MAP,
+            )
+        else:
+            self.tag_map = None
+
+        if hasattr(settings, "POSTHOG_MW_CAPTURE_EXCEPTIONS") and isinstance(
+            settings.POSTHOG_MW_CAPTURE_EXCEPTIONS, bool
+        ):
+            self.capture_exceptions = settings.POSTHOG_MW_CAPTURE_EXCEPTIONS
+        else:
+            self.capture_exceptions = True
+
+    def extract_tags(self, request):
+        # type: (HttpRequest) -> Dict[str, Any]
+        tags = {}
+
+        # Extract session ID from X-POSTHOG-SESSION-ID header
+        session_id = request.headers.get("X-POSTHOG-SESSION-ID")
+        if session_id:
+            scopes.set_context_session(session_id)
+
+        # Extract distinct ID from X-POSTHOG-DISTINCT-ID header
+        distinct_id = request.headers.get("X-POSTHOG-DISTINCT-ID")
+        if distinct_id:
+            scopes.identify_context(distinct_id)
+
+        # Extract current URL
+        absolute_url = request.build_absolute_uri()
+        if absolute_url:
+            tags["$current_url"] = absolute_url
+
+        # Extract request method
+        if request.method:
+            tags["$request_method"] = request.method
+
+        # Apply extra tags if configured
+        if self.extra_tags:
+            extra = self.extra_tags(request)
+            if extra:
+                tags.update(extra)
+
+        # Apply tag mapping if configured
+        if self.tag_map:
+            tags = self.tag_map(tags)
+
+        return tags
+
+    def __call__(self, request):
+        # type: (HttpRequest) -> HttpResponse
+        if self.request_filter and not self.request_filter(request):
+            return self.get_response(request)
+
+        with scopes.new_context(self.capture_exceptions):
+            for k, v in self.extract_tags(request).items():
+                scopes.tag(k, v)
+
+            return self.get_response(request)

posthog/scopes.py

@@ -1,58 +1,113 @@
 import contextvars
 from contextlib import contextmanager
-from typing import Any, Callable, Dict, TypeVar, cast
+from typing import Optional, Any, Callable, Dict, TypeVar, cast
 
-_context_stack: contextvars.ContextVar[list] = contextvars.ContextVar(
-    "posthog_context_stack", default=[{}]
+
+class ContextScope:
+    def __init__(
+        self,
+        parent=None,
+        fresh: bool = False,
+        capture_exceptions: bool = True,
+    ):
+        self.parent = parent
+        self.fresh = fresh
+        self.capture_exceptions = capture_exceptions
+        self.session_id: Optional[str] = None
+        self.distinct_id: Optional[str] = None
+        self.tags: Dict[str, Any] = {}
+
+    def set_session_id(self, session_id: str):
+        self.session_id = session_id
+
+    def set_distinct_id(self, distinct_id: str):
+        self.distinct_id = distinct_id
+
+    def add_tag(self, key: str, value: Any):
+        self.tags[key] = value
+
+    def get_parent(self):
+        return self.parent
+
+    def get_session_id(self) -> Optional[str]:
+        if self.session_id is not None:
+            return self.session_id
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_session_id()
+        return None
+
+    def get_distinct_id(self) -> Optional[str]:
+        if self.distinct_id is not None:
+            return self.distinct_id
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_distinct_id()
+        return None
+
+    def collect_tags(self) -> Dict[str, Any]:
+        tags = self.tags.copy()
+        if self.parent and not self.fresh:
+            # We want child tags to take precedence over parent tags,
+            # so we can't use a simple update here, instead collecting
+            # the parent tags and then updating with the child tags.
+            new_tags = self.parent.collect_tags()
+            tags.update(new_tags)
+        return tags
+
+
+_context_stack: contextvars.ContextVar[Optional[ContextScope]] = contextvars.ContextVar(
+    "posthog_context_stack", default=None
 )
 
 
-def _get_current_context() -> Dict[str, Any]:
-    return _context_stack.get()[-1]
+def _get_current_context() -> Optional[ContextScope]:
+    return _context_stack.get()
 
 
 @contextmanager
-def new_context(fresh=False):
+def new_context(fresh=False, capture_exceptions=True):
     """
-     Create a new context scope that will be active for the duration of the with block.
-     Any tags set within this scope will be isolated to this context. Any exceptions raised
+    Create a new context scope that will be active for the duration of the with block.
+    Any tags set within this scope will be isolated to this context. Any exceptions raised
     or events captured within the context will be tagged with the context tags.
 
-     Args:
-         fresh: Whether to start with a fresh context (default: False).
-                If False, inherits tags from parent context.
-                If True, starts with no tags.
+    Args:
+        fresh: Whether to start with a fresh context (default: False).
+               If False, inherits tags, identity and session id's from parent context.
+               If True, starts with no state
+        capture_exceptions: Whether to capture exceptions raised within the context (default: True).
+               If True, captures exceptions and tags them with the context tags before propagating them.
+               If False, exceptions will propagate without being tagged or captured.
 
-     Examples:
-         # Inherit parent context tags
-         with posthog.new_context():
-             posthog.tag("request_id", "123")
-             # Both this event and the exception will be tagged with the context tags
-             posthog.capture("event_name", {"property": "value"})
-             raise ValueError("Something went wrong")
+    Examples:
+        # Inherit parent context tags
+        with posthog.new_context():
+            posthog.tag("request_id", "123")
+            # Both this event and the exception will be tagged with the context tags
+            posthog.capture("event_name", {"property": "value"})
+            raise ValueError("Something went wrong")
 
-         # Start with fresh context (no inherited tags)
-         with posthog.new_context(fresh=True):
-             posthog.tag("request_id", "123")
-             # Both this event and the exception will be tagged with the context tags
-             posthog.capture("event_name", {"property": "value"})
-             raise ValueError("Something went wrong")
+        # Start with fresh context (no inherited tags)
+        with posthog.new_context(fresh=True):
+            posthog.tag("request_id", "123")
+            # Both this event and the exception will be tagged with the context tags
+            posthog.capture("event_name", {"property": "value"})
+            raise ValueError("Something went wrong")
 
     """
-    import posthog
+    from posthog import capture_exception
 
-    current_tags = _get_current_context().copy()
-    current_stack = _context_stack.get()
-    new_stack = current_stack + [{}] if fresh else current_stack + [current_tags]
-    token = _context_stack.set(new_stack)
+    current_context = _get_current_context()
+    new_context = ContextScope(current_context, fresh, capture_exceptions)
+    _context_stack.set(new_context)
 
     try:
         yield
     except Exception as e:
-        posthog.capture_exception(e)
+        if new_context.capture_exceptions:
+            capture_exception(e)
         raise
     finally:
-        _context_stack.reset(token)
+        _context_stack.set(new_context.get_parent())
 
 
 def tag(key: str, value: Any) -> None:
@@ -66,9 +121,13 @@ def tag(key: str, value: Any) -> None:
     Example:
         posthog.tag("user_id", "123")
     """
-    _get_current_context()[key] = value
+    current_context = _get_current_context()
+    if current_context:
+        current_context.add_tag(key, value)
 
 
+# NOTE: we should probably also remove this - there's no reason for the user to ever
+# need to manually interact with the current tag set
 def get_tags() -> Dict[str, Any]:
     """
     Get all tags from the current context. Note, modifying
@@ -77,24 +136,88 @@ def get_tags() -> Dict[str, Any]:
     Returns:
         Dict of all tags in the current context
     """
-    return _get_current_context().copy()
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.collect_tags()
+    return {}
 
 
+# NOTE: We should probably remove this function - the way to clear scope context
+# is by entering a new, fresh context, rather than by clearing the tags or other
+# scope data directly.
 def clear_tags() -> None:
-    """Clear all tags in the current context."""
-    _get_current_context().clear()
+    """Clear all tags in the current context. Does not clear parent tags"""
+    current_context = _get_current_context()
+    if current_context:
+        current_context.tags.clear()
+
+
+def identify_context(distinct_id: str) -> None:
+    """
+    Identify the current context with a distinct ID, associating all events captured in this or
+    child contexts with the given distinct ID (unless identify_context is called again). This is overridden by
+    distinct id's passed directly to posthog.capture and related methods (identify, set etc). Entering a
+    fresh context will clear the context-level distinct ID.
+
+    Args:
+        distinct_id: The distinct ID to associate with the current context and its children.
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_distinct_id(distinct_id)
+
+
+def set_context_session(session_id: str) -> None:
+    """
+    Set the session ID for the current context, associating all events captured in this or
+    child contexts with the given session ID (unless set_context_session is called again).
+    Entering a fresh context will clear the context-level session ID.
+
+    Args:
+        session_id: The session ID to associate with the current context and its children. See https://posthog.com/docs/data/sessions
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_session_id(session_id)
+
+
+def get_context_session_id() -> Optional[str]:
+    """
+    Get the session ID for the current context.
+
+    Returns:
+        The session ID if set, None otherwise
+    """
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_session_id()
+    return None
+
+
+def get_context_distinct_id() -> Optional[str]:
+    """
+    Get the distinct ID for the current context.
+
+    Returns:
+        The distinct ID if set, None otherwise
+    """
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_distinct_id()
+    return None
 
 
 F = TypeVar("F", bound=Callable[..., Any])
 
 
-def scoped(fresh=False):
+def scoped(fresh=False, capture_exceptions=True):
     """
     Decorator that creates a new context for the function. Simply wraps
     the function in a with posthog.new_context(): block.
 
     Args:
         fresh: Whether to start with a fresh context (default: False)
+        capture_exceptions: Whether to capture and track exceptions with posthog error tracking (default: True)
 
     Example:
         @posthog.scoped()
@@ -114,7 +237,7 @@ def scoped(fresh=False):
 
         @wraps(func)
         def wrapper(*args, **kwargs):
-            with new_context(fresh=fresh):
+            with new_context(fresh=fresh, capture_exceptions=capture_exceptions):
                 return func(*args, **kwargs)
 
         return cast(F, wrapper)

posthog/sentry/__init__.py

@@ -1 +0,0 @@
-POSTHOG_ID_TAG = "posthog_distinct_id"

posthog/sentry/django.py

@@ -1,28 +0,0 @@
-from django.conf import settings
-from sentry_sdk import configure_scope
-
-from posthog.sentry import POSTHOG_ID_TAG
-
-GET_DISTINCT_ID = getattr(settings, "POSTHOG_DJANGO", {}).get("distinct_id")
-
-
-def get_distinct_id(request):
-    if not GET_DISTINCT_ID:
-        return None
-    try:
-        return GET_DISTINCT_ID(request)
-    except:  # noqa: E722
-        return None
-
-
-class PosthogDistinctIdMiddleware:
-    def __init__(self, get_response):
-        self.get_response = get_response
-
-    def __call__(self, request):
-        with configure_scope() as scope:
-            distinct_id = get_distinct_id(request)
-            if distinct_id:
-                scope.set_tag(POSTHOG_ID_TAG, distinct_id)
-            response = self.get_response(request)
-        return response

posthog/sentry/posthog_integration.py

@@ -1,57 +0,0 @@
-from sentry_sdk._types import MYPY
-from sentry_sdk.hub import Hub
-from sentry_sdk.integrations import Integration
-from sentry_sdk.scope import add_global_event_processor
-from sentry_sdk.utils import Dsn
-
-import posthog
-from posthog.request import DEFAULT_HOST
-from posthog.sentry import POSTHOG_ID_TAG
-
-if MYPY:
-    from typing import Optional  # noqa: F401
-
-    from sentry_sdk._types import Event, Hint  # noqa: F401
-
-
-class PostHogIntegration(Integration):
-    identifier = "posthog-python"
-    organization = None  # The Sentry organization, used to send a direct link from PostHog to Sentry
-    project_id = (
-        None  # The Sentry project id, used to send a direct link from PostHog to Sentry
-    )
-    prefix = "https://sentry.io/organizations/"  # URL of a hosted sentry instance (default: https://sentry.io/organizations/)
-
-    @staticmethod
-    def setup_once():
-        @add_global_event_processor
-        def processor(event, hint):
-            # type: (Event, Optional[Hint]) -> Optional[Event]
-            if Hub.current.get_integration(PostHogIntegration) is not None:
-                if event.get("level") != "error":
-                    return event
-
-                if event.get("tags", {}).get(POSTHOG_ID_TAG):
-                    posthog_distinct_id = event["tags"][POSTHOG_ID_TAG]
-                    event["tags"]["PostHog URL"] = (
-                        f"{posthog.host or DEFAULT_HOST}/person/{posthog_distinct_id}"
-                    )
-
-                    properties = {
-                        "$sentry_event_id": event["event_id"],
-                        "$sentry_exception": event["exception"],
-                    }
-
-                    if PostHogIntegration.organization:
-                        project_id = PostHogIntegration.project_id or (
-                            not not Hub.current.client.dsn
-                            and Dsn(Hub.current.client.dsn).project_id
-                        )
-                        if project_id:
-                            properties["$sentry_url"] = (
-                                f"{PostHogIntegration.prefix}{PostHogIntegration.organization}/issues/?project={project_id}&query={event['event_id']}"
-                            )
-
-                    posthog.capture(posthog_distinct_id, "$exception", properties)
-
-            return event

posthog/test/ai/langchain/test_callbacks.py

@@ -1378,11 +1378,11 @@ def test_langgraph_agent(mock_client):
     )
     graph.invoke(inputs, config={"callbacks": [cb]})
     calls = [call[1] for call in mock_client.capture.call_args_list]
-    assert len(calls) == 21
+    assert len(calls) == 15
     for call in calls:
         assert call["properties"]["$ai_trace_id"] == "test-trace-id"
     assert len([call for call in calls if call["event"] == "$ai_generation"]) == 2
-    assert len([call for call in calls if call["event"] == "$ai_span"]) == 18
+    assert len([call for call in calls if call["event"] == "$ai_span"]) == 12
     assert len([call for call in calls if call["event"] == "$ai_trace"]) == 1
 
 
@@ -1435,11 +1435,13 @@ def test_span_set_parent_ids_for_third_level_run(mock_client, trace_id):
 
     assert mock_client.capture.call_count == 3
 
-    span2, span1, trace = [
-        call[1]["properties"] for call in mock_client.capture.call_args_list
-    ]
-    assert span2["$ai_parent_id"] == span1["$ai_span_id"]
-    assert span1["$ai_parent_id"] == trace["$ai_trace_id"]
+    calls = mock_client.capture.call_args_list
+    span_props_2 = calls[0][1]["properties"]
+    span_props_1 = calls[1][1]["properties"]
+    trace_props = calls[2][1]["properties"]
+
+    assert span_props_2["$ai_parent_id"] == span_props_1["$ai_span_id"]
+    assert span_props_1["$ai_parent_id"] == trace_props["$ai_trace_id"]
 
 
 def test_captures_error_with_details_in_span(mock_client):
@@ -1478,3 +1480,250 @@ def test_captures_error_without_details_in_span(mock_client):
         == "ValueError"
     )
     assert mock_client.capture.call_args_list[1][1]["properties"]["$ai_is_error"]
+
+
+def test_openai_reasoning_tokens(mock_client):
+    """Test that OpenAI reasoning tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Think step by step about this problem")]
+    )
+
+    # Mock response with reasoning tokens in output_token_details
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Let me think through this step by step...",
+                usage_metadata={
+                    "input_tokens": 10,
+                    "output_tokens": 25,
+                    "total_tokens": 35,
+                    "output_token_details": {"reasoning": 15},  # 15 reasoning tokens
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Let me think through this step by step..."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 10
+    assert generation_props["$ai_output_tokens"] == 25
+    assert generation_props["$ai_reasoning_tokens"] == 15
+
+
+def test_anthropic_cache_write_and_read_tokens(mock_client):
+    """Test that Anthropic cache creation and read tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages([("user", "Analyze this large document")])
+
+    # First call with cache creation
+    model_write = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="I've analyzed the document and cached the context.",
+                usage_metadata={
+                    "total_tokens": 1050,
+                    "input_tokens": 1000,
+                    "output_tokens": 50,
+                    "cache_creation_input_tokens": 800,  # Anthropic cache write
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model_write
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "I've analyzed the document and cached the context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 1000
+    assert generation_props["$ai_output_tokens"] == 50
+    assert generation_props["$ai_cache_creation_input_tokens"] == 800
+    assert generation_props["$ai_cache_read_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+    # Reset mock for second call
+    mock_client.reset_mock()
+
+    # Second call with cache read
+    model_read = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Using cached analysis to provide quick response.",
+                usage_metadata={
+                    "input_tokens": 200,
+                    "output_tokens": 30,
+                    "total_tokens": 1030,
+                    "cache_read_input_tokens": 800,  # Anthropic cache read
+                },
+            )
+        ]
+    )
+
+    chain = prompt | model_read
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Using cached analysis to provide quick response."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 200
+    assert generation_props["$ai_output_tokens"] == 30
+    assert generation_props["$ai_cache_creation_input_tokens"] == 0
+    assert generation_props["$ai_cache_read_input_tokens"] == 800
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+
+def test_openai_cache_read_tokens(mock_client):
+    """Test that OpenAI cache read tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Use the cached prompt for this request")]
+    )
+
+    # Mock response with cache read tokens in input_token_details
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Response using cached prompt context.",
+                usage_metadata={
+                    "input_tokens": 150,
+                    "output_tokens": 40,
+                    "total_tokens": 190,
+                    "input_token_details": {
+                        "cache_read": 100,  # 100 tokens read from cache
+                        "cache_creation": 0,
+                    },
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Response using cached prompt context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 150
+    assert generation_props["$ai_output_tokens"] == 40
+    assert generation_props["$ai_cache_read_input_tokens"] == 100
+    assert generation_props["$ai_cache_creation_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+
+def test_openai_cache_creation_tokens(mock_client):
+    """Test that OpenAI cache creation tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Create a cache for this large prompt context")]
+    )
+
+    # Mock response with cache creation tokens in input_token_details
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Created cache for the prompt context.",
+                usage_metadata={
+                    "input_tokens": 2000,
+                    "output_tokens": 25,
+                    "total_tokens": 2025,
+                    "input_token_details": {
+                        "cache_creation": 1500,  # 1500 tokens written to cache
+                        "cache_read": 0,
+                    },
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Created cache for the prompt context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 2000
+    assert generation_props["$ai_output_tokens"] == 25
+    assert generation_props["$ai_cache_creation_input_tokens"] == 1500
+    assert generation_props["$ai_cache_read_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+
+def test_combined_reasoning_and_cache_tokens(mock_client):
+    """Test that both reasoning tokens and cache tokens can be captured together."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Think through this cached problem")]
+    )
+
+    # Mock response with both reasoning and cache tokens
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Let me reason through this using cached context...",
+                usage_metadata={
+                    "input_tokens": 500,
+                    "output_tokens": 100,
+                    "total_tokens": 600,
+                    "input_token_details": {"cache_read": 300, "cache_creation": 0},
+                    "output_token_details": {"reasoning": 60},  # 60 reasoning tokens
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Let me reason through this using cached context..."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 500
+    assert generation_props["$ai_output_tokens"] == 100
+    assert generation_props["$ai_cache_read_input_tokens"] == 300
+    assert generation_props["$ai_cache_creation_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 60
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OPENAI_API_KEY is not set")
+def test_openai_reasoning_tokens(mock_client):
+    model = ChatOpenAI(
+        api_key=OPENAI_API_KEY, model="o4-mini", max_completion_tokens=10
+    )
+    cb = CallbackHandler(
+        mock_client, trace_id="test-trace-id", distinct_id="test-distinct-id"
+    )
+    model.invoke("what is the weather in sf", config={"callbacks": [cb]})
+    call = mock_client.capture.call_args_list[0][1]
+    assert call["properties"]["$ai_reasoning_tokens"] is not None
+    assert call["properties"]["$ai_input_tokens"] is not None
+    assert call["properties"]["$ai_output_tokens"] is not None

posthog/test/ai/openai/test_openai.py

@@ -26,6 +26,11 @@ try:
         ResponseOutputMessage,
         ResponseOutputText,
         ResponseUsage,
+        ParsedResponse,
+    )
+    from openai.types.responses.parsed_response import (
+        ParsedResponseOutputMessage,
+        ParsedResponseOutputText,
     )
 
     from posthog.ai.openai import OpenAI
@@ -115,6 +120,59 @@ def mock_openai_response_with_responses_api():
     )
 
 
+@pytest.fixture
+def mock_parsed_response():
+    return ParsedResponse(
+        id="test",
+        model="gpt-4o-2024-08-06",
+        object="response",
+        created_at=1741476542,
+        status="completed",
+        error=None,
+        incomplete_details=None,
+        instructions=None,
+        max_output_tokens=None,
+        tools=[],
+        tool_choice="auto",
+        output=[
+            ParsedResponseOutputMessage(
+                id="msg_123",
+                type="message",
+                role="assistant",
+                status="completed",
+                content=[
+                    ParsedResponseOutputText(
+                        type="output_text",
+                        text='{"name": "Science Fair", "date": "Friday", "participants": ["Alice", "Bob"]}',
+                        annotations=[],
+                        parsed={
+                            "name": "Science Fair",
+                            "date": "Friday",
+                            "participants": ["Alice", "Bob"],
+                        },
+                    )
+                ],
+            )
+        ],
+        output_parsed={
+            "name": "Science Fair",
+            "date": "Friday",
+            "participants": ["Alice", "Bob"],
+        },
+        parallel_tool_calls=True,
+        previous_response_id=None,
+        usage=ResponseUsage(
+            input_tokens=15,
+            output_tokens=20,
+            input_tokens_details={"prompt_tokens": 15, "cached_tokens": 0},
+            output_tokens_details={"reasoning_tokens": 5},
+            total_tokens=35,
+        ),
+        user=None,
+        metadata={},
+    )
+
+
 @pytest.fixture
 def mock_embedding_response():
     return CreateEmbeddingResponse(
@@ -646,3 +704,73 @@ def test_responses_api(mock_client, mock_openai_response_with_responses_api):
         assert props["$ai_http_status"] == 200
         assert props["foo"] == "bar"
         assert isinstance(props["$ai_latency"], float)
+
+
+def test_responses_parse(mock_client, mock_parsed_response):
+    with patch(
+        "openai.resources.responses.Responses.parse",
+        return_value=mock_parsed_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.responses.parse(
+            model="gpt-4o-2024-08-06",
+            input=[
+                {"role": "system", "content": "Extract the event information."},
+                {
+                    "role": "user",
+                    "content": "Alice and Bob are going to a science fair on Friday.",
+                },
+            ],
+            text={
+                "format": {
+                    "type": "json_schema",
+                    "json_schema": {
+                        "name": "event",
+                        "schema": {
+                            "type": "object",
+                            "properties": {
+                                "name": {"type": "string"},
+                                "date": {"type": "string"},
+                                "participants": {
+                                    "type": "array",
+                                    "items": {"type": "string"},
+                                },
+                            },
+                            "required": ["name", "date", "participants"],
+                        },
+                    },
+                }
+            },
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_parsed_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4o-2024-08-06"
+        assert props["$ai_input"] == [
+            {"role": "system", "content": "Extract the event information."},
+            {
+                "role": "user",
+                "content": "Alice and Bob are going to a science fair on Friday.",
+            },
+        ]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": '{"name": "Science Fair", "date": "Friday", "participants": ["Alice", "Bob"]}',
+            }
+        ]
+        assert props["$ai_input_tokens"] == 15
+        assert props["$ai_output_tokens"] == 20
+        assert props["$ai_reasoning_tokens"] == 5
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)

posthog/test/integrations/test_middleware.py

@@ -0,0 +1,169 @@
+from posthog.scopes import new_context, get_context_session_id, get_context_distinct_id
+import unittest
+from unittest.mock import Mock
+
+from posthog.integrations.django import PosthogContextMiddleware
+
+
+class MockRequest:
+    """Mock Django HttpRequest object"""
+
+    def __init__(
+        self,
+        headers=None,
+        method="GET",
+        path="/test",
+        host="example.com",
+        is_secure=False,
+    ):
+        self.headers = headers or {}
+        self.method = method
+        self.path = path
+        self._host = host
+        self._is_secure = is_secure
+
+    def build_absolute_uri(self):
+        scheme = "https" if self._is_secure else "http"
+        return f"{scheme}://{self._host}{self.path}"
+
+
+class TestPosthogContextMiddleware(unittest.TestCase):
+    def create_middleware(
+        self,
+        extra_tags=None,
+        request_filter=None,
+        tag_map=None,
+        capture_exceptions=True,
+    ):
+        """Helper to create middleware instance without calling __init__"""
+        middleware = PosthogContextMiddleware.__new__(PosthogContextMiddleware)
+        middleware.get_response = Mock()
+        middleware.extra_tags = extra_tags
+        middleware.request_filter = request_filter
+        middleware.tag_map = tag_map
+        middleware.capture_exceptions = capture_exceptions
+        return middleware
+
+    def test_extract_tags_basic(self):
+        with new_context():
+            """Test basic tag extraction from request"""
+            middleware = self.create_middleware()
+            request = MockRequest(
+                headers={
+                    "X-POSTHOG-SESSION-ID": "session-123",
+                    "X-POSTHOG-DISTINCT-ID": "user-456",
+                },
+                method="POST",
+                path="/api/test",
+                host="example.com",
+                is_secure=True,
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(get_context_session_id(), "session-123")
+            self.assertEqual(get_context_distinct_id(), "user-456")
+            self.assertEqual(tags["$current_url"], "https://example.com/api/test")
+            self.assertEqual(tags["$request_method"], "POST")
+
+    def test_extract_tags_missing_headers(self):
+        """Test tag extraction when PostHog headers are missing"""
+
+        with new_context():
+            middleware = self.create_middleware()
+            request = MockRequest(headers={}, method="GET", path="/home")
+
+            tags = middleware.extract_tags(request)
+
+            self.assertIsNone(get_context_session_id())
+            self.assertIsNone(get_context_distinct_id())
+            self.assertEqual(tags["$current_url"], "http://example.com/home")
+            self.assertEqual(tags["$request_method"], "GET")
+
+    def test_extract_tags_partial_headers(self):
+        """Test tag extraction with only some PostHog headers present"""
+
+        with new_context():
+            middleware = self.create_middleware()
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "session-only"}, method="PUT"
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(get_context_session_id(), "session-only")
+            self.assertIsNone(get_context_distinct_id())
+            self.assertEqual(tags["$request_method"], "PUT")
+
+    def test_extract_tags_with_extra_tags(self):
+        """Test tag extraction with extra_tags function"""
+
+        def extra_tags_func(request):
+            return {"custom_tag": "custom_value", "user_id": "789"}
+
+        with new_context():
+            middleware = self.create_middleware(extra_tags=extra_tags_func)
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "session-123"}, method="GET"
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(get_context_session_id(), "session-123")
+            self.assertEqual(tags["custom_tag"], "custom_value")
+            self.assertEqual(tags["user_id"], "789")
+
+    def test_extract_tags_with_tag_map(self):
+        """Test tag extraction with tag_map function"""
+
+        def extra_tags_func(request):
+            return {"custom_tag": "custom_value", "user_id": "789"}
+
+        def tag_map_func(tags):
+            if "custom_tag" in tags:
+                tags["mapped_custom_tag"] = f"mapped_{tags['custom_tag']}"
+                del tags["custom_tag"]
+            return tags
+
+        with new_context():
+            middleware = self.create_middleware(
+                tag_map=tag_map_func, extra_tags=extra_tags_func
+            )
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "session-123"}, method="GET"
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(tags["mapped_custom_tag"], "mapped_custom_value")
+
+    def test_extract_tags_extra_tags_returns_none(self):
+        """Test tag extraction when extra_tags returns None"""
+
+        def extra_tags_func(request):
+            return None
+
+        middleware = self.create_middleware(extra_tags=extra_tags_func)
+        request = MockRequest(method="GET")
+
+        tags = middleware.extract_tags(request)
+
+        self.assertEqual(tags["$request_method"], "GET")
+        # Should not crash when extra_tags returns None
+
+    def test_extract_tags_extra_tags_returns_empty_dict(self):
+        """Test tag extraction when extra_tags returns empty dict"""
+
+        def extra_tags_func(request):
+            return {}
+
+        middleware = self.create_middleware(extra_tags=extra_tags_func)
+        request = MockRequest(method="PATCH")
+
+        tags = middleware.extract_tags(request)
+
+        self.assertEqual(tags["$request_method"], "PATCH")
+
+
+if __name__ == "__main__":
+    unittest.main()

posthog/test/test_client.py

@@ -1,4 +1,3 @@
-import hashlib
 import time
 import unittest
 from datetime import datetime
@@ -118,22 +117,6 @@ class TestClient(unittest.TestCase):
             capture_call = patch_capture.call_args[0]
             self.assertEqual(capture_call[0], "distinct_id")
             self.assertEqual(capture_call[1], "$exception")
-            self.assertEqual(
-                capture_call[2],
-                {
-                    "$exception_type": "Exception",
-                    "$exception_message": "test exception",
-                    "$exception_list": [
-                        {
-                            "mechanism": {"type": "generic", "handled": True},
-                            "module": None,
-                            "type": "Exception",
-                            "value": "test exception",
-                        }
-                    ],
-                    "$exception_personURL": "https://us.i.posthog.com/project/random_key/person/distinct_id",
-                },
-            )
 
     def test_basic_capture_exception_with_distinct_id(self):
         with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
@@ -145,22 +128,6 @@ class TestClient(unittest.TestCase):
             capture_call = patch_capture.call_args[0]
             self.assertEqual(capture_call[0], "distinct_id")
             self.assertEqual(capture_call[1], "$exception")
-            self.assertEqual(
-                capture_call[2],
-                {
-                    "$exception_type": "Exception",
-                    "$exception_message": "test exception",
-                    "$exception_list": [
-                        {
-                            "mechanism": {"type": "generic", "handled": True},
-                            "module": None,
-                            "type": "Exception",
-                            "value": "test exception",
-                        }
-                    ],
-                    "$exception_personURL": "https://us.i.posthog.com/project/random_key/person/distinct_id",
-                },
-            )
 
     def test_basic_capture_exception_with_correct_host_generation(self):
         with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
@@ -174,22 +141,6 @@ class TestClient(unittest.TestCase):
             capture_call = patch_capture.call_args[0]
             self.assertEqual(capture_call[0], "distinct_id")
             self.assertEqual(capture_call[1], "$exception")
-            self.assertEqual(
-                capture_call[2],
-                {
-                    "$exception_type": "Exception",
-                    "$exception_message": "test exception",
-                    "$exception_list": [
-                        {
-                            "mechanism": {"type": "generic", "handled": True},
-                            "module": None,
-                            "type": "Exception",
-                            "value": "test exception",
-                        }
-                    ],
-                    "$exception_personURL": "https://aloha.com/project/random_key/person/distinct_id",
-                },
-            )
 
     def test_basic_capture_exception_with_correct_host_generation_for_server_hosts(
         self,
@@ -207,22 +158,6 @@ class TestClient(unittest.TestCase):
             capture_call = patch_capture.call_args[0]
             self.assertEqual(capture_call[0], "distinct_id")
             self.assertEqual(capture_call[1], "$exception")
-            self.assertEqual(
-                capture_call[2],
-                {
-                    "$exception_type": "Exception",
-                    "$exception_message": "test exception",
-                    "$exception_list": [
-                        {
-                            "mechanism": {"type": "generic", "handled": True},
-                            "module": None,
-                            "type": "Exception",
-                            "value": "test exception",
-                        }
-                    ],
-                    "$exception_personURL": "https://app.posthog.com/project/random_key/person/distinct_id",
-                },
-            )
 
     def test_basic_capture_exception_with_no_exception_given(self):
         with mock.patch.object(Client, "capture", return_value=None) as patch_capture:

posthog/test/test_scopes.py

@@ -1,7 +1,17 @@
 import unittest
 from unittest.mock import patch
 
-from posthog.scopes import clear_tags, get_tags, new_context, scoped, tag
+from posthog.scopes import (
+    clear_tags,
+    get_tags,
+    new_context,
+    scoped,
+    tag,
+    identify_context,
+    set_context_session,
+    get_context_session_id,
+    get_context_distinct_id,
+)
 
 
 class TestScopes(unittest.TestCase):
@@ -10,60 +20,64 @@ class TestScopes(unittest.TestCase):
         clear_tags()
 
     def test_tag_and_get_tags(self):
-        tag("key1", "value1")
-        tag("key2", 2)
+        with new_context(fresh=True):
+            tag("key1", "value1")
+            tag("key2", 2)
 
-        tags = get_tags()
-        assert tags["key1"] == "value1"
-        assert tags["key2"] == 2
+            tags = get_tags()
+            assert tags["key1"] == "value1"
+            assert tags["key2"] == 2
 
     def test_clear_tags(self):
-        tag("key1", "value1")
-        assert get_tags()["key1"] == "value1"
-
-        clear_tags()
-        assert get_tags() == {}
-
-    def test_new_context_isolation(self):
-        # Set tag in outer context
-        tag("outer", "value")
-
         with new_context(fresh=True):
-            # Inner context should start empty
+            tag("key1", "value1")
+            assert get_tags()["key1"] == "value1"
+
+            clear_tags()
             assert get_tags() == {}
 
-            # Set tag in inner context
-            tag("inner", "value")
-            assert get_tags()["inner"] == "value"
-
-            # Outer tag should not be visible
-            self.assertNotIn("outer", get_tags())
-
-        with new_context(fresh=False):
-            # Inner context should start empty
-            assert get_tags() == {"outer": "value"}
-
-        # After exiting context, inner tag should be gone
-        self.assertNotIn("inner", get_tags())
-
-        # Outer tag should still be there
-        assert get_tags()["outer"] == "value"
-
-    def test_nested_contexts(self):
-        tag("level1", "value1")
-
+    def test_new_context_isolation(self):
         with new_context(fresh=True):
-            tag("level2", "value2")
+            # Set tag in outer context
+            tag("outer", "value")
 
             with new_context(fresh=True):
-                tag("level3", "value3")
-                assert get_tags() == {"level3": "value3"}
+                # Inner context should start empty
+                assert get_tags() == {}
 
-            # Back to level 2
-            assert get_tags() == {"level2": "value2"}
+                # Set tag in inner context
+                tag("inner", "value")
+                assert get_tags()["inner"] == "value"
 
-        # Back to level 1
-        assert get_tags() == {"level1": "value1"}
+                # Outer tag should not be visible
+                self.assertNotIn("outer", get_tags())
+
+            with new_context(fresh=False):
+                # Inner context should inherit outer tag
+                assert get_tags() == {"outer": "value"}
+
+            # After exiting context, inner tag should be gone
+            self.assertNotIn("inner", get_tags())
+
+            # Outer tag should still be there
+            assert get_tags()["outer"] == "value"
+
+    def test_nested_contexts(self):
+        with new_context(fresh=True):
+            tag("level1", "value1")
+
+            with new_context(fresh=True):
+                tag("level2", "value2")
+
+                with new_context(fresh=True):
+                    tag("level3", "value3")
+                    assert get_tags() == {"level3": "value3"}
+
+                # Back to level 2
+                assert get_tags() == {"level2": "value2"}
+
+            # Back to level 1
+            assert get_tags() == {"level1": "value1"}
 
     @patch("posthog.capture_exception")
     def test_scoped_decorator_success(self, mock_capture):
@@ -122,17 +136,85 @@ class TestScopes(unittest.TestCase):
         mock_capture.side_effect = check_context_on_capture
 
         # Set up outer context
-        tag("outer_context", "outer_value")
+        with new_context():
+            tag("outer_context", "outer_value")
 
-        try:
-            with new_context():
-                tag("inner_context", "inner_value")
-                raise test_exception
-        except RuntimeError:
-            pass  # Expected exception
+            try:
+                with new_context():
+                    tag("inner_context", "inner_value")
+                    raise test_exception
+            except RuntimeError:
+                pass  # Expected exception
+
+            # Outer context should still be intact
+            assert get_tags()["outer_context"] == "outer_value"
 
         # Verify capture_exception was called
         mock_capture.assert_called_once_with(test_exception)
 
-        # Outer context should still be intact
-        assert get_tags()["outer_context"] == "outer_value"
+    def test_identify_context(self):
+        with new_context(fresh=True):
+            # Initially no distinct ID
+            assert get_context_distinct_id() is None
+
+            # Set distinct ID
+            identify_context("user123")
+            assert get_context_distinct_id() == "user123"
+
+    def test_set_context_session(self):
+        with new_context(fresh=True):
+            # Initially no session ID
+            assert get_context_session_id() is None
+
+            # Set session ID
+            set_context_session("session456")
+            assert get_context_session_id() == "session456"
+
+    def test_context_inheritance_fresh_context(self):
+        with new_context(fresh=True):
+            identify_context("user123")
+            set_context_session("session456")
+
+            with new_context(fresh=True):
+                # Fresh context should not inherit
+                assert get_context_distinct_id() is None
+                assert get_context_session_id() is None
+
+            # Original context should still have values
+            assert get_context_distinct_id() == "user123"
+            assert get_context_session_id() == "session456"
+
+    def test_context_inheritance_non_fresh_context(self):
+        with new_context(fresh=True):
+            identify_context("user123")
+            set_context_session("session456")
+
+            with new_context(fresh=False):
+                # Non-fresh context should inherit
+                assert get_context_distinct_id() == "user123"
+                assert get_context_session_id() == "session456"
+
+                # Override in child context
+                identify_context("user789")
+                set_context_session("session999")
+                assert get_context_distinct_id() == "user789"
+                assert get_context_session_id() == "session999"
+
+            # Original context should still have original values
+            assert get_context_distinct_id() == "user123"
+            assert get_context_session_id() == "session456"
+
+    def test_scoped_decorator_with_context_ids(self):
+        @scoped()
+        def function_with_context():
+            identify_context("user456")
+            set_context_session("session789")
+            return get_context_distinct_id(), get_context_session_id()
+
+        distinct_id, session_id = function_with_context()
+        assert distinct_id == "user456"
+        assert session_id == "session789"
+
+        # Context should be cleared after function execution
+        assert get_context_distinct_id() is None
+        assert get_context_session_id() is None

posthog/version.py

@@ -1,4 +1,4 @@
-VERSION = "4.6.1"
+VERSION = "5.3.0"
 
 if __name__ == "__main__":
     print(VERSION, end="")  # noqa: T201

pyproject.toml

@@ -8,7 +8,7 @@ dynamic = ["version"]
 description = "Integrate PostHog into any python application."
 authors = [{ name = "PostHog", email = "hey@posthog.com" }]
 maintainers = [{ name = "PostHog", email = "hey@posthog.com" }]
-license = {text = "MIT"}
+license = { text = "MIT" }
 readme = "README.md"
 requires-python = ">=3.9"
 classifiers = [
@@ -36,7 +36,6 @@ Homepage = "https://github.com/posthog/posthog-python"
 Repository = "https://github.com/posthog/posthog-python"
 
 [project.optional-dependencies]
-sentry = ["sentry-sdk", "django"]
 langchain = ["langchain>=0.2.0"]
 dev = [
     "django-stubs",
@@ -52,7 +51,7 @@ dev = [
     "pydantic",
     "ruff",
     "setuptools",
-    "packaging", 
+    "packaging",
     "wheel",
     "twine",
     "tomli",
@@ -68,10 +67,11 @@ test = [
     "django",
     "openai",
     "anthropic",
-    "langgraph",
-    "langchain-community>=0.2.0",
-    "langchain-openai>=0.2.0",
-    "langchain-anthropic>=0.2.0",
+    "langgraph>=0.4.8",
+    "langchain-core>=0.3.65",
+    "langchain-community>=0.3.25",
+    "langchain-openai>=0.3.22",
+    "langchain-anthropic>=0.3.15",
     "google-genai",
     "pydantic",
     "parameterized>=0.8.1",
@@ -86,8 +86,8 @@ packages = [
     "posthog.ai.anthropic",
     "posthog.ai.gemini",
     "posthog.test",
-    "posthog.sentry",
     "posthog.exception_integrations",
+    "posthog.integrations",
 ]
 
 [tool.setuptools.dynamic]

sentry_django_example/manage.py

@@ -1,23 +0,0 @@
-#!/usr/bin/env python
-"""Django's command-line utility for administrative tasks."""
-
-import os
-import sys
-
-
-def main():
-    """Run administrative tasks."""
-    os.environ.setdefault("DJANGO_SETTINGS_MODULE", "sentry_django_example.settings")
-    try:
-        from django.core.management import execute_from_command_line
-    except ImportError as exc:
-        raise ImportError(
-            "Couldn't import Django. Are you sure it's installed and "
-            "available on your PYTHONPATH environment variable? Did you "
-            "forget to activate a virtual environment?"
-        ) from exc
-    execute_from_command_line(sys.argv)
-
-
-if __name__ == "__main__":
-    main()

sentry_django_example/sentry_django_example/asgi.py

@@ -1,16 +0,0 @@
-"""
-ASGI config for sentry_django_example project.
-
-It exposes the ASGI callable as a module-level variable named ``application``.
-
-For more information on this file, see
-https://docs.djangoproject.com/en/3.2/howto/deployment/asgi/
-"""
-
-import os
-
-from django.core.asgi import get_asgi_application
-
-os.environ.setdefault("DJANGO_SETTINGS_MODULE", "sentry_django_example.settings")
-
-application = get_asgi_application()

sentry_django_example/sentry_django_example/settings.py

@@ -1,171 +0,0 @@
-"""
-Django settings for sentry_django_example project.
-
-Generated by 'django-admin startproject' using Django 3.2.2.
-
-For more information on this file, see
-https://docs.djangoproject.com/en/3.2/topics/settings/
-
-For the full list of settings and their values, see
-https://docs.djangoproject.com/en/3.2/ref/settings/
-"""
-
-from pathlib import Path
-from uuid import uuid4
-
-# Build paths inside the project like this: BASE_DIR / 'subdir'.
-BASE_DIR = Path(__file__).resolve().parent.parent
-
-
-# Quick-start development settings - unsuitable for production
-# See https://docs.djangoproject.com/en/3.2/howto/deployment/checklist/
-
-# SECURITY WARNING: keep the secret key used in production secret!
-SECRET_KEY = "django-insecure-4kzfiq7vb(t0+jbl#vq)u=%06ouf)n*=l%730c8=tk(wkm9i9o"
-
-# SECURITY WARNING: don't run with debug turned on in production!
-DEBUG = True
-
-ALLOWED_HOSTS = []
-
-
-# PostHog Setup (can be a separate app)
-import posthog  # noqa: E402
-
-# You can find this key on the /setup page in PostHog
-posthog.api_key = (
-    "LXP6nQXvo-2TCqGVrWvPah8uJIyVykoMmhnEkEBi5PA"  # TODO: replace with your api key
-)
-
-posthog.personal_api_key = ""
-
-# Where you host PostHog, with no trailing /.
-# You can remove this line if you're using posthog.com
-posthog.host = "http://127.0.0.1:8000"
-
-from posthog.sentry.posthog_integration import PostHogIntegration  # noqa: E402
-
-PostHogIntegration.organization = "posthog"  # TODO: your sentry organization
-# PostHogIntegration.prefix = # TODO: your self hosted Sentry url. (default: https://sentry.io/organizations/)
-
-# Since Sentry doesn't allow Integrations configuration (see https://github.com/getsentry/sentry-python/blob/master/sentry_sdk/integrations/__init__.py#L171-L183)
-# we work around this by setting static class variables beforehand
-
-# Sentry Setup
-import sentry_sdk  # noqa: E402
-from sentry_sdk.integrations.django import DjangoIntegration  # noqa: E402
-
-sentry_sdk.init(
-    dsn="https://27ac54f7f4cf484abf1335436b0c52e5@o344752.ingest.sentry.io/5624115",  # TODO: your Sentry DSN here
-    integrations=[DjangoIntegration(), PostHogIntegration()],
-    # Set traces_sample_rate to 1.0 to capture 100%
-    # of transactions for performance monitoring.
-    # We recommend adjusting this value in production.
-    traces_sample_rate=1.0,
-    # If you wish to associate users to errors (assuming you are using
-    # django.contrib.auth) you may enable sending PII data.
-    send_default_pii=True,
-)
-
-POSTHOG_DJANGO = {
-    "distinct_id": lambda request: str(
-        uuid4()
-    )  # TODO: your logic for generating unique ID, given the request object
-}
-
-# Application definition
-
-INSTALLED_APPS = [
-    "django.contrib.admin",
-    "django.contrib.auth",
-    "django.contrib.contenttypes",
-    "django.contrib.sessions",
-    "django.contrib.messages",
-    "django.contrib.staticfiles",
-]
-
-MIDDLEWARE = [
-    "django.middleware.security.SecurityMiddleware",
-    "django.contrib.sessions.middleware.SessionMiddleware",
-    "django.middleware.common.CommonMiddleware",
-    "django.middleware.csrf.CsrfViewMiddleware",
-    "django.contrib.auth.middleware.AuthenticationMiddleware",
-    "django.contrib.messages.middleware.MessageMiddleware",
-    "django.middleware.clickjacking.XFrameOptionsMiddleware",
-    "posthog.sentry.django.PosthogDistinctIdMiddleware",
-]
-
-ROOT_URLCONF = "sentry_django_example.urls"
-
-TEMPLATES = [
-    {
-        "BACKEND": "django.template.backends.django.DjangoTemplates",
-        "DIRS": [],
-        "APP_DIRS": True,
-        "OPTIONS": {
-            "context_processors": [
-                "django.template.context_processors.debug",
-                "django.template.context_processors.request",
-                "django.contrib.auth.context_processors.auth",
-                "django.contrib.messages.context_processors.messages",
-            ],
-        },
-    },
-]
-
-WSGI_APPLICATION = "sentry_django_example.wsgi.application"
-
-
-# Database
-# https://docs.djangoproject.com/en/3.2/ref/settings/#databases
-
-DATABASES = {
-    "default": {
-        "ENGINE": "django.db.backends.sqlite3",
-        "NAME": BASE_DIR / "db.sqlite3",
-    }
-}
-
-
-# Password validation
-# https://docs.djangoproject.com/en/3.2/ref/settings/#auth-password-validators
-
-AUTH_PASSWORD_VALIDATORS = [
-    {
-        "NAME": "django.contrib.auth.password_validation.UserAttributeSimilarityValidator",
-    },
-    {
-        "NAME": "django.contrib.auth.password_validation.MinimumLengthValidator",
-    },
-    {
-        "NAME": "django.contrib.auth.password_validation.CommonPasswordValidator",
-    },
-    {
-        "NAME": "django.contrib.auth.password_validation.NumericPasswordValidator",
-    },
-]
-
-
-# Internationalization
-# https://docs.djangoproject.com/en/3.2/topics/i18n/
-
-LANGUAGE_CODE = "en-us"
-
-TIME_ZONE = "UTC"
-
-USE_I18N = True
-
-USE_L10N = True
-
-USE_TZ = True
-
-
-# Static files (CSS, JavaScript, Images)
-# https://docs.djangoproject.com/en/3.2/howto/static-files/
-
-STATIC_URL = "/static/"
-
-# Default primary key field type
-# https://docs.djangoproject.com/en/3.2/ref/settings/#default-auto-field
-
-DEFAULT_AUTO_FIELD = "django.db.models.BigAutoField"

sentry_django_example/sentry_django_example/urls.py

@@ -1,28 +0,0 @@
-"""sentry_django_example URL Configuration
-
-The `urlpatterns` list routes URLs to views. For more information please see:
-    https://docs.djangoproject.com/en/3.2/topics/http/urls/
-Examples:
-Function views
-    1. Add an import:  from my_app import views
-    2. Add a URL to urlpatterns:  path('', views.home, name='home')
-Class-based views
-    1. Add an import:  from other_app.views import Home
-    2. Add a URL to urlpatterns:  path('', Home.as_view(), name='home')
-Including another URLconf
-    1. Import the include() function: from django.urls import include, path
-    2. Add a URL to urlpatterns:  path('blog/', include('blog.urls'))
-"""
-
-from django.contrib import admin
-from django.urls import path
-
-
-def trigger_error(request):
-    division_by_zero = 1 / 0
-
-
-urlpatterns = [
-    path("admin/", admin.site.urls),
-    path("sentry-debug/", trigger_error),
-]

sentry_django_example/sentry_django_example/wsgi.py

@@ -1,16 +0,0 @@
-"""
-WSGI config for sentry_django_example project.
-
-It exposes the WSGI callable as a module-level variable named ``application``.
-
-For more information on this file, see
-https://docs.djangoproject.com/en/3.2/howto/deployment/wsgi/
-"""
-
-import os
-
-from django.core.wsgi import get_wsgi_application
-
-os.environ.setdefault("DJANGO_SETTINGS_MODULE", "sentry_django_example.settings")
-
-application = get_wsgi_application()