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feat: add support for funnel reports #54
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75e9d79
feat: added funnel report generation
cagnusmarlsen d785907
chore: improved prompt
cagnusmarlsen 86fb756
chore: Linting
cagnusmarlsen 00070d7
docs: update README to add run_funnel_report tool
cagnusmarlsen 0db3192
chore: cleanup
cagnusmarlsen d9080f6
chore: create funnels.py, move funnel hints into separate method
cagnusmarlsen 5c6df72
fix: event_parameter_name instead of parameter_name
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,177 @@ | ||
| from typing import Any, Dict, List | ||
|
|
||
| from analytics_mcp.coordinator import mcp | ||
| from analytics_mcp.tools.reporting.metadata import ( | ||
| get_date_ranges_hints, | ||
| get_funnel_steps_hints, | ||
| ) | ||
| from analytics_mcp.tools.utils import ( | ||
| construct_property_rn, | ||
| create_data_api_alpha_client, | ||
| proto_to_dict, | ||
| ) | ||
| from google.analytics import data_v1alpha | ||
|
|
||
|
|
||
| def _run_funnel_report_description() -> str: | ||
| """Returns the description for the `run_funnel_report` tool.""" | ||
| return f""" | ||
| {run_funnel_report.__doc__} | ||
|
|
||
| ## Hints for arguments | ||
|
|
||
| Here are some hints that outline the expected format and requirements | ||
| for arguments. | ||
|
|
||
| ### Hints for `funnel_breakdown` | ||
|
|
||
| The `funnel_breakdown` parameter allows you to segment funnel results by a dimension: | ||
| ```json | ||
| {{ | ||
| "breakdown_dimension": "deviceCategory" | ||
| }} | ||
| ``` | ||
| Common breakdown dimensions include: | ||
| - `deviceCategory` - Desktop, Mobile, Tablet | ||
| - `country` - User's country | ||
| - `operatingSystem` - User's operating system | ||
| - `browser` - User's browser | ||
|
|
||
| ### Hints for `funnel_next_action` | ||
|
|
||
| The `funnel_next_action` parameter analyzes what users do after completing or dropping off from the funnel: | ||
| ```json | ||
| {{ | ||
| "next_action_dimension": "eventName", | ||
| "limit": 5 | ||
| }} | ||
| ``` | ||
| Common next action dimensions include: | ||
| - `eventName` - Next events users trigger | ||
| - `pagePath` - Next pages users visit | ||
|
|
||
| ### Hints for `date_ranges`: | ||
| {get_date_ranges_hints()} | ||
|
|
||
| ### Hints for `funnel_steps` | ||
| {get_funnel_steps_hints()} | ||
|
|
||
| """ | ||
|
|
||
|
|
||
| async def run_funnel_report( | ||
| property_id: int | str, | ||
| funnel_steps: List[Dict[str, Any]], | ||
| date_ranges: List[Dict[str, str]] = None, | ||
| funnel_breakdown: Dict[str, str] = None, | ||
| funnel_next_action: Dict[str, str] = None, | ||
| segments: List[Dict[str, Any]] = None, | ||
| return_property_quota: bool = False, | ||
| ) -> Dict[str, Any]: | ||
| """Run a Google Analytics Data API funnel report. | ||
|
|
||
| See the funnel report guide at | ||
| https://developers.google.com/analytics/devguides/reporting/data/v1/funnels | ||
| for details and examples. | ||
|
|
||
| Args: | ||
| property_id: The Google Analytics property ID. Accepted formats are: | ||
| - A number | ||
| - A string consisting of 'properties/' followed by a number | ||
| funnel_steps: A list of funnel steps. Each step should be a dictionary | ||
| containing: | ||
| - 'name': (str) Display name for the step | ||
| - 'filter_expression': (Dict) Complete filter expression for the step | ||
| OR for simple event-based steps: | ||
| - 'name': (str) Display name for the step | ||
| - 'event': (str) Event name to filter on | ||
| date_ranges: A list of date ranges | ||
| (https://developers.google.com/analytics/devguides/reporting/data/v1/rest/v1beta/DateRange) | ||
| to include in the report. | ||
| funnel_breakdown: Optional breakdown dimension to segment the funnel. | ||
| This creates separate funnel results for each value of the dimension. | ||
| Example: {"breakdown_dimension": "deviceCategory"} | ||
| funnel_next_action: Optional next action analysis configuration. | ||
| This analyzes what users do after completing or dropping off from the funnel. | ||
| Example: {"next_action_dimension": "eventName", "limit": 5} | ||
| segments: Optional list of segments to apply to the funnel. | ||
| return_property_quota: Whether to return current property quota information. | ||
|
|
||
| Returns: | ||
| Dict containing the funnel report response with funnel results including: | ||
| - funnel_table: Table showing progression through funnel steps | ||
| - funnel_visualization: Data for visualizing the funnel | ||
| - property_quota: (if requested) Current quota usage information | ||
|
|
||
| Raises: | ||
| ValueError: If funnel_steps is empty or contains invalid configurations | ||
| Exception: If the API request fails | ||
|
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||
|
|
||
| """ | ||
|
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| steps = [] | ||
| for i, step in enumerate(funnel_steps): | ||
| if not isinstance(step, dict): | ||
| raise ValueError(f"Step {i+1} must be a dictionary") | ||
|
|
||
| step_name = step.get("name", f"Step {i+1}") | ||
|
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| if "filter_expression" in step: | ||
| filter_expr = data_v1alpha.FunnelFilterExpression( | ||
| step["filter_expression"] | ||
| ) | ||
| elif "event" in step: | ||
| filter_expr = data_v1alpha.FunnelFilterExpression( | ||
| funnel_event_filter=data_v1alpha.FunnelEventFilter( | ||
| event_name=step["event"] | ||
| ) | ||
| ) | ||
| else: | ||
| raise ValueError( | ||
| f"Step {i+1} must contain either 'filter_expression' or 'event' key" | ||
| ) | ||
|
|
||
| funnel_step = data_v1alpha.FunnelStep( | ||
| name=step_name, filter_expression=filter_expr | ||
| ) | ||
| steps.append(funnel_step) | ||
|
|
||
| request = data_v1alpha.RunFunnelReportRequest( | ||
| property=construct_property_rn(property_id), | ||
| funnel=data_v1alpha.Funnel(steps=steps), | ||
| date_ranges=[data_v1alpha.DateRange(dr) for dr in date_ranges], | ||
| return_property_quota=return_property_quota, | ||
| ) | ||
|
|
||
| if funnel_breakdown and "breakdown_dimension" in funnel_breakdown: | ||
| request.funnel_breakdown = data_v1alpha.FunnelBreakdown( | ||
| breakdown_dimension=data_v1alpha.Dimension( | ||
| name=funnel_breakdown["breakdown_dimension"] | ||
| ) | ||
| ) | ||
|
|
||
| if funnel_next_action and "next_action_dimension" in funnel_next_action: | ||
| next_action_config = data_v1alpha.FunnelNextAction( | ||
| next_action_dimension=data_v1alpha.Dimension( | ||
| name=funnel_next_action["next_action_dimension"] | ||
| ) | ||
| ) | ||
| if "limit" in funnel_next_action: | ||
| next_action_config.limit = funnel_next_action["limit"] | ||
| request.funnel_next_action = next_action_config | ||
|
|
||
| if segments: | ||
| request.segments = [ | ||
| data_v1alpha.Segment(segment) for segment in segments | ||
| ] | ||
|
|
||
| response = await create_data_api_alpha_client().run_funnel_report(request) | ||
| return proto_to_dict(response) | ||
|
|
||
|
|
||
| mcp.add_tool( | ||
| run_funnel_report, | ||
| title="Run a Google Analytics Data API funnel report using the Data API", | ||
| description=_run_funnel_report_description(), | ||
| ) |
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Hi! I use the funnel report function you created! But meet this problem:
{"error": "Failed to execute tool 'run_funnel_report': 400 Field 'pagePath' is not currently supported inside segments & funnel steps. For a list of valid dimensions and metrics, see https://developers.google.com/analytics/devguides/reporting/data/v1/exploration-api-schema "}"
I think you can use
It will also change the logic from EXACT to CONTAINS....but can get the data