feat: posthog integration #1
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feat(posthog): let there be metrics
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25 issues found across 15 files
Prompt for AI agents (all 25 issues)
Understand the root cause of the following 25 issues and fix them.
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:50">
Analytics tracking and error handling logic in `track_api_endpoint` duplicates patterns found in `backend/airweave/analytics/decorators/search.py:track_search_operation()` function. This includes timing, context extraction, `distinct_id` generation, and `analytics.track_event` dispatching. Severity: 8/10 - Duplicating this core analytics and error tracking pattern across decorators increases maintenance burden and risks inconsistent data collection for critical business metrics.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
@track_api_endpoint will not emit events here because this endpoint lacks an ApiContext (ctx) parameter; the decorator only tracks when it finds ctx in kwargs. Add ctx: ApiContext = Depends(deps.get_context) to the signature or update the decorator to handle endpoints without ctx.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Inconsistent brand casing; use "PostHog" capitalization to match docs and env var names.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
<violation number="2" location=".env.example:57">
Non-empty placeholder enables analytics unintentionally and triggers failed PostHog calls; leave API key blank in example to avoid accidental enablement.</violation>
<violation number="3" location=".env.example:59">
Analytics enabled by default in example may lead to unintended telemetry from local/test; consider defaulting to false in the sample env.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Intentional default per docs/PR; with a blank API key analytics won’t enable even if true. Preference-level, not a clear issue.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/source_connections.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/source_connections.py:104">
Decorator introduces synchronous analytics calls in an async endpoint, which may add latency under load. Consider making analytics emission non-blocking (e.g., background task/queue) or using an async client.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative and lower priority: although analytics is called in the request path, there’s no evidence the PostHog client blocks materially (it may buffer/queue). No demonstrated latency impact; not strong enough to report.
• **Libraries consulted**: PostHog Python SDK posthog.capture async queue behavior, Posthog, posthog-python client capture queue threading, posthog-python capture async queue</violation>
<violation number="2" location="backend/airweave/api/v1/endpoints/source_connections.py:104">
Using the analytics decorator here will send error detail strings and the `organization_name` to PostHog on failures; for a credentials-related endpoint this risks leaking sensitive information. Consider redacting error messages and org names in the decorator or using a safer variant for this endpoint.</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:155">
Function is declared async but contains no awaits; this adds unnecessary coroutine overhead and requires callers to await a synchronous operation. Prefer a regular def method here for clarity and to avoid misleading async usage.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Async without await is a stylistic/low-impact issue; called from async context and performs lightweight analytics/logging. Not a worthwhile violation to report.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:184">
Redundant hasattr check: SyncProgressUpdate always defines `entities_encountered`; the second condition is sufficient. Simplify to rely on truthiness of the dict.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: entities_encountered exists on SyncProgressUpdate; hasattr is redundant but trivial and consistent with existing code. Low impact.</violation>
</file>
<file name="backend/airweave/analytics/__init__.py">
<violation number="1" location="backend/airweave/analytics/__init__.py:5">
Importing business_events here eagerly instantiates BusinessEventTracker on package import. Consider lazy-loading or exporting the class/module to avoid import-time side effects.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Intentional convenience instance; no meaningful init side effects; negligible impact.</violation>
<violation number="2" location="backend/airweave/analytics/__init__.py:6">
Importing analytics here triggers AnalyticsService instantiation at import time, causing side effects (configuration/logging) on package import. Prefer lazy initialization or exporting the class/module instead.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Intentional singleton; minimal, env-gated import-time side effects per module design/docs. Low impact.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:26">
Caller-supplied properties can override the reserved "organization_id" due to merge order. Place reserved fields after the spread or filter them out to prevent tampering.</violation>
<violation number="2" location="backend/airweave/analytics/events/business_events.py:216">
Sending raw error messages to analytics may exfiltrate sensitive details (tokens, secrets, stack traces). Sanitize, summarize, or truncate before sending.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:50">
Use logger.exception to include stack trace for failures, improving observability.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Logging with exception vs error is an observability preference; not a functional bug and may be intentional. Low impact.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:73">
Mutates caller-provided properties dict; copy before adding environment to avoid side effects.</violation>
<violation number="3" location="backend/airweave/analytics/service.py:84">
Use logger.exception to include stack trace for failures, improving observability.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #1: preference-level logging change; no clear functional issue.</violation>
<violation number="4" location="backend/airweave/analytics/service.py:112">
Use logger.exception to include stack trace for failures, improving observability.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #1: preference-level logging change; no clear functional issue.</violation>
<violation number="5" location="backend/airweave/analytics/service.py:116">
Avoid module-level instantiation that triggers configuration/logging on import; prefer lazy initialization or app-lifecycle wiring.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Module-level singleton instantiation is a common pattern; side effects are expected/controlled by settings. Not a clear bug; impact speculative.</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:18">
Use a monotonic clock (time.perf_counter) for duration measurement to avoid issues from system clock adjustments.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:24">
Context detection ignores positional args, so ctx passed positionally will be missed and events won't be tracked. Consider scanning args as well.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: FastAPI binds parameters as keyword args; ctx (Depends) appears in kwargs and will be found.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:73">
Dereferencing ctx.organization.id without a None check can raise AttributeError and crash analytics tracking. Use a safe accessor for organization.id.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: organization is guaranteed on ApiContext; groups payload dereference is safe.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:168">
Widget references `searched_at` property that is never emitted; this configuration will not work.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:181">
Widget uses property `total_entities`, but emitted property is `entities_processed`; dashboards will show zero/incorrect values.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive: The emitted `sync_completed` event in sync_job_service includes `total_entities`; the README widget aligns with what is actually emitted even if another helper mentions `entities_processed`.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:186">
Widget recommends using `entities_synced_by_type`, which is not implemented; the dashboard will not populate.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive: The referenced widget uses an event that is emitted (`entities_synced_by_type`) with `entity_count` and `organization_name`, so it will populate.</violation>
<violation number="4" location="backend/airweave/analytics/README.md:293">
README links to analytics_integration_example.py which is not present; broken link.</violation>
</file>
React with 👍 or 👎 to teach cubic. Mention @cubic-dev-ai to give feedback, ask questions, or re-run the review.
| status_code = 500 | ||
| raise | ||
| finally: | ||
| if ctx: |
There was a problem hiding this comment.
Analytics tracking and error handling logic in track_api_endpoint duplicates patterns found in backend/airweave/analytics/decorators/search.py:track_search_operation() function. This includes timing, context extraction, distinct_id generation, and analytics.track_event dispatching. Severity: 8/10 - Duplicating this core analytics and error tracking pattern across decorators increases maintenance burden and risks inconsistent data collection for critical business metrics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 50:
<comment>Analytics tracking and error handling logic in `track_api_endpoint` duplicates patterns found in `backend/airweave/analytics/decorators/search.py:track_search_operation()` function. This includes timing, context extraction, `distinct_id` generation, and `analytics.track_event` dispatching. Severity: 8/10 - Duplicating this core analytics and error tracking pattern across decorators increases maintenance burden and risks inconsistent data collection for critical business metrics.</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = 500
+ raise
+ finally:
+ if ctx:
+ properties = {
+ "endpoint": event_name or func.__name__,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
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| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint will not emit events here because this endpoint lacks an ApiContext (ctx) parameter; the decorator only tracks when it finds ctx in kwargs. Add ctx: ApiContext = Depends(deps.get_context) to the signature or update the decorator to handle endpoints without ctx.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>@track_api_endpoint will not emit events here because this endpoint lacks an ApiContext (ctx) parameter; the decorator only tracks when it finds ctx in kwargs. Add ctx: ApiContext = Depends(deps.get_context) to the signature or update the decorator to handle endpoints without ctx.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| QDRANT_FULL_URL= | ||
| ADDITIONAL_CORS_ORIGINS= | ||
|
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||
| # Posthog Configuration |
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Inconsistent brand casing; use "PostHog" capitalization to match docs and env var names.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
Prompt for AI agents
Address the following comment on .env.example at line 56:
<comment>Inconsistent brand casing; use "PostHog" capitalization to match docs and env var names.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
QDRANT_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| # Posthog Configuration | |
| # PostHog Configuration |
| # Posthog Configuration | ||
| POSTHOG_API_KEY=phc_your_api_key_here | ||
| POSTHOG_HOST=https://app.posthog.com | ||
| ANALYTICS_ENABLED=true |
There was a problem hiding this comment.
Analytics enabled by default in example may lead to unintended telemetry from local/test; consider defaulting to false in the sample env.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Intentional default per docs/PR; with a blank API key analytics won’t enable even if true. Preference-level, not a clear issue.
Prompt for AI agents
Address the following comment on .env.example at line 59:
<comment>Analytics enabled by default in example may lead to unintended telemetry from local/test; consider defaulting to false in the sample env.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Intentional default per docs/PR; with a blank API key analytics won’t enable even if true. Preference-level, not a clear issue.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
+ANALYTICS_ENABLED=true
+
# Other Settings
</file context>
[internal] Confidence score: 6/10
[internal] Posted by: General AI Review Agent
| ADDITIONAL_CORS_ORIGINS= | ||
|
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||
| # Posthog Configuration | ||
| POSTHOG_API_KEY=phc_your_api_key_here |
There was a problem hiding this comment.
Non-empty placeholder enables analytics unintentionally and triggers failed PostHog calls; leave API key blank in example to avoid accidental enablement.
Prompt for AI agents
Address the following comment on .env.example at line 57:
<comment>Non-empty placeholder enables analytics unintentionally and triggers failed PostHog calls; leave API key blank in example to avoid accidental enablement.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
+ANALYTICS_ENABLED=true
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
Suggested change
| POSTHOG_API_KEY=phc_your_api_key_here | |
| POSTHOG_API_KEY= |
| if ctx.user | ||
| else f"api_key_{ctx.organization.id}", | ||
| properties=properties, | ||
| groups={"organization": str(ctx.organization.id)}, |
There was a problem hiding this comment.
Dereferencing ctx.organization.id without a None check can raise AttributeError and crash analytics tracking. Use a safe accessor for organization.id.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: organization is guaranteed on ApiContext; groups payload dereference is safe.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 73:
<comment>Dereferencing ctx.organization.id without a None check can raise AttributeError and crash analytics tracking. Use a safe accessor for organization.id.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: organization is guaranteed on ApiContext; groups payload dereference is safe.</comment>
<file context>
@@ -0,0 +1,103 @@
+ if ctx.user
+ else f"api_key_{ctx.organization.id}",
+ properties=properties,
+ groups={"organization": str(ctx.organization.id)},
+ )
+
</file context>
[internal] Confidence score: 6/10
[internal] Posted by: General AI Review Agent
|
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| - [PostHog Documentation](https://posthog.com/docs) | ||
| - [PostHog Python SDK](https://posthog.com/docs/libraries/python) | ||
| - [Airweave Analytics Examples](analytics_integration_example.py) |
There was a problem hiding this comment.
README links to analytics_integration_example.py which is not present; broken link.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 293:
<comment>README links to analytics_integration_example.py which is not present; broken link.</comment>
<file context>
@@ -0,0 +1,293 @@
+
+- [PostHog Documentation](https://posthog.com/docs)
+- [PostHog Python SDK](https://posthog.com/docs/libraries/python)
+- [Airweave Analytics Examples](analytics_integration_example.py)
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| 2. **Time to First Search** | ||
| - Event: `search_query` | ||
| - Type: Histogram (if supported) or Line Chart | ||
| - Property: `searched_at` |
There was a problem hiding this comment.
Widget references searched_at property that is never emitted; this configuration will not work.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 168:
<comment>Widget references `searched_at` property that is never emitted; this configuration will not work.</comment>
<file context>
@@ -0,0 +1,293 @@
+2. **Time to First Search**
+ - Event: `search_query`
+ - Type: Histogram (if supported) or Line Chart
+ - Property: `searched_at`
+ - Time Range: Last 30 days
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| 2. **Entities Synced per Sync** | ||
| - Event: `sync_completed` | ||
| - Type: Bar Chart | ||
| - Property: `total_entities` (Sum) |
There was a problem hiding this comment.
Widget uses property total_entities, but emitted property is entities_processed; dashboards will show zero/incorrect values.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: False positive: The emitted sync_completed event in sync_job_service includes total_entities; the README widget aligns with what is actually emitted even if another helper mentions entities_processed.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 181:
<comment>Widget uses property `total_entities`, but emitted property is `entities_processed`; dashboards will show zero/incorrect values.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive: The emitted `sync_completed` event in sync_job_service includes `total_entities`; the README widget aligns with what is actually emitted even if another helper mentions `entities_processed`.</comment>
<file context>
@@ -0,0 +1,293 @@
+2. **Entities Synced per Sync**
+ - Event: `sync_completed`
+ - Type: Bar Chart
+ - Property: `total_entities` (Sum)
+ - Breakdown: `sync_id`
+ - Time Range: Last 7 days
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| - Time Range: Last 7 days | ||
|
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| 3. **Storage Usage by Organization** | ||
| - Event: `entities_synced_by_type` |
There was a problem hiding this comment.
Widget recommends using entities_synced_by_type, which is not implemented; the dashboard will not populate.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: False positive: The referenced widget uses an event that is emitted (entities_synced_by_type) with entity_count and organization_name, so it will populate.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 186:
<comment>Widget recommends using `entities_synced_by_type`, which is not implemented; the dashboard will not populate.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive: The referenced widget uses an event that is emitted (`entities_synced_by_type`) with `entity_count` and `organization_name`, so it will populate.</comment>
<file context>
@@ -0,0 +1,293 @@
+ - Time Range: Last 7 days
+
+3. **Storage Usage by Organization**
+ - Event: `entities_synced_by_type`
+ - Type: Bar Chart
+ - Property: `entity_count` (Sum)
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
![cubic-dev-local[bot]](https://avatars.githubusercontent.com/u/189440881?s=60&v=4){kind=small}
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25 issues found across 15 files
Prompt for AI agents (all 25 issues)
Understand the root cause of the following 25 issues and fix them.
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:20">
Clarify the docstring to reflect that event_name customizes the endpoint property, not the PostHog event name.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor docstring nit; low impact and not worth reporting.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:25">
The `async_wrapper` and `sync_wrapper` functions within the `track_api_endpoint` decorator are nearly identical. This internal duplication increases maintenance burden and the risk of inconsistent bug fixes.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:27">
Use a monotonic clock (time.perf_counter) for accurate duration measurement.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:33">
Iterate both positional and keyword args when extracting ApiContext to avoid missing ctx passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #4; positional search unnecessary for these endpoints.</violation>
<violation number="5" location="backend/airweave/analytics/decorators/api.py:69">
Guard against None organization when building distinct_id to avoid AttributeError in finally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: ApiContext.organization is required; accessing .id is safe—avoid speculative None checks.</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:155">
Method is declared async but performs no awaits, adding unnecessary coroutine overhead. Consider making it a synchronous method and removing the `await` at the call site.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Async method without awaits has minimal overhead and no correctness impact; changing it is a minor refactor.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:166">
This file implements custom tracking for the `sync_completed` event, bypassing the existing `business_events.track_sync_completed` helper in `backend/airweave/analytics/events/business_events.py`. This leads to duplicated logic and inconsistent event schemas, defeating the purpose of the abstraction. The implementation here should be moved into the helper, and the helper should be called instead.</violation>
<violation number="3" location="backend/airweave/core/sync_job_service.py:184">
Redundant hasattr check: `entities_encountered` is always present on `SyncProgressUpdate`. Simplify to a direct truthiness check for clarity and maintainability.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: entities_encountered always exists on SyncProgressUpdate via default_factory; the hasattr check is redundant and low impact.</violation>
<violation number="4" location="backend/airweave/core/sync_job_service.py:185">
Tracking analytics events inside a loop is an anti-pattern that can generate excessive event volume, leading to increased costs and potential rate-limiting. Instead of firing an `entities_synced_by_type` event for each entity, this data should be aggregated into a single `sync_completed` event, for example by adding a dictionary of entity counts to its properties.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: The loop emits one event per entity type (not per entity) and the set of types is typically small. The PR explicitly intends per-entity-type counts on completion. Without evidence of excessive event volume or rate limiting, this is a best-practice preference, not a high-impact issue.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
`@track_api_endpoint` will not emit events here because `create_organization` lacks an `ApiContext` argument, so the decorator never finds `ctx` and skips tracking.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:26">
Merged properties can overwrite `organization_id`. Place `organization_id` last or guard against override to ensure correctness.</violation>
<violation number="2" location="backend/airweave/analytics/events/business_events.py:94">
`sync_completed` uses `entities_processed` here, but other code and docs standardize on `total_entities`. Align the property to avoid fragmented metrics.</violation>
<violation number="3" location="backend/airweave/analytics/events/business_events.py:216">
Avoid sending full error messages to analytics; truncate or sanitize to reduce potential PII leakage.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Use correct PostHog capitalization in the section heading for consistency and branding.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
<violation number="2" location=".env.example:59">
Defaulting analytics to true in the example .env risks unintentionally sending local/dev data to PostHog. Prefer disabling by default to avoid unintended telemetry.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Enabling analytics by default aligns with project documentation and PR description (default: true). The example template won’t send telemetry without a real API key; this is a policy preference, not a bug.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:5">
Unconditional import of optional dependency may cause ModuleNotFoundError at import time; wrap import in try/except or lazily import to avoid startup crashes when analytics is disabled or the package isn’t installed.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:73">
Avoid mutating caller-provided properties dict; copy before adding 'environment' to prevent unintended side effects.</violation>
<violation number="3" location="backend/airweave/analytics/service.py:116">
Global instantiation causes import-time side effects; prefer lazy initialization (factory or dependency injection) to avoid startup coupling and ease testing.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Creating a global service instance is a common, intentional singleton pattern. Without concrete harm beyond the separate import-time risk already covered by #0, this is architectural preference, not a critical bug.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:53">
Examples should make `ctx` keyword-only so decorators reliably detect it via kwargs.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Suggesting keyword-only `ctx` is a minor documentation preference. In practice (FastAPI), ctx is provided via kwargs and detected; not a clear, high-impact issue.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:58">
Make `ctx` keyword-only in the search example to ensure it’s detected by the decorator.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #2; low-impact suggestion without demonstrated failure. Decorators detect ctx via kwargs in typical usage.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:168">
The widget suggests using a `searched_at` property that is never emitted by the code; use the event timestamp or an existing field instead.</violation>
<violation number="4" location="backend/airweave/analytics/README.md:266">
Documentation states user IDs are hashed/obfuscated, but code sends raw IDs; clarify that IDs are un-hashed by default or implement hashing.</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:18">
Use a monotonic clock (time.perf_counter) for duration measurements to avoid clock adjustments skewing metrics.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:26">
Unnecessary iteration over kwargs after finding context; add a break to avoid extra checks.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Technically correct but trivial micro-optimization; scanning a small kwargs dict without break has negligible impact and no functional risk. Not worth reporting under current criteria.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:47">
Use Enum .value for response_type to avoid emitting class-qualified strings (e.g., 'ResponseType.RAW') in analytics.</violation>
</file>
You're on the cubic free plan with 10 free PR reviews remaining this month. Upgrade for unlimited reviews.
React with 👍 or 👎 to teach cubic. Mention @cubic-dev-ai to give feedback, ask questions, or re-run the review.
| """ | ||
|
|
||
| def decorator(func: F) -> F: | ||
| @wraps(func) |
There was a problem hiding this comment.
The async_wrapper and sync_wrapper functions within the track_api_endpoint decorator are nearly identical. This internal duplication increases maintenance burden and the risk of inconsistent bug fixes.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 25:
<comment>The `async_wrapper` and `sync_wrapper` functions within the `track_api_endpoint` decorator are nearly identical. This internal duplication increases maintenance burden and the risk of inconsistent bug fixes.</comment>
<file context>
@@ -0,0 +1,125 @@
+ """
+
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def async_wrapper(*args, **kwargs):
+ start_time = time.time() if include_timing else None
</file context>
[internal] Confidence score: 9.5/10
[internal] Posted by: Duplicate Detection Agent
|
|
||
| # Track individual entity type counts for detailed analysis | ||
| if hasattr(stats, "entities_encountered") and stats.entities_encountered: | ||
| for entity_type, entity_count in stats.entities_encountered.items(): |
There was a problem hiding this comment.
Tracking analytics events inside a loop is an anti-pattern that can generate excessive event volume, leading to increased costs and potential rate-limiting. Instead of firing an entities_synced_by_type event for each entity, this data should be aggregated into a single sync_completed event, for example by adding a dictionary of entity counts to its properties.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: The loop emits one event per entity type (not per entity) and the set of types is typically small. The PR explicitly intends per-entity-type counts on completion. Without evidence of excessive event volume or rate limiting, this is a best-practice preference, not a high-impact issue.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 185:
<comment>Tracking analytics events inside a loop is an anti-pattern that can generate excessive event volume, leading to increased costs and potential rate-limiting. Instead of firing an `entities_synced_by_type` event for each entity, this data should be aggregated into a single `sync_completed` event, for example by adding a dictionary of entity counts to its properties.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: The loop emits one event per entity type (not per entity) and the set of types is typically small. The PR explicitly intends per-entity-type counts on completion. Without evidence of excessive event volume or rate limiting, this is a best-practice preference, not a high-impact issue.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+
+ # Track individual entity type counts for detailed analysis
+ if hasattr(stats, "entities_encountered") and stats.entities_encountered:
+ for entity_type, entity_count in stats.entities_encountered.items():
+ user_id = str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}"
+ analytics.track_event(
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: System Design Agent
| ) | ||
|
|
||
| # Track sync completion event with sync_id | ||
| analytics.track_event( |
There was a problem hiding this comment.
This file implements custom tracking for the sync_completed event, bypassing the existing business_events.track_sync_completed helper in backend/airweave/analytics/events/business_events.py. This leads to duplicated logic and inconsistent event schemas, defeating the purpose of the abstraction. The implementation here should be moved into the helper, and the helper should be called instead.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 166:
<comment>This file implements custom tracking for the `sync_completed` event, bypassing the existing `business_events.track_sync_completed` helper in `backend/airweave/analytics/events/business_events.py`. This leads to duplicated logic and inconsistent event schemas, defeating the purpose of the abstraction. The implementation here should be moved into the helper, and the helper should be called instead.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ )
+
+ # Track sync completion event with sync_id
+ analytics.track_event(
+ event_name="sync_completed",
+ distinct_id=str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}",
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: System Design Agent
|
|
||
|
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||
| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint will not emit events here because create_organization lacks an ApiContext argument, so the decorator never finds ctx and skips tracking.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>`@track_api_endpoint` will not emit events here because `create_organization` lacks an `ApiContext` argument, so the decorator never finds `ctx` and skips tracking.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| """ | ||
| properties = { | ||
| "sync_id": str(sync_id), | ||
| "entities_processed": entities_processed, |
There was a problem hiding this comment.
sync_completed uses entities_processed here, but other code and docs standardize on total_entities. Align the property to avoid fragmented metrics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 94:
<comment>`sync_completed` uses `entities_processed` here, but other code and docs standardize on `total_entities`. Align the property to avoid fragmented metrics.</comment>
<file context>
@@ -0,0 +1,230 @@
+ """
+ properties = {
+ "sync_id": str(sync_id),
+ "entities_processed": entities_processed,
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
+ }
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| from airweave.analytics import track_api_endpoint, track_search_operation | ||
|
|
||
| @track_api_endpoint("create_collection") | ||
| async def create_collection(ctx: ApiContext, ...): |
There was a problem hiding this comment.
Examples should make ctx keyword-only so decorators reliably detect it via kwargs.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Suggesting keyword-only ctx is a minor documentation preference. In practice (FastAPI), ctx is provided via kwargs and detected; not a clear, high-impact issue.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 53:
<comment>Examples should make `ctx` keyword-only so decorators reliably detect it via kwargs.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Suggesting keyword-only `ctx` is a minor documentation preference. In practice (FastAPI), ctx is provided via kwargs and detected; not a clear, high-impact issue.</comment>
<file context>
@@ -0,0 +1,293 @@
+from airweave.analytics import track_api_endpoint, track_search_operation
+
+@track_api_endpoint("create_collection")
+async def create_collection(ctx: ApiContext, ...):
+ # Your endpoint logic
+ pass
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| pass | ||
|
|
||
| @track_search_operation() | ||
| async def search_collection(ctx: ApiContext, query: str, ...): |
There was a problem hiding this comment.
Make ctx keyword-only in the search example to ensure it’s detected by the decorator.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Same as #2; low-impact suggestion without demonstrated failure. Decorators detect ctx via kwargs in typical usage.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 58:
<comment>Make `ctx` keyword-only in the search example to ensure it’s detected by the decorator.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #2; low-impact suggestion without demonstrated failure. Decorators detect ctx via kwargs in typical usage.</comment>
<file context>
@@ -0,0 +1,293 @@
+ pass
+
+@track_search_operation()
+async def search_collection(ctx: ApiContext, query: str, ...):
+ # Your search logic
+ pass
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| # Extract parameters from function signature | ||
| for arg in kwargs.values(): | ||
| if hasattr(arg, "user") and hasattr(arg, "organization"): | ||
| ctx = arg |
There was a problem hiding this comment.
Unnecessary iteration over kwargs after finding context; add a break to avoid extra checks.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Technically correct but trivial micro-optimization; scanning a small kwargs dict without break has negligible impact and no functional risk. Not worth reporting under current criteria.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 26:
<comment>Unnecessary iteration over kwargs after finding context; add a break to avoid extra checks.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Technically correct but trivial micro-optimization; scanning a small kwargs dict without break has negligible impact and no functional risk. Not worth reporting under current criteria.</comment>
<file context>
@@ -0,0 +1,103 @@
+ # Extract parameters from function signature
+ for arg in kwargs.values():
+ if hasattr(arg, "user") and hasattr(arg, "organization"):
+ ctx = arg
+
+ # Extract query and collection info
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| def decorator(func: F) -> F: | ||
| @wraps(func) | ||
| async def wrapper(*args, **kwargs): | ||
| start_time = time.time() |
There was a problem hiding this comment.
Use a monotonic clock (time.perf_counter) for duration measurements to avoid clock adjustments skewing metrics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 18:
<comment>Use a monotonic clock (time.perf_counter) for duration measurements to avoid clock adjustments skewing metrics.</comment>
<file context>
@@ -0,0 +1,103 @@
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def wrapper(*args, **kwargs):
+ start_time = time.time()
+ ctx = None
+ query = None
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| "collection_id": collection_id, | ||
| "duration_ms": duration_ms, | ||
| "results_count": len(result.results) if hasattr(result, "results") else 0, | ||
| "response_type": str(result.response_type) |
There was a problem hiding this comment.
Use Enum .value for response_type to avoid emitting class-qualified strings (e.g., 'ResponseType.RAW') in analytics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 47:
<comment>Use Enum .value for response_type to avoid emitting class-qualified strings (e.g., 'ResponseType.RAW') in analytics.</comment>
<file context>
@@ -0,0 +1,103 @@
+ "collection_id": collection_id,
+ "duration_ms": duration_ms,
+ "results_count": len(result.results) if hasattr(result, "results") else 0,
+ "response_type": str(result.response_type)
+ if hasattr(result, "response_type")
+ else None,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
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23 issues found across 15 files
Prompt for AI agents (all 23 issues)
Understand the root cause of the following 23 issues and fix them.
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:73">
Avoid mutating the caller-provided properties dict; copy it before adding `environment` to prevent side effects.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:76">
The `posthog.capture` call is a blocking I/O operation that is being called from within asynchronous FastAPI endpoints. This will block the asyncio event loop, severely degrading application performance and concurrency. All synchronous, blocking I/O calls within an async application must be run in a separate thread to prevent stalling the server.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: PostHog capture is documented for use in async FastAPI contexts and typically queues/batches events; no clear evidence of blocking the event loop. The claim is overstated.
• **Libraries consulted**: PostHog Python client capture async behavior, posthog python client capture, Posthog.com</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
`@track_api_endpoint` will not emit analytics because this endpoint lacks an `ApiContext` (`ctx`) parameter; add `ctx: ApiContext = Depends(deps.get_context)` to enable tracking.</violation>
</file>
<file name="backend/airweave/analytics/__init__.py">
<violation number="1" location="backend/airweave/analytics/__init__.py:6">
Import-time optional dependency: __init__ re-exports analytics, forcing immediate import of service.py which imports posthog; missing posthog causes ImportError on package import.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: PostHog is a declared backend dependency; analytics toggling is via env vars, not by omitting the dependency. Importing service.py via __init__ won’t raise ImportError in expected environments. Not actionable.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:26">
User-supplied properties can override `organization_id` due to dict merge order; place extras first or set `organization_id` last to prevent tampering.</violation>
<violation number="2" location="backend/airweave/analytics/events/business_events.py:37">
Missing type annotation for `ctx`; annotate as `ApiContext` for better type checking and readability.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Missing type hint for ctx is stylistic in Python and low impact; not worth reporting.</violation>
<violation number="3" location="backend/airweave/analytics/events/business_events.py:216">
Raw error message is sent to analytics; sanitize or truncate to avoid leaking sensitive data to PostHog.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:168">
Inaccurate property reference: `searched_at` isn't emitted. Use event timestamps or an actual emitted property for the widget.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:266">
Documentation inaccurately states user IDs are hashed/obfuscated; code sends raw IDs. Clarify that IDs are not hashed by default and advise hashing only if required.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:293">
Broken documentation link to analytics_integration_example.py; the file does not exist. Replace with a valid path to existing examples.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Use correct brand capitalization "PostHog" in the comment header for consistency and clarity.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
<violation number="2" location=".env.example:57">
Avoid real-looking secret prefixes in example values to prevent false-positive secret scanning and confusion. Prefer empty or a neutral placeholder.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Placeholder matches project docs and established pattern; no secret scanning tooling present in repo. Risk is speculative and low impact.</violation>
<violation number="3" location=".env.example:59">
Default analytics to disabled in the example to follow privacy-by-default and avoid accidental telemetry in local/dev.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Default true is documented and appears intentional. Privacy-by-default is a preference, not a defect here.</violation>
</file>
<file name="backend/airweave/core/config.py">
<violation number="1" location="backend/airweave/core/config.py:139">
Store POSTHOG_API_KEY as a SecretStr to avoid accidental exposure in logs and reprs.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Best-practice suggestion only; project stores other secrets as plain strings and code doesn’t log the key. Changing just this field adds inconsistency with minimal security benefit.
• **Libraries consulted**: Pydantic SecretStr v2, Pydantic</violation>
<violation number="2" location="backend/airweave/core/config.py:141">
Enablement default is risky and inconsistent; analytics should default to disabled to avoid unintended event emission and align with other feature flags.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Intentional default per PR and analytics README; analytics only active when both API key and flag are set. Not a bug or inconsistency worth reporting.
• **Libraries consulted**: Pydantic SecretStr v2, Pydantic</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/sync.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/sync.py:174">
Background task call to sync_service.run is missing required arguments (collection, source_connection), causing a runtime TypeError and preventing sync runs.</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:30">
Defaulting status_code to 200 may misreport actual response statuses for non-exception flows.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Low importance and not clearly incorrect; non-200 successes aren’t evidenced and proper handling requires deeper FastAPI Response integration.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:50">
Analytics tracking is skipped entirely when ctx is missing; endpoints like create_organization are decorated but won't log events without a fallback.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:59">
Record duration_ms as an integer to ensure consistent metrics.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Stylistic/low impact; float milliseconds are acceptable for PostHog properties.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:69">
distinct_id fallback uses ctx.organization.id without None guard; this can raise in finally and mask original exceptions.</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:150">
Duplicate emission of "sync_completed" event may occur, leading to double-counted analytics if both trackers run for the same sync. Consider deduplicating or consolidating to a single source of truth.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Duplicate emission is speculative; no proof both paths fire for the same sync. Risk of false positive.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:168">
Using organization ID as distinct_id for API key flows may conflate multiple keys. If per-key attribution is required, use the API key identifier instead.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: distinct_id choice aligns with existing pattern; per-key attribution is a product decision, not a bug.</violation>
<violation number="3" location="backend/airweave/core/sync_job_service.py:185">
Unbounded per-type event emission can cause performance/volume issues. Consider batching counts into a single event or limiting to top-N types.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Event-per-type volume concern is speculative without analytics.service internals; no clear correctness issue.</violation>
</file>
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| event_properties = properties or {} | ||
| event_properties["environment"] = settings.ENVIRONMENT | ||
|
|
||
| posthog.capture( |
There was a problem hiding this comment.
The posthog.capture call is a blocking I/O operation that is being called from within asynchronous FastAPI endpoints. This will block the asyncio event loop, severely degrading application performance and concurrency. All synchronous, blocking I/O calls within an async application must be run in a separate thread to prevent stalling the server.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: PostHog capture is documented for use in async FastAPI contexts and typically queues/batches events; no clear evidence of blocking the event loop. The claim is overstated.
• Libraries consulted: PostHog Python client capture async behavior, posthog python client capture, Posthog.com
Prompt for AI agents
Address the following comment on backend/airweave/analytics/service.py at line 76:
<comment>The `posthog.capture` call is a blocking I/O operation that is being called from within asynchronous FastAPI endpoints. This will block the asyncio event loop, severely degrading application performance and concurrency. All synchronous, blocking I/O calls within an async application must be run in a separate thread to prevent stalling the server.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: PostHog capture is documented for use in async FastAPI contexts and typically queues/batches events; no clear evidence of blocking the event loop. The claim is overstated.
• **Libraries consulted**: PostHog Python client capture async behavior, posthog python client capture, Posthog.com</comment>
<file context>
@@ -0,0 +1,116 @@
+ event_properties = properties or {}
+ event_properties["environment"] = settings.ENVIRONMENT
+
+ posthog.capture(
+ distinct_id=distinct_id,
+ event=event_name,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: System Design Agent
|
|
||
|
|
||
| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint will not emit analytics because this endpoint lacks an ApiContext (ctx) parameter; add ctx: ApiContext = Depends(deps.get_context) to enable tracking.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>`@track_api_endpoint` will not emit analytics because this endpoint lacks an `ApiContext` (`ctx`) parameter; add `ctx: ApiContext = Depends(deps.get_context)` to enable tracking.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| from .decorators.api import track_api_endpoint | ||
| from .decorators.search import track_search_operation | ||
| from .events.business_events import business_events | ||
| from .service import analytics |
There was a problem hiding this comment.
Import-time optional dependency: init re-exports analytics, forcing immediate import of service.py which imports posthog; missing posthog causes ImportError on package import.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: PostHog is a declared backend dependency; analytics toggling is via env vars, not by omitting the dependency. Importing service.py via init won’t raise ImportError in expected environments. Not actionable.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/__init__.py at line 6:
<comment>Import-time optional dependency: __init__ re-exports analytics, forcing immediate import of service.py which imports posthog; missing posthog causes ImportError on package import.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: PostHog is a declared backend dependency; analytics toggling is via env vars, not by omitting the dependency. Importing service.py via __init__ won’t raise ImportError in expected environments. Not actionable.</comment>
<file context>
@@ -0,0 +1,13 @@
+from .decorators.api import track_api_endpoint
+from .decorators.search import track_search_operation
+from .events.business_events import business_events
+from .service import analytics
+
+__all__ = [
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Functional Bugs Agent
| """ | ||
| event_properties = { | ||
| "organization_id": str(organization_id), | ||
| **(properties or {}), |
There was a problem hiding this comment.
User-supplied properties can override organization_id due to dict merge order; place extras first or set organization_id last to prevent tampering.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 26:
<comment>User-supplied properties can override `organization_id` due to dict merge order; place extras first or set `organization_id` last to prevent tampering.</comment>
<file context>
@@ -0,0 +1,230 @@
+ """
+ event_properties = {
+ "organization_id": str(organization_id),
+ **(properties or {}),
+ }
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| """ | ||
| properties = { | ||
| "sync_id": str(sync_id), | ||
| "error": error, |
There was a problem hiding this comment.
Raw error message is sent to analytics; sanitize or truncate to avoid leaking sensitive data to PostHog.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 216:
<comment>Raw error message is sent to analytics; sanitize or truncate to avoid leaking sensitive data to PostHog.</comment>
<file context>
@@ -0,0 +1,230 @@
+ """
+ properties = {
+ "sync_id": str(sync_id),
+ "error": error,
+ "duration_ms": duration_ms,
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| } | ||
|
|
||
| if include_timing and start_time: | ||
| properties["duration_ms"] = (time.time() - start_time) * 1000 |
There was a problem hiding this comment.
Record duration_ms as an integer to ensure consistent metrics.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Stylistic/low impact; float milliseconds are acceptable for PostHog properties.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 59:
<comment>Record duration_ms as an integer to ensure consistent metrics.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Stylistic/low impact; float milliseconds are acceptable for PostHog properties.</comment>
<file context>
@@ -0,0 +1,125 @@
+ }
+
+ if include_timing and start_time:
+ properties["duration_ms"] = (time.time() - start_time) * 1000
+
+ if error:
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| status_code = 500 | ||
| raise | ||
| finally: | ||
| if ctx: |
There was a problem hiding this comment.
Analytics tracking is skipped entirely when ctx is missing; endpoints like create_organization are decorated but won't log events without a fallback.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 50:
<comment>Analytics tracking is skipped entirely when ctx is missing; endpoints like create_organization are decorated but won't log events without a fallback.</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = 500
+ raise
+ finally:
+ if ctx:
+ properties = {
+ "endpoint": event_name or func.__name__,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
|
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||
| # Track analytics for sync completion | ||
| if status == SyncJobStatus.COMPLETED and stats: | ||
| await self._track_sync_completion(sync_job_id, db_sync_job.sync_id, stats, ctx) |
There was a problem hiding this comment.
Duplicate emission of "sync_completed" event may occur, leading to double-counted analytics if both trackers run for the same sync. Consider deduplicating or consolidating to a single source of truth.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Duplicate emission is speculative; no proof both paths fire for the same sync. Risk of false positive.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 150:
<comment>Duplicate emission of "sync_completed" event may occur, leading to double-counted analytics if both trackers run for the same sync. Consider deduplicating or consolidating to a single source of truth.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Duplicate emission is speculative; no proof both paths fire for the same sync. Risk of false positive.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ # Track analytics for sync completion
+ if status == SyncJobStatus.COMPLETED and stats:
+ await self._track_sync_completion(sync_job_id, db_sync_job.sync_id, stats, ctx)
+
except Exception as e:
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
|
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| # Track individual entity type counts for detailed analysis | ||
| if hasattr(stats, "entities_encountered") and stats.entities_encountered: | ||
| for entity_type, entity_count in stats.entities_encountered.items(): |
There was a problem hiding this comment.
Unbounded per-type event emission can cause performance/volume issues. Consider batching counts into a single event or limiting to top-N types.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Event-per-type volume concern is speculative without analytics.service internals; no clear correctness issue.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 185:
<comment>Unbounded per-type event emission can cause performance/volume issues. Consider batching counts into a single event or limiting to top-N types.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Event-per-type volume concern is speculative without analytics.service internals; no clear correctness issue.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+
+ # Track individual entity type counts for detailed analysis
+ if hasattr(stats, "entities_encountered") and stats.entities_encountered:
+ for entity_type, entity_count in stats.entities_encountered.items():
+ user_id = str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}"
+ analytics.track_event(
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| # Track sync completion event with sync_id | ||
| analytics.track_event( | ||
| event_name="sync_completed", | ||
| distinct_id=str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}", |
There was a problem hiding this comment.
Using organization ID as distinct_id for API key flows may conflate multiple keys. If per-key attribution is required, use the API key identifier instead.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: distinct_id choice aligns with existing pattern; per-key attribution is a product decision, not a bug.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 168:
<comment>Using organization ID as distinct_id for API key flows may conflate multiple keys. If per-key attribution is required, use the API key identifier instead.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: distinct_id choice aligns with existing pattern; per-key attribution is a product decision, not a bug.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ # Track sync completion event with sync_id
+ analytics.track_event(
+ event_name="sync_completed",
+ distinct_id=str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}",
+ properties={
+ "sync_job_id": str(sync_job_id),
</file context>
[internal] Confidence score: 6/10
[internal] Posted by: General AI Review Agent
There was a problem hiding this comment.
30 issues found across 15 files
Prompt for AI agents (all 30 issues)
Understand the root cause of the following 30 issues and fix them.
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:26">
Dictionary merge order allows external properties to override "organization_id"; place "organization_id" last to ensure correctness.</violation>
<violation number="2" location="backend/airweave/analytics/events/business_events.py:49">
Duplicate `organization_name` derivation logic in new code. Already exists in `backend/airweave/core/sync_job_service.py`, `backend/airweave/analytics/decorators/search.py`, `backend/airweave/analytics/decorators/api.py` and multiple new tracking methods. Severity: 8/10 - Centralizing this logic ensures consistent naming and reduces maintenance burden across all analytics events.</violation>
<violation number="3" location="backend/airweave/analytics/events/business_events.py:54">
distinct_id fallback references ctx.organization.id without None check, risking runtime error.</violation>
<violation number="4" location="backend/airweave/analytics/events/business_events.py:56">
groups accesses ctx.organization.id without a None-safe fallback, risking AttributeError during analytics emission.</violation>
<violation number="5" location="backend/airweave/analytics/events/business_events.py:216">
Raw error message is sent in analytics properties, which may leak sensitive details; consider sanitizing or limiting error info.</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:27">
Analytics event tracking and context extraction pattern duplicates `backend/airweave/analytics/decorators/search.py:track_search_operation()`'s wrapper logic. This includes identical `distinct_id` and `groups` construction, and `ApiContext` extraction, increasing maintenance burden.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:27">
Use a monotonic high-resolution clock (time.perf_counter) for measuring durations to avoid issues from system clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using time.time for timing is a minor precision issue; not a correctness or security bug. Low impact; filter out.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:30">
Defaulting status_code to 200 may misreport successful non-200 responses. Consider deriving the actual status code from the response object when available.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:42">
Avoid sending raw exception details to analytics; they may leak sensitive information. Send an error type/code instead.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:5">
Unconditional import of 'posthog' will crash with ModuleNotFoundError when dependency isn’t installed.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive: PostHog is declared as a backend dependency (backend/pyproject.toml lists posthog ^5.4.0 and it’s in the lockfile). The unconditional import will not fail in the intended environment.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:73">
Mutates the caller-supplied properties dict by aliasing and then writing the environment key; make a shallow copy before modification to avoid side effects.</violation>
<violation number="3" location="backend/airweave/analytics/service.py:76">
Blocking analytics calls in the `track_event` method will degrade API performance by blocking the async event loop. The `posthog.capture` function performs a synchronous network request and must be run in a separate thread using `await asyncio.to_thread(posthog.capture, ...)` to prevent it from halting the entire server while it waits for the network.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Insufficient evidence that posthog.capture is blocking; docs don’t confirm synchronous behavior and the cited README claim isn’t present. Low-confidence; filter out.
• **Libraries consulted**: PostHog Python SDK capture, Posthog</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:155">
Async function contains only synchronous operations; make it a normal def and remove await at call site to avoid unnecessary event-loop overhead.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor style/performance nit; no meaningful impact. Async wrapper without await is acceptable.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:167">
The analytics implementation for sync completion bypasses the intended `business_events` abstraction. Instead of using the centralized `business_events.track_sync_completed` function, this code directly calls the low-level `analytics.track_event` service, creating architectural inconsistency and coupling the sync service directly to the PostHog implementation.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Uses airweave.analytics.service.analytics (central service), not raw PostHog. BusinessEvents.track_sync_completed has different, fewer properties than required here; README documents richer sync_completed and entities_synced_by_type events. Direct analytics.track_event is consistent with PR design; impact low.</violation>
<violation number="3" location="backend/airweave/core/sync_job_service.py:178">
Unnecessary getattr fallback; organization is required in ApiContext. Use direct attribute access for clarity and consistency.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: getattr fallback is defensive and low-impact; stylistic preference only.</violation>
<violation number="4" location="backend/airweave/core/sync_job_service.py:184">
Redundant hasattr check; entities_encountered always exists on SyncProgressUpdate. Simplify to a direct truthy check.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Redundant hasattr is harmless and may be defensive given varying SyncProgressUpdate modules; too minor.</violation>
<violation number="5" location="backend/airweave/core/sync_job_service.py:203">
Use logger.exception to capture stack trace for debugging when handling exceptions.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: logger.error vs logger.exception is preference-level; no functional bug or significant impact.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
@track_api_endpoint won’t emit metrics because this endpoint doesn’t pass ApiContext (`ctx`). The decorator only tracks when `ctx` is present; add `ctx: ApiContext = Depends(deps.get_context)` to the endpoint or update the decorator to handle missing context.</violation>
</file>
<file name="backend/airweave/analytics/events/__init__.py">
<violation number="1" location="backend/airweave/analytics/events/__init__.py:3">
Name collision: re-exporting `business_events` shadows the `business_events` submodule and can cause confusing imports; consider renaming the exported instance (e.g., `business_event_tracker`) or exporting the module instead.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Intentional convenience alias; no functional issue. Submodule remains importable via full path. Low severity and primarily stylistic.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:168">
README references `searched_at` property for search events, but the code does not emit this property. Align docs with actual event properties (use event timestamp or remove this property).</violation>
<violation number="2" location="backend/airweave/analytics/README.md:266">
Documentation states user IDs are hashed, but code sends raw IDs to PostHog. Update docs or implement hashing to avoid misleading privacy claims.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:293">
Broken documentation link to analytics_integration_example.py; the file does not exist in the analytics module.</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:18">
Use time.perf_counter() for duration measurements to avoid wall-clock adjustments and improve precision.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:26">
Break after finding ctx to avoid unnecessary iteration and align with existing decorator pattern.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor micro-optimization with no functional impact; kwargs are small and lack of break does not affect correctness. Not worth reporting.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:47">
Use enum .value instead of str() for response_type to store clean values ('raw'/'completion') in analytics.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/search.py:50">
Use enum .value instead of str() to capture clean values for analytics (e.g., 'success' not 'SearchStatus.SUCCESS').</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/sync.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/sync.py:174">
run_sync schedules sync_service.run without required collection and source_connection arguments, causing a TypeError at runtime when the background task executes.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Use correct brand capitalization "PostHog" for consistency and clarity.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
<violation number="2" location=".env.example:57">
Avoid plausible-looking secret placeholders; leave the example value empty to reduce confusion and accidental misuse.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor placeholder style; no functional/security impact. Not important enough to report.</violation>
<violation number="3" location=".env.example:59">
Default analytics to disabled to prevent unintentional data capture in local/test environments; developers can opt-in by setting it to true.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*</violation>
</file>
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| properties = { | ||
| "collection_id": str(collection_id), | ||
| "collection_name": collection_name, | ||
| "organization_name": getattr(ctx.organization, "name", "unknown"), |
There was a problem hiding this comment.
Duplicate organization_name derivation logic in new code. Already exists in backend/airweave/core/sync_job_service.py, backend/airweave/analytics/decorators/search.py, backend/airweave/analytics/decorators/api.py and multiple new tracking methods. Severity: 8/10 - Centralizing this logic ensures consistent naming and reduces maintenance burden across all analytics events.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 49:
<comment>Duplicate `organization_name` derivation logic in new code. Already exists in `backend/airweave/core/sync_job_service.py`, `backend/airweave/analytics/decorators/search.py`, `backend/airweave/analytics/decorators/api.py` and multiple new tracking methods. Severity: 8/10 - Centralizing this logic ensures consistent naming and reduces maintenance burden across all analytics events.</comment>
<file context>
@@ -0,0 +1,230 @@
+ properties = {
+ "collection_id": str(collection_id),
+ "collection_name": collection_name,
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
+ }
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
| def decorator(func: F) -> F: | ||
| @wraps(func) | ||
| async def async_wrapper(*args, **kwargs): | ||
| start_time = time.time() if include_timing else None |
There was a problem hiding this comment.
Analytics event tracking and context extraction pattern duplicates backend/airweave/analytics/decorators/search.py:track_search_operation()'s wrapper logic. This includes identical distinct_id and groups construction, and ApiContext extraction, increasing maintenance burden.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 27:
<comment>Analytics event tracking and context extraction pattern duplicates `backend/airweave/analytics/decorators/search.py:track_search_operation()`'s wrapper logic. This includes identical `distinct_id` and `groups` construction, and `ApiContext` extraction, increasing maintenance burden.</comment>
<file context>
@@ -0,0 +1,125 @@
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def async_wrapper(*args, **kwargs):
+ start_time = time.time() if include_timing else None
+ ctx = None
+ error = None
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
| event_properties = properties or {} | ||
| event_properties["environment"] = settings.ENVIRONMENT | ||
|
|
||
| posthog.capture( |
There was a problem hiding this comment.
Blocking analytics calls in the track_event method will degrade API performance by blocking the async event loop. The posthog.capture function performs a synchronous network request and must be run in a separate thread using await asyncio.to_thread(posthog.capture, ...) to prevent it from halting the entire server while it waits for the network.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Insufficient evidence that posthog.capture is blocking; docs don’t confirm synchronous behavior and the cited README claim isn’t present. Low-confidence; filter out.
• Libraries consulted: PostHog Python SDK capture, Posthog
Prompt for AI agents
Address the following comment on backend/airweave/analytics/service.py at line 76:
<comment>Blocking analytics calls in the `track_event` method will degrade API performance by blocking the async event loop. The `posthog.capture` function performs a synchronous network request and must be run in a separate thread using `await asyncio.to_thread(posthog.capture, ...)` to prevent it from halting the entire server while it waits for the network.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Insufficient evidence that posthog.capture is blocking; docs don’t confirm synchronous behavior and the cited README claim isn’t present. Low-confidence; filter out.
• **Libraries consulted**: PostHog Python SDK capture, Posthog</comment>
<file context>
@@ -0,0 +1,116 @@
+ event_properties = properties or {}
+ event_properties["environment"] = settings.ENVIRONMENT
+
+ posthog.capture(
+ distinct_id=distinct_id,
+ event=event_name,
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: System Design Agent
|
|
||
| # Track sync completion event with sync_id | ||
| analytics.track_event( | ||
| event_name="sync_completed", |
There was a problem hiding this comment.
The analytics implementation for sync completion bypasses the intended business_events abstraction. Instead of using the centralized business_events.track_sync_completed function, this code directly calls the low-level analytics.track_event service, creating architectural inconsistency and coupling the sync service directly to the PostHog implementation.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Uses airweave.analytics.service.analytics (central service), not raw PostHog. BusinessEvents.track_sync_completed has different, fewer properties than required here; README documents richer sync_completed and entities_synced_by_type events. Direct analytics.track_event is consistent with PR design; impact low.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 167:
<comment>The analytics implementation for sync completion bypasses the intended `business_events` abstraction. Instead of using the centralized `business_events.track_sync_completed` function, this code directly calls the low-level `analytics.track_event` service, creating architectural inconsistency and coupling the sync service directly to the PostHog implementation.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Uses airweave.analytics.service.analytics (central service), not raw PostHog. BusinessEvents.track_sync_completed has different, fewer properties than required here; README documents richer sync_completed and entities_synced_by_type events. Direct analytics.track_event is consistent with PR design; impact low.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+
+ # Track sync completion event with sync_id
+ analytics.track_event(
+ event_name="sync_completed",
+ distinct_id=str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}",
+ properties={
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: System Design Agent
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||
|
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| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint won’t emit metrics because this endpoint doesn’t pass ApiContext (ctx). The decorator only tracks when ctx is present; add ctx: ApiContext = Depends(deps.get_context) to the endpoint or update the decorator to handle missing context.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>@track_api_endpoint won’t emit metrics because this endpoint doesn’t pass ApiContext (`ctx`). The decorator only tracks when `ctx` is present; add `ctx: ApiContext = Depends(deps.get_context)` to the endpoint or update the decorator to handle missing context.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| """ | ||
| event_properties = { | ||
| "organization_id": str(organization_id), | ||
| **(properties or {}), |
There was a problem hiding this comment.
Dictionary merge order allows external properties to override "organization_id"; place "organization_id" last to ensure correctness.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 26:
<comment>Dictionary merge order allows external properties to override "organization_id"; place "organization_id" last to ensure correctness.</comment>
<file context>
@@ -0,0 +1,230 @@
+ """
+ event_properties = {
+ "organization_id": str(organization_id),
+ **(properties or {}),
+ }
+
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| except Exception as e: | ||
| logger.error(f"Failed to update sync job status: {e}") | ||
|
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||
| async def _track_sync_completion( |
There was a problem hiding this comment.
Async function contains only synchronous operations; make it a normal def and remove await at call site to avoid unnecessary event-loop overhead.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Minor style/performance nit; no meaningful impact. Async wrapper without await is acceptable.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 155:
<comment>Async function contains only synchronous operations; make it a normal def and remove await at call site to avoid unnecessary event-loop overhead.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor style/performance nit; no meaningful impact. Async wrapper without await is acceptable.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
except Exception as e:
logger.error(f"Failed to update sync job status: {e}")
+ async def _track_sync_completion(
+ self, sync_job_id: UUID, sync_id: UUID, stats: SyncProgressUpdate, ctx: ApiContext
+ ) -> None:
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| ) | ||
|
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| # Track individual entity type counts for detailed analysis | ||
| if hasattr(stats, "entities_encountered") and stats.entities_encountered: |
There was a problem hiding this comment.
Redundant hasattr check; entities_encountered always exists on SyncProgressUpdate. Simplify to a direct truthy check.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Redundant hasattr is harmless and may be defensive given varying SyncProgressUpdate modules; too minor.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 184:
<comment>Redundant hasattr check; entities_encountered always exists on SyncProgressUpdate. Simplify to a direct truthy check.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Redundant hasattr is harmless and may be defensive given varying SyncProgressUpdate modules; too minor.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ )
+
+ # Track individual entity type counts for detailed analysis
+ if hasattr(stats, "entities_encountered") and stats.entities_encountered:
+ for entity_type, entity_count in stats.entities_encountered.items():
+ user_id = str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}"
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: General AI Review Agent
| "entities_deleted": stats.deleted, | ||
| "entities_kept": stats.kept, | ||
| "entities_skipped": stats.skipped, | ||
| "organization_name": getattr(ctx.organization, "name", "unknown"), |
There was a problem hiding this comment.
Unnecessary getattr fallback; organization is required in ApiContext. Use direct attribute access for clarity and consistency.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: getattr fallback is defensive and low-impact; stylistic preference only.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 178:
<comment>Unnecessary getattr fallback; organization is required in ApiContext. Use direct attribute access for clarity and consistency.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: getattr fallback is defensive and low-impact; stylistic preference only.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ "entities_deleted": stats.deleted,
+ "entities_kept": stats.kept,
+ "entities_skipped": stats.skipped,
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
+ },
+ groups={"organization": str(ctx.organization.id)},
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| logger.info(f"Tracked sync completion analytics for job {sync_job_id} (sync {sync_id})") | ||
|
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||
| except Exception as e: | ||
| logger.error(f"Failed to track sync completion analytics: {e}") |
There was a problem hiding this comment.
Use logger.exception to capture stack trace for debugging when handling exceptions.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: logger.error vs logger.exception is preference-level; no functional bug or significant impact.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 203:
<comment>Use logger.exception to capture stack trace for debugging when handling exceptions.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: logger.error vs logger.exception is preference-level; no functional bug or significant impact.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ logger.info(f"Tracked sync completion analytics for job {sync_job_id} (sync {sync_id})")
+
+ except Exception as e:
+ logger.error(f"Failed to track sync completion analytics: {e}")
+
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
Suggested change
| logger.error(f"Failed to track sync completion analytics: {e}") | |
| logger.exception("Failed to track sync completion analytics") |
There was a problem hiding this comment.
25 issues found across 15 files
Prompt for AI agents (all 25 issues)
Understand the root cause of the following 25 issues and fix them.
<file name=".env.example">
<violation number="1" location=".env.example:56">
Brand capitalization inconsistency: use "PostHog" for the comment header to match docs and variable naming.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Purely stylistic branding/capitalization; no functional or maintainability impact. Too minor to report.</violation>
<violation number="2" location=".env.example:59">
Analytics enabled by default in the example env may cause unintended telemetry in local/test. Prefer defaulting to false in .env.example to minimize accidental data collection.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Default true is documented and intentional per README and PR description; not a technical issue. Telemetry requires a valid API key.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
The @track_api_endpoint decorator won't emit any events here because the endpoint doesn't accept an ApiContext (ctx). Add ctx: ApiContext = Depends(deps.get_context) to the function so the decorator can extract context and track calls.</violation>
</file>
<file name="backend/airweave/core/config.py">
<violation number="1" location="backend/airweave/core/config.py:139">
Use SecretStr for `POSTHOG_API_KEY` to avoid accidental secret exposure in logs or repr; adjust consumers to call .get_secret_value() when passing to clients.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Best-practice suggestion with low impact and inconsistent with established patterns (other API keys use Optional[str]); no evidence of secrets being logged or repr’d. Not worth flagging.</violation>
<violation number="2" location="backend/airweave/core/config.py:140">
Avoid duplicated defaults; make `POSTHOG_HOST` optional and rely on the service’s fallback.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor duplication; functionally correct and low impact. Central default in Settings is acceptable; relying on service fallback isn’t clearly better.</violation>
<violation number="3" location="backend/airweave/core/config.py:141">
Add a validator to require `POSTHOG_API_KEY` when `ANALYTICS_ENABLED` is True to fail fast on misconfiguration, consistent with Stripe/Resend patterns.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:26">
Merging user-supplied properties after setting "organization_id" allows overriding it, risking spoofed/inconsistent analytics data. Ensure the fixed organization_id cannot be overridden.</violation>
<violation number="2" location="backend/airweave/analytics/events/business_events.py:49">
Fallback to a default when organization name is missing or empty to ensure consistent analytics values.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using getattr(..., "unknown") may pass None/empty but impact is minimal and consistent with patterns; mostly stylistic.</violation>
<violation number="3" location="backend/airweave/analytics/events/business_events.py:216">
Avoid sending raw error messages to analytics; sanitize or summarize to prevent leaking sensitive information.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:47">
`$identify` event is missing the `environment` property, making it inconsistent with the "environment on all events" requirement.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:73">
Avoid mutating the caller-provided properties dict; copy before adding `environment` to prevent side effects.</violation>
<violation number="3" location="backend/airweave/analytics/service.py:104">
`$groupidentify` event is missing the `environment` property, reducing consistency of environment tagging across events.</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:27">
Use a monotonic clock for duration measurements. Replace time.time() with time.perf_counter() for start and end to ensure accurate timings.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:30">
Hardcoding status_code=200 may misreport successful responses with different status codes (e.g., 201, 204). Consider deriving from FastAPI Response or route config when available.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Hardcoded 200 aligns with current endpoints’ success codes; misreporting different success codes is speculative for now.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:33">
Context extraction only checks kwargs; include positional args to avoid missing ApiContext when passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: FastAPI passes dependencies via keyword args in current usage; positional handling concern is speculative and low-impact.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:46">
Raw exception messages are sent to analytics, risking leakage of sensitive data. Prefer non-sensitive summaries (e.g., exception type) to comply with privacy guidance.</violation>
<violation number="5" location="backend/airweave/analytics/decorators/api.py:67">
Unsafe attribute access in finally: ctx.user.id/ctx.organization.id may raise if ctx is misidentified, masking original exceptions.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Filter. Speculative and not supported by repository usage. Only ApiContext has both user and organization; endpoints inject it. If ctx is absent, finally is skipped. organization is required so organization.id is safe; user is guarded. No realistic path to masking exceptions.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:89">
README lists `entities_synced_by_type` sync event, but no such event is implemented anywhere in the codebase.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:168">
Widget config references a `searched_at` property that is not emitted; use event timestamp or document how to add this property.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:266">
README claims user IDs are hashed/obfuscated, but the implementation sends raw IDs as `distinct_id`. Update docs or implement hashing to match.</violation>
<violation number="4" location="backend/airweave/analytics/README.md:280">
Avoid hard-coding PostHog pricing limits in docs; the “1M events/month” free tier may change and isn’t enforced by code. Link to pricing/docs instead.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: futureIssue.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Pricing note (“PostHog free tier: 1M events/month”) is a minor, non-functional documentation detail. While it can become outdated, it does not affect code behavior; low severity.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/sync.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/sync.py:174">
run_sync schedules sync_service.run with missing required args, causing runtime TypeError and failed sync job.</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:24">
Context detection ignores positional args; include args to improve robustness.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor robustness suggestion; FastAPI passes args as kwargs. Not a clear bug or significant impact.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:44">
Misleading analytics property: using readable_id under key collection_id; rename to collection_readable_id for clarity.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Naming of collection_id vs readable_id is subjective/possibly intentional; not a functional issue.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:55">
Incorrect attribute gate; should check raw_results instead of results to enable metrics.</violation>
</file>
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React with 👍 or 👎 to teach cubic. Mention @cubic-dev-ai to give feedback, ask questions, or re-run the review.
| QDRANT_FULL_URL= | ||
| ADDITIONAL_CORS_ORIGINS= | ||
|
|
||
| # Posthog Configuration |
There was a problem hiding this comment.
Brand capitalization inconsistency: use "PostHog" for the comment header to match docs and variable naming.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Purely stylistic branding/capitalization; no functional or maintainability impact. Too minor to report.
Prompt for AI agents
Address the following comment on .env.example at line 56:
<comment>Brand capitalization inconsistency: use "PostHog" for the comment header to match docs and variable naming.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Purely stylistic branding/capitalization; no functional or maintainability impact. Too minor to report.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
QDRANT_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: General AI Review Agent
Suggested change
| # Posthog Configuration | |
| # PostHog Configuration |
| # Posthog Configuration | ||
| POSTHOG_API_KEY=phc_your_api_key_here | ||
| POSTHOG_HOST=https://app.posthog.com | ||
| ANALYTICS_ENABLED=true |
There was a problem hiding this comment.
Analytics enabled by default in the example env may cause unintended telemetry in local/test. Prefer defaulting to false in .env.example to minimize accidental data collection.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Default true is documented and intentional per README and PR description; not a technical issue. Telemetry requires a valid API key.
Prompt for AI agents
Address the following comment on .env.example at line 59:
<comment>Analytics enabled by default in the example env may cause unintended telemetry in local/test. Prefer defaulting to false in .env.example to minimize accidental data collection.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Default true is documented and intentional per README and PR description; not a technical issue. Telemetry requires a valid API key.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
+ANALYTICS_ENABLED=true
+
# Other Settings
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
|
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|
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| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
The @track_api_endpoint decorator won't emit any events here because the endpoint doesn't accept an ApiContext (ctx). Add ctx: ApiContext = Depends(deps.get_context) to the function so the decorator can extract context and track calls.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>The @track_api_endpoint decorator won't emit any events here because the endpoint doesn't accept an ApiContext (ctx). Add ctx: ApiContext = Depends(deps.get_context) to the function so the decorator can extract context and track calls.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| RESEND_FROM_EMAIL: Optional[str] = None | ||
|
|
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| # PostHog Analytics Configuration | ||
| POSTHOG_API_KEY: Optional[str] = None |
There was a problem hiding this comment.
Use SecretStr for POSTHOG_API_KEY to avoid accidental secret exposure in logs or repr; adjust consumers to call .get_secret_value() when passing to clients.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Best-practice suggestion with low impact and inconsistent with established patterns (other API keys use Optional[str]); no evidence of secrets being logged or repr’d. Not worth flagging.
Prompt for AI agents
Address the following comment on backend/airweave/core/config.py at line 139:
<comment>Use SecretStr for `POSTHOG_API_KEY` to avoid accidental secret exposure in logs or repr; adjust consumers to call .get_secret_value() when passing to clients.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Best-practice suggestion with low impact and inconsistent with established patterns (other API keys use Optional[str]); no evidence of secrets being logged or repr’d. Not worth flagging.</comment>
<file context>
@@ -135,6 +135,11 @@ class Settings(BaseSettings):
RESEND_FROM_EMAIL: Optional[str] = None
+ # PostHog Analytics Configuration
+ POSTHOG_API_KEY: Optional[str] = None
+ POSTHOG_HOST: str = "https://app.posthog.com"
+ ANALYTICS_ENABLED: bool = True
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| # PostHog Analytics Configuration | ||
| POSTHOG_API_KEY: Optional[str] = None | ||
| POSTHOG_HOST: str = "https://app.posthog.com" | ||
| ANALYTICS_ENABLED: bool = True |
There was a problem hiding this comment.
Add a validator to require POSTHOG_API_KEY when ANALYTICS_ENABLED is True to fail fast on misconfiguration, consistent with Stripe/Resend patterns.
Prompt for AI agents
Address the following comment on backend/airweave/core/config.py at line 141:
<comment>Add a validator to require `POSTHOG_API_KEY` when `ANALYTICS_ENABLED` is True to fail fast on misconfiguration, consistent with Stripe/Resend patterns.</comment>
<file context>
@@ -135,6 +135,11 @@ class Settings(BaseSettings):
+ # PostHog Analytics Configuration
+ POSTHOG_API_KEY: Optional[str] = None
+ POSTHOG_HOST: str = "https://app.posthog.com"
+ ANALYTICS_ENABLED: bool = True
+
# Sync configuration
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
|
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| properties = { | ||
| "query_length": len(query), | ||
| "collection_id": collection_id, |
There was a problem hiding this comment.
Misleading analytics property: using readable_id under key collection_id; rename to collection_readable_id for clarity.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Naming of collection_id vs readable_id is subjective/possibly intentional; not a functional issue.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 44:
<comment>Misleading analytics property: using readable_id under key collection_id; rename to collection_readable_id for clarity.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Naming of collection_id vs readable_id is subjective/possibly intentional; not a functional issue.</comment>
<file context>
@@ -0,0 +1,103 @@
+
+ properties = {
+ "query_length": len(query),
+ "collection_id": collection_id,
+ "duration_ms": duration_ms,
+ "results_count": len(result.results) if hasattr(result, "results") else 0,
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| status_code = e.status_code | ||
| raise | ||
| except Exception as e: | ||
| error = str(e) |
There was a problem hiding this comment.
Raw exception messages are sent to analytics, risking leakage of sensitive data. Prefer non-sensitive summaries (e.g., exception type) to comply with privacy guidance.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 46:
<comment>Raw exception messages are sent to analytics, risking leakage of sensitive data. Prefer non-sensitive summaries (e.g., exception type) to comply with privacy guidance.</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = e.status_code
+ raise
+ except Exception as e:
+ error = str(e)
+ status_code = 500
+ raise
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| def decorator(func: F) -> F: | ||
| @wraps(func) | ||
| async def async_wrapper(*args, **kwargs): | ||
| start_time = time.time() if include_timing else None |
There was a problem hiding this comment.
Use a monotonic clock for duration measurements. Replace time.time() with time.perf_counter() for start and end to ensure accurate timings.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 27:
<comment>Use a monotonic clock for duration measurements. Replace time.time() with time.perf_counter() for start and end to ensure accurate timings.</comment>
<file context>
@@ -0,0 +1,125 @@
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def async_wrapper(*args, **kwargs):
+ start_time = time.time() if include_timing else None
+ ctx = None
+ error = None
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| status_code = 200 | ||
|
|
||
| # Extract ApiContext from kwargs | ||
| for arg in kwargs.values(): |
There was a problem hiding this comment.
Context extraction only checks kwargs; include positional args to avoid missing ApiContext when passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: FastAPI passes dependencies via keyword args in current usage; positional handling concern is speculative and low-impact.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 33:
<comment>Context extraction only checks kwargs; include positional args to avoid missing ApiContext when passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: FastAPI passes dependencies via keyword args in current usage; positional handling concern is speculative and low-impact.</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = 200
+
+ # Extract ApiContext from kwargs
+ for arg in kwargs.values():
+ if hasattr(arg, "user") and hasattr(arg, "organization"):
+ ctx = arg
</file context>
[internal] Confidence score: 6/10
[internal] Posted by: General AI Review Agent
| start_time = time.time() if include_timing else None | ||
| ctx = None | ||
| error = None | ||
| status_code = 200 |
There was a problem hiding this comment.
Hardcoding status_code=200 may misreport successful responses with different status codes (e.g., 201, 204). Consider deriving from FastAPI Response or route config when available.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Hardcoded 200 aligns with current endpoints’ success codes; misreporting different success codes is speculative for now.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 30:
<comment>Hardcoding status_code=200 may misreport successful responses with different status codes (e.g., 201, 204). Consider deriving from FastAPI Response or route config when available.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Hardcoded 200 aligns with current endpoints’ success codes; misreporting different success codes is speculative for now.</comment>
<file context>
@@ -0,0 +1,125 @@
+ start_time = time.time() if include_timing else None
+ ctx = None
+ error = None
+ status_code = 200
+
+ # Extract ApiContext from kwargs
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
There was a problem hiding this comment.
23 issues found across 15 files
Prompt for AI agents (all 23 issues)
Understand the root cause of the following 23 issues and fix them.
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:20">
Docstring is misleading; clarify that event_name customizes the endpoint property, not the tracked event name.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:25">
The `async_wrapper` and `sync_wrapper` functions within `track_api_endpoint` contain significant internal duplication of logic for context extraction, error handling, and event tracking. This can be refactored to a single wrapper that conditionally awaits the function call.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: The duplication is real, but the suggested refactor to a single wrapper that conditionally awaits is technically incorrect for Python/FastAPI and risks breaking sync endpoints. The current pattern (separate async/sync wrappers chosen via asyncio.iscoroutinefunction) is appropriate. At most, factor shared logic into a helper; therefore, this violation should be filtered.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:27">
Use a monotonic clock for durations; time.perf_counter() is more accurate for performance timing.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:30">
Status code is fixed at 200 for successful calls; capture the actual response status to avoid misleading metrics.</violation>
<violation number="5" location="backend/airweave/analytics/decorators/api.py:33">
Context detection only scans kwargs; positional args with context will be missed, reducing analytics coverage.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:179">
The `sync_completed` event tracking logic duplicates `backend/airweave/core/sync_job_service.py:_track_sync_completion()` function. The existing implementation provides more granular details about entity processing. It is recommended to enhance the existing `_track_sync_completion` to include `duration_ms` rather than creating a new, less detailed event here, to ensure consistent and comprehensive sync completion analytics.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
`@track_api_endpoint` won’t emit analytics for this endpoint because no `ApiContext` (`ctx`) is passed to the handler; the decorator only tracks when a context object is present in kwargs. Add `ctx: ApiContext = Depends(deps.get_context)` to this endpoint so events are recorded.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:73">
Avoid mutating the caller-provided properties dict; copy before adding the environment to prevent side effects.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Brand capitalization inconsistency in comment; use "PostHog" to match documentation and project style.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Capitalization in a comment is stylistic and low impact; not worth reporting.</violation>
<violation number="2" location=".env.example:57">
Non-empty placeholder enables analytics with an invalid key when ANALYTICS_ENABLED=true, causing unnecessary PostHog initialization and failing requests. Use a blank value in the example to avoid accidental enablement.</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:184">
Unnecessary hasattr check; `SyncProgressUpdate` always has `entities_encountered`. Use a direct truthiness check for clarity.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor readability nit with no functional impact; entities_encountered likely always exists but this check is harmless. Not worth reporting.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:203">
Include exception stack trace in error logging for better observability by passing exc_info=True.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:47">
Use the enum's .value for `response_type` to avoid sending strings like "ResponseType.RAW" in analytics.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:50">
Use `result.status.value` so analytics captures the lowercase status values defined in the enum.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:57">
Ensure scores are numeric to prevent TypeError when computing aggregates.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative; scores are treated as numeric across the codebase. Low-confidence edge case and low value for reporting.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/search.py:67">
Successful searches can fail if analytics.track_event throws; analytics is inside the main try, so telemetry errors propagate and turn success into 500.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive: analytics.track_event in analytics/service.py catches/logs exceptions and does not re-raise (and no-ops when disabled), so telemetry errors won’t propagate to the endpoint. Placing it inside the try cannot turn a successful search into a 500.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:12">
Incorrect component listed: no `config.py` in analytics; configuration resides in `airweave.core.config`.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:53">
Decorator expects ctx in kwargs, but the example uses positional ctx; events may not be tracked.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: FastAPI injects params as keyword args; decorators read kwargs, so ctx is detected and events tracked. Example signature is fine.
• **Libraries consulted**: PostHog events timestamp, Posthog.com</violation>
<violation number="3" location="backend/airweave/analytics/README.md:58">
Decorator expects ctx in kwargs, but the example uses positional ctx; search events may not be tracked.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #0: ctx is passed via kwargs; decorator finds it in kwargs, so search events are tracked.
• **Libraries consulted**: PostHog events timestamp, Posthog.com</violation>
<violation number="4" location="backend/airweave/analytics/README.md:168">
Property `searched_at` is not emitted; use the event timestamp for “Time to First Search.”</violation>
<violation number="5" location="backend/airweave/analytics/README.md:266">
User IDs are not hashed by default; documentation should not claim obfuscation.</violation>
<violation number="6" location="backend/airweave/analytics/README.md:293">
Broken link to `analytics_integration_example.py`; add the file or update the link.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/sync.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/sync.py:174">
run_sync schedules sync_service.run without required collection and source_connection args; background task will crash with TypeError and the sync won’t run.</violation>
</file>
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| """ | ||
|
|
||
| def decorator(func: F) -> F: | ||
| @wraps(func) |
There was a problem hiding this comment.
The async_wrapper and sync_wrapper functions within track_api_endpoint contain significant internal duplication of logic for context extraction, error handling, and event tracking. This can be refactored to a single wrapper that conditionally awaits the function call.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: The duplication is real, but the suggested refactor to a single wrapper that conditionally awaits is technically incorrect for Python/FastAPI and risks breaking sync endpoints. The current pattern (separate async/sync wrappers chosen via asyncio.iscoroutinefunction) is appropriate. At most, factor shared logic into a helper; therefore, this violation should be filtered.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 25:
<comment>The `async_wrapper` and `sync_wrapper` functions within `track_api_endpoint` contain significant internal duplication of logic for context extraction, error handling, and event tracking. This can be refactored to a single wrapper that conditionally awaits the function call.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: The duplication is real, but the suggested refactor to a single wrapper that conditionally awaits is technically incorrect for Python/FastAPI and risks breaking sync endpoints. The current pattern (separate async/sync wrappers chosen via asyncio.iscoroutinefunction) is appropriate. At most, factor shared logic into a helper; therefore, this violation should be filtered.</comment>
<file context>
@@ -0,0 +1,125 @@
+ """
+
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def async_wrapper(*args, **kwargs):
+ start_time = time.time() if include_timing else None
</file context>
[internal] Confidence score: 9.5/10
[internal] Posted by: Duplicate Detection Agent
| ) | ||
|
|
||
| @staticmethod | ||
| def track_sync_completed(ctx, sync_id: UUID, entities_processed: int, duration_ms: int): |
There was a problem hiding this comment.
The sync_completed event tracking logic duplicates backend/airweave/core/sync_job_service.py:_track_sync_completion() function. The existing implementation provides more granular details about entity processing. It is recommended to enhance the existing _track_sync_completion to include duration_ms rather than creating a new, less detailed event here, to ensure consistent and comprehensive sync completion analytics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 179:
<comment>The `sync_completed` event tracking logic duplicates `backend/airweave/core/sync_job_service.py:_track_sync_completion()` function. The existing implementation provides more granular details about entity processing. It is recommended to enhance the existing `_track_sync_completion` to include `duration_ms` rather than creating a new, less detailed event here, to ensure consistent and comprehensive sync completion analytics.</comment>
<file context>
@@ -0,0 +1,230 @@
+ )
+
+ @staticmethod
+ def track_sync_completed(ctx, sync_id: UUID, entities_processed: int, duration_ms: int):
+ """Track when a sync operation completes successfully.
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
|
|
||
|
|
||
| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint won’t emit analytics for this endpoint because no ApiContext (ctx) is passed to the handler; the decorator only tracks when a context object is present in kwargs. Add ctx: ApiContext = Depends(deps.get_context) to this endpoint so events are recorded.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>`@track_api_endpoint` won’t emit analytics for this endpoint because no `ApiContext` (`ctx`) is passed to the handler; the decorator only tracks when a context object is present in kwargs. Add `ctx: ApiContext = Depends(deps.get_context)` to this endpoint so events are recorded.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
|
|
||
| try: | ||
| # Add environment to all events for filtering | ||
| event_properties = properties or {} |
There was a problem hiding this comment.
Avoid mutating the caller-provided properties dict; copy before adding the environment to prevent side effects.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/service.py at line 73:
<comment>Avoid mutating the caller-provided properties dict; copy before adding the environment to prevent side effects.</comment>
<file context>
@@ -0,0 +1,116 @@
+
+ try:
+ # Add environment to all events for filtering
+ event_properties = properties or {}
+ event_properties["environment"] = settings.ENVIRONMENT
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| ADDITIONAL_CORS_ORIGINS= | ||
|
|
||
| # Posthog Configuration | ||
| POSTHOG_API_KEY=phc_your_api_key_here |
There was a problem hiding this comment.
Non-empty placeholder enables analytics with an invalid key when ANALYTICS_ENABLED=true, causing unnecessary PostHog initialization and failing requests. Use a blank value in the example to avoid accidental enablement.
Prompt for AI agents
Address the following comment on .env.example at line 57:
<comment>Non-empty placeholder enables analytics with an invalid key when ANALYTICS_ENABLED=true, causing unnecessary PostHog initialization and failing requests. Use a blank value in the example to avoid accidental enablement.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
+ANALYTICS_ENABLED=true
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| POSTHOG_API_KEY=phc_your_api_key_here | |
| POSTHOG_API_KEY= |
|
|
||
| - [PostHog Documentation](https://posthog.com/docs) | ||
| - [PostHog Python SDK](https://posthog.com/docs/libraries/python) | ||
| - [Airweave Analytics Examples](analytics_integration_example.py) |
There was a problem hiding this comment.
Broken link to analytics_integration_example.py; add the file or update the link.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 293:
<comment>Broken link to `analytics_integration_example.py`; add the file or update the link.</comment>
<file context>
@@ -0,0 +1,293 @@
+
+- [PostHog Documentation](https://posthog.com/docs)
+- [PostHog Python SDK](https://posthog.com/docs/libraries/python)
+- [Airweave Analytics Examples](analytics_integration_example.py)
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
|
|
||
|
|
||
| @router.post("/{sync_id}/run", response_model=schemas.SyncJob) | ||
| @track_api_endpoint("run_sync") |
There was a problem hiding this comment.
run_sync schedules sync_service.run without required collection and source_connection args; background task will crash with TypeError and the sync won’t run.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/sync.py at line 174:
<comment>run_sync schedules sync_service.run without required collection and source_connection args; background task will crash with TypeError and the sync won’t run.</comment>
<file context>
@@ -170,6 +171,7 @@ async def delete_sync(
@router.post("/{sync_id}/run", response_model=schemas.SyncJob)
+@track_api_endpoint("run_sync")
async def run_sync(
*,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Functional Bugs Agent
| "collection_id": collection_id, | ||
| "duration_ms": duration_ms, | ||
| "results_count": len(result.results) if hasattr(result, "results") else 0, | ||
| "response_type": str(result.response_type) |
There was a problem hiding this comment.
Use the enum's .value for response_type to avoid sending strings like "ResponseType.RAW" in analytics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 47:
<comment>Use the enum's .value for `response_type` to avoid sending strings like "ResponseType.RAW" in analytics.</comment>
<file context>
@@ -0,0 +1,103 @@
+ "collection_id": collection_id,
+ "duration_ms": duration_ms,
+ "results_count": len(result.results) if hasattr(result, "results") else 0,
+ "response_type": str(result.response_type)
+ if hasattr(result, "response_type")
+ else None,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| "response_type": str(result.response_type) | ||
| if hasattr(result, "response_type") | ||
| else None, | ||
| "status": str(result.status) if hasattr(result, "status") else "success", |
There was a problem hiding this comment.
Use result.status.value so analytics captures the lowercase status values defined in the enum.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 50:
<comment>Use `result.status.value` so analytics captures the lowercase status values defined in the enum.</comment>
<file context>
@@ -0,0 +1,103 @@
+ "response_type": str(result.response_type)
+ if hasattr(result, "response_type")
+ else None,
+ "status": str(result.status) if hasattr(result, "status") else "success",
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
+ }
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| # Add search-specific metrics | ||
| if hasattr(result, "results") and result.results: | ||
| # Analyze result quality | ||
| scores = [r.get("score", 0) for r in result.results if isinstance(r, dict)] |
There was a problem hiding this comment.
Ensure scores are numeric to prevent TypeError when computing aggregates.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Speculative; scores are treated as numeric across the codebase. Low-confidence edge case and low value for reporting.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 57:
<comment>Ensure scores are numeric to prevent TypeError when computing aggregates.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative; scores are treated as numeric across the codebase. Low-confidence edge case and low value for reporting.</comment>
<file context>
@@ -0,0 +1,103 @@
+ # Add search-specific metrics
+ if hasattr(result, "results") and result.results:
+ # Analyze result quality
+ scores = [r.get("score", 0) for r in result.results if isinstance(r, dict)]
+ if scores:
+ properties.update(
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
There was a problem hiding this comment.
21 issues found across 15 files
Prompt for AI agents (all 21 issues)
Understand the root cause of the following 21 issues and fix them.
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
The `track_api_endpoint` decorator won't emit events here because this endpoint lacks `ApiContext` in kwargs; the decorator only tracks when it finds `ctx` and otherwise does nothing.</violation>
</file>
<file name="backend/airweave/core/config.py">
<violation number="1" location="backend/airweave/core/config.py:140">
`POSTHOG_HOST` default duplicates the fallback in AnalyticsService. Prefer making the setting optional and let the service supply the default to avoid redundancy.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Technically accurate but minor: default duplication is harmless and can improve robustness against empty values. Negligible maintainability impact; not worth reporting.</violation>
<violation number="2" location="backend/airweave/core/config.py:141">
Defaulting analytics to enabled may cause unintended telemetry when a POSTHOG_API_KEY is present. Use a privacy-safe default (disabled) to avoid accidental event emission in dev/test and require explicit opt-in.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Technically accurate but low importance: enabling analytics by default is a product/policy choice, not a correctness or security bug. PR notes opting out for local/test, and events are environment-tagged. Not sufficiently impactful to report.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:24">
Reserved property "organization_id" can be overridden by user-supplied properties due to dict merge order. Place the reserved property after the unpack to enforce the canonical value.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:73">
Avoid mutating the caller-provided properties dict by creating a copy before adding the environment key.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Correct brand capitalization to PostHog for clarity and consistency.</violation>
<violation number="2" location=".env.example:57">
Use an empty value for the example API key to match existing style and avoid false-positive secret scans.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:155">
Async method without awaits adds unnecessary coroutine overhead; consider making _track_sync_completion a synchronous function and calling it without await.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Async method contains no awaits; making it sync is a micro-optimization. Current code is functional; impact is trivial.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:178">
Unnecessary getattr for organization_name; organization.name is required by the schema, use direct access.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: getattr is unnecessary since ApiContext.organization is required and Organization.name is mandatory. Harmless redundancy; low impact.</violation>
<violation number="3" location="backend/airweave/core/sync_job_service.py:184">
Redundant hasattr check for stats.entities_encountered; the schema guarantees this field exists, so simplify the condition.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Redundant hasattr; entities_encountered is guaranteed by the schema with a default dict. Minor style/readability, negligible impact.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:167">
Unverified feature support: "Histogram (if supported)" is ambiguous. Specify supported chart types per PostHog docs or remove the uncertain claim.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Phrasing is imprecise but not a confirmed technical error; lacks documentation evidence and is low impact. Too minor to report.
• **Libraries consulted**: PostHog histogram chart support, Posthog.com</violation>
<violation number="2" location="backend/airweave/analytics/README.md:265">
Overbroad privacy statement: "All user data is sent to PostHog" is inaccurate; only event-specific properties are sent. Clarify scope to avoid misleading compliance guidance.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:266">
README claims user IDs are hashed/obfuscated, but code sends raw IDs via `distinct_id`. Align documentation or implement hashing to avoid misleading privacy assurances.</violation>
<violation number="4" location="backend/airweave/analytics/README.md:293">
Broken documentation link: `analytics_integration_example.py` does not exist. Update the reference or add the file.</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:30">
Defaulting status_code to 200 may misreport actual success codes; consider deriving from the response/result.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative/low impact; current endpoints return 200, and deriving status from the response would be an enhancement rather than a bug.
• **Libraries consulted**: FastAPI path operation function calling kwargs dependency injection, Fastapi</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:33">
Context extraction scans only kwargs; if ctx is passed positionally it will be missed, causing events not to be tracked.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: FastAPI injects dependencies as keyword arguments; ctx will be provided in kwargs for these endpoints, so context extraction is not missed.
• **Libraries consulted**: FastAPI path operation function calling kwargs dependency injection, Fastapi</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:46">
Avoid sending raw exception messages to analytics; use a sanitized value (e.g., error type) instead.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:59">
Use a monotonic timer (time.perf_counter or time.monotonic) for duration to avoid clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using a monotonic timer is best practice but this is a minor improvement for analytics timing, not a critical issue.
• **Libraries consulted**: FastAPI path operation function calling kwargs dependency injection, Fastapi</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:37">
Decorator only supports async functions and will fail when applied to sync functions; add sync handling or awaitable check.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Accurate but context-dependent; decorator may be intended only for async endpoints. No evidence of sync usage, so impact uncertain. Filter to avoid false positives.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:47">
Use Enum .value for response_type to send canonical values instead of 'ResponseType.X'.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:50">
Use Enum .value for status to send canonical values instead of 'SearchStatus.X'.</violation>
</file>
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| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
The track_api_endpoint decorator won't emit events here because this endpoint lacks ApiContext in kwargs; the decorator only tracks when it finds ctx and otherwise does nothing.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>The `track_api_endpoint` decorator won't emit events here because this endpoint lacks `ApiContext` in kwargs; the decorator only tracks when it finds `ctx` and otherwise does nothing.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| # PostHog Analytics Configuration | ||
| POSTHOG_API_KEY: Optional[str] = None | ||
| POSTHOG_HOST: str = "https://app.posthog.com" | ||
| ANALYTICS_ENABLED: bool = True |
There was a problem hiding this comment.
Defaulting analytics to enabled may cause unintended telemetry when a POSTHOG_API_KEY is present. Use a privacy-safe default (disabled) to avoid accidental event emission in dev/test and require explicit opt-in.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Technically accurate but low importance: enabling analytics by default is a product/policy choice, not a correctness or security bug. PR notes opting out for local/test, and events are environment-tagged. Not sufficiently impactful to report.
Prompt for AI agents
Address the following comment on backend/airweave/core/config.py at line 141:
<comment>Defaulting analytics to enabled may cause unintended telemetry when a POSTHOG_API_KEY is present. Use a privacy-safe default (disabled) to avoid accidental event emission in dev/test and require explicit opt-in.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Technically accurate but low importance: enabling analytics by default is a product/policy choice, not a correctness or security bug. PR notes opting out for local/test, and events are environment-tagged. Not sufficiently impactful to report.</comment>
<file context>
@@ -135,6 +135,11 @@ class Settings(BaseSettings):
+ # PostHog Analytics Configuration
+ POSTHOG_API_KEY: Optional[str] = None
+ POSTHOG_HOST: str = "https://app.posthog.com"
+ ANALYTICS_ENABLED: bool = True
+
# Sync configuration
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
|
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| # PostHog Analytics Configuration | ||
| POSTHOG_API_KEY: Optional[str] = None | ||
| POSTHOG_HOST: str = "https://app.posthog.com" |
There was a problem hiding this comment.
POSTHOG_HOST default duplicates the fallback in AnalyticsService. Prefer making the setting optional and let the service supply the default to avoid redundancy.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Technically accurate but minor: default duplication is harmless and can improve robustness against empty values. Negligible maintainability impact; not worth reporting.
Prompt for AI agents
Address the following comment on backend/airweave/core/config.py at line 140:
<comment>`POSTHOG_HOST` default duplicates the fallback in AnalyticsService. Prefer making the setting optional and let the service supply the default to avoid redundancy.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Technically accurate but minor: default duplication is harmless and can improve robustness against empty values. Negligible maintainability impact; not worth reporting.</comment>
<file context>
@@ -135,6 +135,11 @@ class Settings(BaseSettings):
+ # PostHog Analytics Configuration
+ POSTHOG_API_KEY: Optional[str] = None
+ POSTHOG_HOST: str = "https://app.posthog.com"
+ ANALYTICS_ENABLED: bool = True
+
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| user_id: ID of the user who created it | ||
| properties: Additional properties | ||
| """ | ||
| event_properties = { |
There was a problem hiding this comment.
Reserved property "organization_id" can be overridden by user-supplied properties due to dict merge order. Place the reserved property after the unpack to enforce the canonical value.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/events/business_events.py at line 24:
<comment>Reserved property "organization_id" can be overridden by user-supplied properties due to dict merge order. Place the reserved property after the unpack to enforce the canonical value.</comment>
<file context>
@@ -0,0 +1,230 @@
+ user_id: ID of the user who created it
+ properties: Additional properties
+ """
+ event_properties = {
+ "organization_id": str(organization_id),
+ **(properties or {}),
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
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| try: | ||
| # Add environment to all events for filtering | ||
| event_properties = properties or {} |
There was a problem hiding this comment.
Avoid mutating the caller-provided properties dict by creating a copy before adding the environment key.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/service.py at line 73:
<comment>Avoid mutating the caller-provided properties dict by creating a copy before adding the environment key.</comment>
<file context>
@@ -0,0 +1,116 @@
+
+ try:
+ # Add environment to all events for filtering
+ event_properties = properties or {}
+ event_properties["environment"] = settings.ENVIRONMENT
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| } | ||
|
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| if include_timing and start_time: | ||
| properties["duration_ms"] = (time.time() - start_time) * 1000 |
There was a problem hiding this comment.
Use a monotonic timer (time.perf_counter or time.monotonic) for duration to avoid clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Using a monotonic timer is best practice but this is a minor improvement for analytics timing, not a critical issue.
• Libraries consulted: FastAPI path operation function calling kwargs dependency injection, Fastapi
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 59:
<comment>Use a monotonic timer (time.perf_counter or time.monotonic) for duration to avoid clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using a monotonic timer is best practice but this is a minor improvement for analytics timing, not a critical issue.
• **Libraries consulted**: FastAPI path operation function calling kwargs dependency injection, Fastapi</comment>
<file context>
@@ -0,0 +1,125 @@
+ }
+
+ if include_timing and start_time:
+ properties["duration_ms"] = (time.time() - start_time) * 1000
+
+ if error:
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| status_code = e.status_code | ||
| raise | ||
| except Exception as e: | ||
| error = str(e) |
There was a problem hiding this comment.
Avoid sending raw exception messages to analytics; use a sanitized value (e.g., error type) instead.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 46:
<comment>Avoid sending raw exception messages to analytics; use a sanitized value (e.g., error type) instead.</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = e.status_code
+ raise
+ except Exception as e:
+ error = str(e)
+ status_code = 500
+ raise
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| query = search_request.query | ||
|
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| try: | ||
| result = await func(*args, **kwargs) |
There was a problem hiding this comment.
Decorator only supports async functions and will fail when applied to sync functions; add sync handling or awaitable check.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Accurate but context-dependent; decorator may be intended only for async endpoints. No evidence of sync usage, so impact uncertain. Filter to avoid false positives.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 37:
<comment>Decorator only supports async functions and will fail when applied to sync functions; add sync handling or awaitable check.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Accurate but context-dependent; decorator may be intended only for async endpoints. No evidence of sync usage, so impact uncertain. Filter to avoid false positives.</comment>
<file context>
@@ -0,0 +1,103 @@
+ query = search_request.query
+
+ try:
+ result = await func(*args, **kwargs)
+
+ if ctx and query:
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| "collection_id": collection_id, | ||
| "duration_ms": duration_ms, | ||
| "results_count": len(result.results) if hasattr(result, "results") else 0, | ||
| "response_type": str(result.response_type) |
There was a problem hiding this comment.
Use Enum .value for response_type to send canonical values instead of 'ResponseType.X'.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 47:
<comment>Use Enum .value for response_type to send canonical values instead of 'ResponseType.X'.</comment>
<file context>
@@ -0,0 +1,103 @@
+ "collection_id": collection_id,
+ "duration_ms": duration_ms,
+ "results_count": len(result.results) if hasattr(result, "results") else 0,
+ "response_type": str(result.response_type)
+ if hasattr(result, "response_type")
+ else None,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| "response_type": str(result.response_type) | ||
| if hasattr(result, "response_type") | ||
| else None, | ||
| "status": str(result.status) if hasattr(result, "status") else "success", |
There was a problem hiding this comment.
Use Enum .value for status to send canonical values instead of 'SearchStatus.X'.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 50:
<comment>Use Enum .value for status to send canonical values instead of 'SearchStatus.X'.</comment>
<file context>
@@ -0,0 +1,103 @@
+ "response_type": str(result.response_type)
+ if hasattr(result, "response_type")
+ else None,
+ "status": str(result.status) if hasattr(result, "status") else "success",
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
+ }
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| "status": str(result.status) if hasattr(result, "status") else "success", | |
| "status": getattr(result.status, "value", str(result.status)) if hasattr(result, "status") else "success", |
There was a problem hiding this comment.
28 issues found across 15 files
Prompt for AI agents (all 28 issues)
Understand the root cause of the following 28 issues and fix them.
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:8">
Import analytics via the package root for consistency and to avoid tight coupling to the service module.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Import path preference only; both paths valid and documented. No functional impact or established convention violation.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:155">
The `_track_sync_completion` method duplicates the pattern of tracking business analytics events, which should be centralized within `backend/airweave/analytics/events/business_events.py`. Specifically, a `sync_completed` event already exists in `backend/airweave/analytics/events/business_events.py:track_sync_completed()`. The logic for tracking `sync_completed` and `entities_synced_by_type` should be moved or abstracted into the `BusinessEvents` class.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Insufficient evidence to confirm duplication with BusinessEvents; reference cannot be verified from provided context. Centralization is architectural preference, not a clear bug. Low impact—filter to avoid false positives.</violation>
<violation number="3" location="backend/airweave/core/sync_job_service.py:155">
_track_sync_completion is declared async but contains no awaits; make it a regular function to reduce coroutine overhead and simplify code.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Accurate observation but trivial impact; no correctness or maintainability issue. Pure style/perf nit (no awaits inside and awaited at call site).</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
`@track_api_endpoint` will not track metrics here because the endpoint lacks `ApiContext` (`ctx`) in its signature; add `ctx` to the endpoint so the decorator can capture and send analytics.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Brand capitalization inconsistency. Use "PostHog" for consistency across docs and code comments.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact, documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Capitalization in a comment is stylistic with no functional impact; too minor to report.</violation>
<violation number="2" location=".env.example:57">
Non-empty placeholder API key enables analytics by default when copying .env.example, causing initialization with an invalid key and noisy event attempts. Use an empty value to avoid unintended enablement.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:168">
Widget configuration references a non-existent `searched_at` property for `search_query` events. Use the event timestamp or an existing property.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:266">
Documentation states user IDs are hashed/obfuscated, but code sends raw user/organization IDs to PostHog. Update wording or implement hashing to avoid misleading guidance.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:293">
Additional resource link points to a non-existent file `analytics_integration_example.py`. Replace with a valid path or remove.</violation>
</file>
<file name="backend/airweave/core/config.py">
<violation number="1" location="backend/airweave/core/config.py:139">
Store POSTHOG_API_KEY as a SecretStr to reduce accidental exposure in logs and debug output. This would require updating usages to call get_secret_value() when assigning to the SDK.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Optional hardening; consistent use of plain strings elsewhere and no evidence of exposure. Low impact.
• **Libraries consulted**: Pydantic SecretStr masking repr, Pydantic</violation>
<violation number="2" location="backend/airweave/core/config.py:140">
POSTHOG_HOST default duplicates service-layer fallback. Prefer making it Optional[Str] = None and rely on the existing fallback to avoid redundancy and keep defaults in one place.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Minor redundancy without functional impact; `or` already handles empty values.
• **Libraries consulted**: Pydantic SecretStr masking repr, Pydantic</violation>
<violation number="3" location="backend/airweave/core/config.py:141">
Telemetry is enabled by default. Defaulting ANALYTICS_ENABLED to True risks unintentionally sending analytics (e.g., in local/test) when a key is present. Prefer opt-in by defaulting to False or gating by environment.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Behavior requires both API key and flag; default True is documented and intentional. Policy preference, not a technical issue.
• **Libraries consulted**: Pydantic SecretStr masking repr, Pydantic</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/sync.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/sync.py:174">
run_sync schedules sync_service.run with missing required args, causing runtime TypeError and job failure</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:36">
Instrumentation code is inside the same try as business logic; any analytics property-building error will re-raise and break successful searches.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:46">
Using len(result.results) without guarding against None can raise TypeError when results is None. Use a safe fallback.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:71">
distinct_id fallback accesses ctx.organization.id without None-guard. This can raise AttributeError when organization is None or missing id.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
<violation number="4" location="backend/airweave/analytics/decorators/search.py:73">
groups uses ctx.organization.id without guarding against None, which can raise AttributeError.</violation>
<violation number="5" location="backend/airweave/analytics/decorators/search.py:73">
Unconditional access to ctx.organization.id (and ctx.user.id) can raise, crashing successful searches.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative: ctx is selected only when it has user and organization attributes; organization.id is likely guaranteed. Without evidence it can be None/missing, this is low-confidence.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:50">
Use logger.exception in exception blocks to retain stack traces for easier debugging.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:74">
Avoid mutating caller-provided properties; creating a new dict prevents side effects.</violation>
<violation number="3" location="backend/airweave/analytics/service.py:84">
Use logger.exception in exception blocks to retain stack traces.</violation>
<violation number="4" location="backend/airweave/analytics/service.py:112">
Use logger.exception in exception blocks to retain stack traces.</violation>
<violation number="5" location="backend/airweave/analytics/service.py:116">
Avoid import-time side effects; prefer lazy initialization or an explicit factory to create the analytics service when the app starts.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Module-level instantiation appears intentional for convenience, gated by ANALYTICS_ENABLED; side effects are minimal and not clearly harmful.</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:27">
Use time.perf_counter() for duration measurement instead of time.time() to avoid clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using time.time instead of perf_counter is a minor best-practice suggestion with negligible impact on analytics.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:30">
Hard-coding status_code=200 may misreport successful response codes. Capture the actual response status instead.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:33">
Only scanning kwargs for context can miss positional contexts. Also inspect args to robustly locate ApiContext.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: kwargs-only context lookup is likely acceptable for FastAPI endpoints; not clearly incorrect and low impact.</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:59">
Use time.perf_counter() when computing elapsed time for accuracy.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #6; minor improvement only.</violation>
<violation number="5" location="backend/airweave/analytics/decorators/api.py:62">
Sending raw error details to analytics may leak sensitive information. Prefer logging sanitized error type/code or a redacted message.</violation>
</file>
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React with 👍 or 👎 to teach cubic. Mention @cubic-dev-ai to give feedback, ask questions, or re-run the review.
| except Exception as e: | ||
| logger.error(f"Failed to update sync job status: {e}") | ||
|
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| async def _track_sync_completion( |
There was a problem hiding this comment.
The _track_sync_completion method duplicates the pattern of tracking business analytics events, which should be centralized within backend/airweave/analytics/events/business_events.py. Specifically, a sync_completed event already exists in backend/airweave/analytics/events/business_events.py:track_sync_completed(). The logic for tracking sync_completed and entities_synced_by_type should be moved or abstracted into the BusinessEvents class.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Insufficient evidence to confirm duplication with BusinessEvents; reference cannot be verified from provided context. Centralization is architectural preference, not a clear bug. Low impact—filter to avoid false positives.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 155:
<comment>The `_track_sync_completion` method duplicates the pattern of tracking business analytics events, which should be centralized within `backend/airweave/analytics/events/business_events.py`. Specifically, a `sync_completed` event already exists in `backend/airweave/analytics/events/business_events.py:track_sync_completed()`. The logic for tracking `sync_completed` and `entities_synced_by_type` should be moved or abstracted into the `BusinessEvents` class.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Insufficient evidence to confirm duplication with BusinessEvents; reference cannot be verified from provided context. Centralization is architectural preference, not a clear bug. Low impact—filter to avoid false positives.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
except Exception as e:
logger.error(f"Failed to update sync job status: {e}")
+ async def _track_sync_completion(
+ self, sync_job_id: UUID, sync_id: UUID, stats: SyncProgressUpdate, ctx: ApiContext
+ ) -> None:
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
|
|
||
|
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||
| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint will not track metrics here because the endpoint lacks ApiContext (ctx) in its signature; add ctx to the endpoint so the decorator can capture and send analytics.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>`@track_api_endpoint` will not track metrics here because the endpoint lacks `ApiContext` (`ctx`) in its signature; add `ctx` to the endpoint so the decorator can capture and send analytics.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| ADDITIONAL_CORS_ORIGINS= | ||
|
|
||
| # Posthog Configuration | ||
| POSTHOG_API_KEY=phc_your_api_key_here |
There was a problem hiding this comment.
Non-empty placeholder API key enables analytics by default when copying .env.example, causing initialization with an invalid key and noisy event attempts. Use an empty value to avoid unintended enablement.
Prompt for AI agents
Address the following comment on .env.example at line 57:
<comment>Non-empty placeholder API key enables analytics by default when copying .env.example, causing initialization with an invalid key and noisy event attempts. Use an empty value to avoid unintended enablement.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
+ANALYTICS_ENABLED=true
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| POSTHOG_API_KEY=phc_your_api_key_here | |
| POSTHOG_API_KEY= |
| QDRANT_FULL_URL= | ||
| ADDITIONAL_CORS_ORIGINS= | ||
|
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||
| # Posthog Configuration |
There was a problem hiding this comment.
Brand capitalization inconsistency. Use "PostHog" for consistency across docs and code comments.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact, documentationImpact.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Capitalization in a comment is stylistic with no functional impact; too minor to report.
Prompt for AI agents
Address the following comment on .env.example at line 56:
<comment>Brand capitalization inconsistency. Use "PostHog" for consistency across docs and code comments.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact, documentationImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Capitalization in a comment is stylistic with no functional impact; too minor to report.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
QDRANT_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: General AI Review Agent
Suggested change
| # Posthog Configuration | |
| # PostHog Configuration |
| ## 🔒 Privacy & Compliance | ||
|
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||
| - All user data is sent to PostHog (ensure compliance with your privacy policy) | ||
| - User IDs are hashed/obfuscated as needed |
There was a problem hiding this comment.
Documentation states user IDs are hashed/obfuscated, but code sends raw user/organization IDs to PostHog. Update wording or implement hashing to avoid misleading guidance.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 266:
<comment>Documentation states user IDs are hashed/obfuscated, but code sends raw user/organization IDs to PostHog. Update wording or implement hashing to avoid misleading guidance.</comment>
<file context>
@@ -0,0 +1,293 @@
+## 🔒 Privacy & Compliance
+
+- All user data is sent to PostHog (ensure compliance with your privacy policy)
+- User IDs are hashed/obfuscated as needed
+- Sensitive data should not be included in event properties
+- Consider data retention policies in PostHog
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| status_code = 200 | ||
|
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||
| # Extract ApiContext from kwargs | ||
| for arg in kwargs.values(): |
There was a problem hiding this comment.
Only scanning kwargs for context can miss positional contexts. Also inspect args to robustly locate ApiContext.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: kwargs-only context lookup is likely acceptable for FastAPI endpoints; not clearly incorrect and low impact.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 33:
<comment>Only scanning kwargs for context can miss positional contexts. Also inspect args to robustly locate ApiContext.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: kwargs-only context lookup is likely acceptable for FastAPI endpoints; not clearly incorrect and low impact.</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = 200
+
+ # Extract ApiContext from kwargs
+ for arg in kwargs.values():
+ if hasattr(arg, "user") and hasattr(arg, "organization"):
+ ctx = arg
</file context>
[internal] Confidence score: 6/10
[internal] Posted by: General AI Review Agent
| def decorator(func: F) -> F: | ||
| @wraps(func) | ||
| async def async_wrapper(*args, **kwargs): | ||
| start_time = time.time() if include_timing else None |
There was a problem hiding this comment.
Use time.perf_counter() for duration measurement instead of time.time() to avoid clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Using time.time instead of perf_counter is a minor best-practice suggestion with negligible impact on analytics.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 27:
<comment>Use time.perf_counter() for duration measurement instead of time.time() to avoid clock adjustments.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using time.time instead of perf_counter is a minor best-practice suggestion with negligible impact on analytics.</comment>
<file context>
@@ -0,0 +1,125 @@
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def async_wrapper(*args, **kwargs):
+ start_time = time.time() if include_timing else None
+ ctx = None
+ error = None
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| } | ||
|
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||
| if include_timing and start_time: | ||
| properties["duration_ms"] = (time.time() - start_time) * 1000 |
There was a problem hiding this comment.
Use time.perf_counter() when computing elapsed time for accuracy.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Same as airweave-ai#6; minor improvement only.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 59:
<comment>Use time.perf_counter() when computing elapsed time for accuracy.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Same as #6; minor improvement only.</comment>
<file context>
@@ -0,0 +1,125 @@
+ }
+
+ if include_timing and start_time:
+ properties["duration_ms"] = (time.time() - start_time) * 1000
+
+ if error:
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| if search_request and hasattr(search_request, "query"): | ||
| query = search_request.query | ||
|
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||
| try: |
There was a problem hiding this comment.
Instrumentation code is inside the same try as business logic; any analytics property-building error will re-raise and break successful searches.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 36:
<comment>Instrumentation code is inside the same try as business logic; any analytics property-building error will re-raise and break successful searches.</comment>
<file context>
@@ -0,0 +1,103 @@
+ if search_request and hasattr(search_request, "query"):
+ query = search_request.query
+
+ try:
+ result = await func(*args, **kwargs)
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Functional Bugs Agent
| if ctx.user | ||
| else f"api_key_{ctx.organization.id}", | ||
| properties=properties, | ||
| groups={"organization": str(ctx.organization.id)}, |
There was a problem hiding this comment.
Unconditional access to ctx.organization.id (and ctx.user.id) can raise, crashing successful searches.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Speculative: ctx is selected only when it has user and organization attributes; organization.id is likely guaranteed. Without evidence it can be None/missing, this is low-confidence.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 73:
<comment>Unconditional access to ctx.organization.id (and ctx.user.id) can raise, crashing successful searches.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative: ctx is selected only when it has user and organization attributes; organization.id is likely guaranteed. Without evidence it can be None/missing, this is low-confidence.</comment>
<file context>
@@ -0,0 +1,103 @@
+ if ctx.user
+ else f"api_key_{ctx.organization.id}",
+ properties=properties,
+ groups={"organization": str(ctx.organization.id)},
+ )
+
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: Functional Bugs Agent
There was a problem hiding this comment.
20 issues found across 15 files
Prompt for AI agents (all 20 issues)
Understand the root cause of the following 20 issues and fix them.
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:12">
The new `track_search_operation` decorator duplicates core logic for operation timing, context extraction, and analytics event tracking (including `distinct_id` and `groups` formation) already present in `backend/airweave/analytics/decorators/api.py:track_api_endpoint()`. This pattern duplication increases maintenance burden and violates DRY principles. A more generic base decorator should be introduced to abstract this common functionality.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:47">
Analytics properties use str(...) on enums, which emits enum names (e.g., 'ResponseType.RAW') instead of values (e.g., 'raw'). Use .value for correct telemetry.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:50">
Analytics status uses str(...) on a string enum, producing 'SearchStatus.SUCCESS' instead of 'success'. Use .value.</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:166">
The tracking of the 'sync_completed' event is duplicated. The new `_track_sync_completion` method (lines 144-180) in this file tracks 'sync_completed' events, which already exists in `backend/airweave/analytics/events/business_events.py:BusinessEventTracker.track_sync_completed()`. This can lead to inconsistencies in analytics data and makes maintenance harder. The existing `BusinessEventTracker.track_sync_completed` should be updated to handle the new detailed `SyncProgressUpdate` information.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: BusinessEventTracker.track_sync_completed is currently unused; only _track_sync_completion emits the event. There’s no double emission or immediate inconsistency. This is a potential architectural duplication, not a clear, high-impact bug.</violation>
</file>
<file name="backend/airweave/analytics/__init__.py">
<violation number="1" location="backend/airweave/analytics/__init__.py:6">
Re-exporting a symbol named "analytics" from within the airweave.analytics package creates a name collision with the package itself, leading to confusing and error-prone imports. Consider aliasing to a distinct name like analytics_service for clarity.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: In Python, exposing a package attribute named "analytics" inside airweave.analytics does not create a technical name collision with the package/module itself. Imports like "from airweave.analytics import analytics" and "import airweave.analytics as analytics" are distinct and valid. This is a stylistic concern with low impact, not a correctness or maintainability bug.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
Decorator relies on ApiContext (`ctx`) to emit events, but this endpoint lacks `ctx`, so no analytics will be recorded for this route.</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Brand casing is inconsistent; use "PostHog" for clarity and consistency in comments.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact, objectivity.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Stylistic comment casing inconsistency ('Posthog' vs 'PostHog'); low functional impact and not worth reporting.</violation>
<violation number="2" location=".env.example:59">
Defaulting analytics to true in the example env can unintentionally emit analytics from local/test environments; set false by default to avoid accidental event leakage.</violation>
</file>
<file name="backend/airweave/api/v1/endpoints/sync.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/sync.py:174">
run_sync schedules sync_service.run with missing required args (collection, source_connection), causing TypeError at runtime.</violation>
</file>
<file name="backend/airweave/analytics/events/business_events.py">
<violation number="1" location="backend/airweave/analytics/events/business_events.py:94">
Use `total_entities` for the sync completion event to match documented dashboard property naming and enable correct aggregation.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:25">
PostHog client misconfigured: uses api_key instead of project_api_key, causing all captures to fail.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: PostHog Python SDK configures via posthog.api_key and posthog.host; 'project_api_key' is not a Python SDK attribute. The code matches official examples, so this is a false positive.
• **Libraries consulted**: PostHog Python SDK configuration api_key vs project_api_key, Posthog</violation>
<violation number="2" location="backend/airweave/analytics/service.py:47">
Use posthog.identify for user identification; capturing "$identify" with "$set" may not correctly update user properties in the Python client.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: uncertaintyLanguage.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using capture with "$identify" and "$set" is supported by PostHog; not a functional problem, just a style preference.
• **Libraries consulted**: PostHog Python client, Posthog</violation>
<violation number="3" location="backend/airweave/analytics/service.py:103">
Prefer posthog.group_identify for setting group properties; using capture with "$groupidentify" can lead to improper group property updates.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Using capture with "$groupidentify" and group fields aligns with PostHog conventions; no clear bug.
• **Libraries consulted**: PostHog Python client, Posthog</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:168">
Widget configuration references `searched_at` property for `search_query`, but this property is not emitted. Use the event timestamp or an existing property.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:265">
Documentation claims user IDs are hashed/obfuscated, but the implementation sends raw IDs via `distinct_id`. Update the privacy statement to reflect actual behavior.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:293">
Broken reference: `analytics_integration_example.py` does not exist in the repository. Update the link to a valid file or remove it.</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:27">
Use a monotonic clock for elapsed timing; replace time.time with time.perf_counter for start/duration measurements.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Low-impact best practice; monotonic timing suggestion is minor and duplicated.
• **Libraries consulted**: FastAPI endpoint function call keyword arguments run_endpoint_function, Fastapi</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:30">
Defaulting status_code to 200 may misreport actual response statuses; capture the real status from the FastAPI Response instead.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/api.py:33">
Also scan positional args when extracting ApiContext to avoid missing context passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative; assumes positional ApiContext without evidence. Impact uncertain.
• **Libraries consulted**: FastAPI endpoint function call keyword arguments run_endpoint_function, Fastapi</violation>
<violation number="4" location="backend/airweave/analytics/decorators/api.py:62">
Avoid sending raw error messages to analytics; redact or send only non-sensitive metadata.</violation>
</file>
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| F = TypeVar("F", bound=Callable[..., Any]) | ||
|
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||
|
|
||
| def track_search_operation(): |
There was a problem hiding this comment.
The new track_search_operation decorator duplicates core logic for operation timing, context extraction, and analytics event tracking (including distinct_id and groups formation) already present in backend/airweave/analytics/decorators/api.py:track_api_endpoint(). This pattern duplication increases maintenance burden and violates DRY principles. A more generic base decorator should be introduced to abstract this common functionality.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 12:
<comment>The new `track_search_operation` decorator duplicates core logic for operation timing, context extraction, and analytics event tracking (including `distinct_id` and `groups` formation) already present in `backend/airweave/analytics/decorators/api.py:track_api_endpoint()`. This pattern duplication increases maintenance burden and violates DRY principles. A more generic base decorator should be introduced to abstract this common functionality.</comment>
<file context>
@@ -0,0 +1,103 @@
+F = TypeVar("F", bound=Callable[..., Any])
+
+
+def track_search_operation():
+ """Decorator to track search operations with query analysis."""
+
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
| ) | ||
|
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||
| # Track sync completion event with sync_id | ||
| analytics.track_event( |
There was a problem hiding this comment.
The tracking of the 'sync_completed' event is duplicated. The new _track_sync_completion method (lines 144-180) in this file tracks 'sync_completed' events, which already exists in backend/airweave/analytics/events/business_events.py:BusinessEventTracker.track_sync_completed(). This can lead to inconsistencies in analytics data and makes maintenance harder. The existing BusinessEventTracker.track_sync_completed should be updated to handle the new detailed SyncProgressUpdate information.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: BusinessEventTracker.track_sync_completed is currently unused; only _track_sync_completion emits the event. There’s no double emission or immediate inconsistency. This is a potential architectural duplication, not a clear, high-impact bug.
Prompt for AI agents
Address the following comment on backend/airweave/core/sync_job_service.py at line 166:
<comment>The tracking of the 'sync_completed' event is duplicated. The new `_track_sync_completion` method (lines 144-180) in this file tracks 'sync_completed' events, which already exists in `backend/airweave/analytics/events/business_events.py:BusinessEventTracker.track_sync_completed()`. This can lead to inconsistencies in analytics data and makes maintenance harder. The existing `BusinessEventTracker.track_sync_completed` should be updated to handle the new detailed `SyncProgressUpdate` information.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: BusinessEventTracker.track_sync_completed is currently unused; only _track_sync_completion emits the event. There’s no double emission or immediate inconsistency. This is a potential architectural duplication, not a clear, high-impact bug.</comment>
<file context>
@@ -144,9 +145,63 @@ async def update_status(
+ )
+
+ # Track sync completion event with sync_id
+ analytics.track_event(
+ event_name="sync_completed",
+ distinct_id=str(ctx.user.id) if ctx.user else f"api_key_{ctx.organization.id}",
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: Duplicate Detection Agent
| from .decorators.api import track_api_endpoint | ||
| from .decorators.search import track_search_operation | ||
| from .events.business_events import business_events | ||
| from .service import analytics |
There was a problem hiding this comment.
Re-exporting a symbol named "analytics" from within the airweave.analytics package creates a name collision with the package itself, leading to confusing and error-prone imports. Consider aliasing to a distinct name like analytics_service for clarity.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: In Python, exposing a package attribute named "analytics" inside airweave.analytics does not create a technical name collision with the package/module itself. Imports like "from airweave.analytics import analytics" and "import airweave.analytics as analytics" are distinct and valid. This is a stylistic concern with low impact, not a correctness or maintainability bug.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/__init__.py at line 6:
<comment>Re-exporting a symbol named "analytics" from within the airweave.analytics package creates a name collision with the package itself, leading to confusing and error-prone imports. Consider aliasing to a distinct name like analytics_service for clarity.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: In Python, exposing a package attribute named "analytics" inside airweave.analytics does not create a technical name collision with the package/module itself. Imports like "from airweave.analytics import analytics" and "import airweave.analytics as analytics" are distinct and valid. This is a stylistic concern with low impact, not a correctness or maintainability bug.</comment>
<file context>
@@ -0,0 +1,13 @@
+from .decorators.api import track_api_endpoint
+from .decorators.search import track_search_operation
+from .events.business_events import business_events
+from .service import analytics
+
+__all__ = [
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
|
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|
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| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
Decorator relies on ApiContext (ctx) to emit events, but this endpoint lacks ctx, so no analytics will be recorded for this route.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>Decorator relies on ApiContext (`ctx`) to emit events, but this endpoint lacks `ctx`, so no analytics will be recorded for this route.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| # Posthog Configuration | ||
| POSTHOG_API_KEY=phc_your_api_key_here | ||
| POSTHOG_HOST=https://app.posthog.com | ||
| ANALYTICS_ENABLED=true |
There was a problem hiding this comment.
Defaulting analytics to true in the example env can unintentionally emit analytics from local/test environments; set false by default to avoid accidental event leakage.
Prompt for AI agents
Address the following comment on .env.example at line 59:
<comment>Defaulting analytics to true in the example env can unintentionally emit analytics from local/test environments; set false by default to avoid accidental event leakage.</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
+ANALYTICS_ENABLED=true
+
# Other Settings
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| ANALYTICS_ENABLED=true | |
| ANALYTICS_ENABLED=false |
| "response_type": str(result.response_type) | ||
| if hasattr(result, "response_type") | ||
| else None, | ||
| "status": str(result.status) if hasattr(result, "status") else "success", |
There was a problem hiding this comment.
Analytics status uses str(...) on a string enum, producing 'SearchStatus.SUCCESS' instead of 'success'. Use .value.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/search.py at line 50:
<comment>Analytics status uses str(...) on a string enum, producing 'SearchStatus.SUCCESS' instead of 'success'. Use .value.</comment>
<file context>
@@ -0,0 +1,103 @@
+ "response_type": str(result.response_type)
+ if hasattr(result, "response_type")
+ else None,
+ "status": str(result.status) if hasattr(result, "status") else "success",
+ "organization_name": getattr(ctx.organization, "name", "unknown"),
+ }
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| def decorator(func: F) -> F: | ||
| @wraps(func) | ||
| async def async_wrapper(*args, **kwargs): | ||
| start_time = time.time() if include_timing else None |
There was a problem hiding this comment.
Use a monotonic clock for elapsed timing; replace time.time with time.perf_counter for start/duration measurements.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Low-impact best practice; monotonic timing suggestion is minor and duplicated.
• Libraries consulted: FastAPI endpoint function call keyword arguments run_endpoint_function, Fastapi
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 27:
<comment>Use a monotonic clock for elapsed timing; replace time.time with time.perf_counter for start/duration measurements.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Low-impact best practice; monotonic timing suggestion is minor and duplicated.
• **Libraries consulted**: FastAPI endpoint function call keyword arguments run_endpoint_function, Fastapi</comment>
<file context>
@@ -0,0 +1,125 @@
+ def decorator(func: F) -> F:
+ @wraps(func)
+ async def async_wrapper(*args, **kwargs):
+ start_time = time.time() if include_timing else None
+ ctx = None
+ error = None
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| properties["duration_ms"] = (time.time() - start_time) * 1000 | ||
|
|
||
| if error: | ||
| properties["error"] = error |
There was a problem hiding this comment.
Avoid sending raw error messages to analytics; redact or send only non-sensitive metadata.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 62:
<comment>Avoid sending raw error messages to analytics; redact or send only non-sensitive metadata.</comment>
<file context>
@@ -0,0 +1,125 @@
+ properties["duration_ms"] = (time.time() - start_time) * 1000
+
+ if error:
+ properties["error"] = error
+
+ event_suffix = "_error" if error else ""
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| start_time = time.time() if include_timing else None | ||
| ctx = None | ||
| error = None | ||
| status_code = 200 |
There was a problem hiding this comment.
Defaulting status_code to 200 may misreport actual response statuses; capture the real status from the FastAPI Response instead.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 30:
<comment>Defaulting status_code to 200 may misreport actual response statuses; capture the real status from the FastAPI Response instead.</comment>
<file context>
@@ -0,0 +1,125 @@
+ start_time = time.time() if include_timing else None
+ ctx = None
+ error = None
+ status_code = 200
+
+ # Extract ApiContext from kwargs
</file context>
[internal] Confidence score: 7/10
[internal] Posted by: General AI Review Agent
| status_code = 200 | ||
|
|
||
| # Extract ApiContext from kwargs | ||
| for arg in kwargs.values(): |
There was a problem hiding this comment.
Also scan positional args when extracting ApiContext to avoid missing context passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Speculative; assumes positional ApiContext without evidence. Impact uncertain.
• Libraries consulted: FastAPI endpoint function call keyword arguments run_endpoint_function, Fastapi
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 33:
<comment>Also scan positional args when extracting ApiContext to avoid missing context passed positionally.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative; assumes positional ApiContext without evidence. Impact uncertain.
• **Libraries consulted**: FastAPI endpoint function call keyword arguments run_endpoint_function, Fastapi</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = 200
+
+ # Extract ApiContext from kwargs
+ for arg in kwargs.values():
+ if hasattr(arg, "user") and hasattr(arg, "organization"):
+ ctx = arg
</file context>
[internal] Confidence score: 6/10
[internal] Posted by: General AI Review Agent
There was a problem hiding this comment.
23 issues found across 15 files
Prompt for AI agents (all 23 issues)
Understand the root cause of the following 23 issues and fix them.
<file name="backend/airweave/api/v1/endpoints/organizations.py">
<violation number="1" location="backend/airweave/api/v1/endpoints/organizations.py:23">
`@track_api_endpoint` will not emit any analytics for this endpoint because no `ApiContext` (`ctx`) is passed; the decorator only tracks when a context object with `user` and `organization` is present.</violation>
</file>
<file name="backend/airweave/analytics/service.py">
<violation number="1" location="backend/airweave/analytics/service.py:47">
`$identify` event is missing the `environment` property, conflicting with the module’s convention of adding environment to all events for filtering.</violation>
<violation number="2" location="backend/airweave/analytics/service.py:50">
Include `exc_info=True` in error logs to capture stack traces for better troubleshooting.</violation>
<violation number="3" location="backend/airweave/analytics/service.py:74">
Avoid mutating the caller-provided properties; make a copy before adding `environment` to prevent unintended side effects.</violation>
<violation number="4" location="backend/airweave/analytics/service.py:76">
The analytics service performs blocking I/O calls within async functions, which will block the server's event loop and degrade performance. The `posthog.capture()` call should be wrapped in `asyncio.to_thread` to prevent it from stalling asynchronous API endpoints.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive. PostHog capture is generally non-blocking (events enqueued). Official examples show direct use in async/FastAPI contexts without threading; no strong evidence of event-loop blocking. Wrapping with asyncio.to_thread is unnecessary here.
• **Libraries consulted**: PostHog Python library capture posthog-python, posthog-python capture, Posthog.com</violation>
<violation number="5" location="backend/airweave/analytics/service.py:84">
Include `exc_info=True` in error logs to capture stack traces for better troubleshooting.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Duplicate of #3 (same missing exc_info issue).</violation>
<violation number="6" location="backend/airweave/analytics/service.py:104">
`$groupidentify` event is missing the `environment` property, reducing consistency and filterability across dashboards.</violation>
<violation number="7" location="backend/airweave/analytics/service.py:112">
Include `exc_info=True` in error logs to capture stack traces for better troubleshooting.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Duplicate of #3 (same missing exc_info issue).</violation>
</file>
<file name="backend/airweave/analytics/decorators/api.py">
<violation number="1" location="backend/airweave/analytics/decorators/api.py:10">
A circular dependency exists between the `core` and `analytics` modules. `core.sync_job_service` imports `analytics.service`, which in turn imports `core.config`. This tight coupling is an architectural anti-pattern that should be resolved by inverting the dependency, for example, by passing a logger or event handler to the core service.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Not a demonstrated circular import. The described path lacks a back-edge to cause a runtime cycle; this is an architectural opinion without concrete breakage.
• **Libraries consulted**: FastAPI path operation function call arguments kwargs, Fastapi</violation>
<violation number="2" location="backend/airweave/analytics/decorators/api.py:33">
The method for extracting API context in analytics decorators is brittle. It relies on iterating through keyword arguments and duck-typing, which can easily fail silently if function signatures are refactored. This creates a cross-cutting reliability issue for all decorated endpoints.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative and low-impact. With wraps, FastAPI typically passes parameters as kwargs, so scanning kwargs is reasonable; at worst it skips analytics if ctx is absent. Not a clear, high-confidence bug.
• **Libraries consulted**: FastAPI path operation function call arguments kwargs, Fastapi</violation>
</file>
<file name=".env.example">
<violation number="1" location=".env.example:56">
Spelling/casing inconsistency: use "PostHog" (capital H) for brand consistency across docs and code.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</violation>
<violation number="2" location=".env.example:59">
ANALYTICS_ENABLED is set to true in the example while ENVIRONMENT=local; this likely enables analytics in local dev with a placeholder key, causing noisy errors and unintended telemetry. Set to false by default for local/test to match docs and reduce risk.</violation>
</file>
<file name="backend/airweave/core/sync_job_service.py">
<violation number="1" location="backend/airweave/core/sync_job_service.py:178">
`organization` is guaranteed on ApiContext; replace getattr(...) with direct `ctx.organization.name` for clarity.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: commentPurpose, functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Duplicate of #2 and similarly a minor style issue; no functional impact.</violation>
<violation number="2" location="backend/airweave/core/sync_job_service.py:184">
Redundant hasattr check: `entities_encountered` always exists on `SyncProgressUpdate`, so simplify the condition to `if stats.entities_encountered:`.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: SyncProgressUpdate defines entities_encountered with a default dict, so hasattr is redundant; however, this is a minor readability nit with negligible impact.</violation>
<violation number="3" location="backend/airweave/core/sync_job_service.py:203">
Use logger.exception to include stack trace for easier debugging when tracking analytics fails.</violation>
</file>
<file name="backend/airweave/analytics/decorators/search.py">
<violation number="1" location="backend/airweave/analytics/decorators/search.py:39">
Log search analytics even for empty string queries; check for query is not None rather than truthiness.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Analytics behavior for empty-string queries is a product decision, not a correctness bug. Using truthiness to skip empty queries can be intentional. This isn’t a clear technical issue with high confidence.</violation>
<violation number="2" location="backend/airweave/analytics/decorators/search.py:46">
Guard len(result.results) against None/non-sized values to avoid TypeError during analytics tracking.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative. Without evidence that result.results can be None or a non-sized object, this is likely a standard list. The surrounding code treats results as a collection and computes scores, suggesting it’s sized/iterable. Risk of TypeError isn’t demonstrated; flagging would be a false positive.</violation>
<violation number="3" location="backend/airweave/analytics/decorators/search.py:55">
Ensure result.results is an iterable collection before iterating to compute scores.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Defensive suggestion without evidence. If results is truthy but non-iterable, that would indicate a model violation elsewhere. The codebase likely guarantees a list-like collection; raising this would be speculative.</violation>
</file>
<file name="backend/airweave/analytics/README.md">
<violation number="1" location="backend/airweave/analytics/README.md:53">
Passing ctx positionally (as shown) will prevent the decorator from capturing context, so events won’t be tracked. Make ctx a keyword-only parameter.</violation>
<violation number="2" location="backend/airweave/analytics/README.md:168">
`search_query` event does not include a `searched_at` property; update docs to use event timestamps or add this property in code.</violation>
<violation number="3" location="backend/airweave/analytics/README.md:201">
Events are emitted only when both ANALYTICS_ENABLED is true and POSTHOG_API_KEY is set; current statement is misleading.</violation>
<violation number="4" location="backend/airweave/analytics/README.md:266">
Documentation claims user IDs are hashed/obfuscated, but code sends raw IDs; this is inaccurate and may mislead compliance expectations.</violation>
<violation number="5" location="backend/airweave/analytics/README.md:293">
Linked example file does not exist in the repository; update the link or remove it to avoid broken documentation.</violation>
</file>
React with 👍 or 👎 to teach cubic. Mention @cubic-dev-ai to give feedback, ask questions, or re-run the review.
|
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||
|
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| @router.post("/", response_model=schemas.Organization) | ||
| @track_api_endpoint("create_organization") |
There was a problem hiding this comment.
@track_api_endpoint will not emit any analytics for this endpoint because no ApiContext (ctx) is passed; the decorator only tracks when a context object with user and organization is present.
Prompt for AI agents
Address the following comment on backend/airweave/api/v1/endpoints/organizations.py at line 23:
<comment>`@track_api_endpoint` will not emit any analytics for this endpoint because no `ApiContext` (`ctx`) is passed; the decorator only tracks when a context object with `user` and `organization` is present.</comment>
<file context>
@@ -19,6 +20,7 @@
@router.post("/", response_model=schemas.Organization)
+@track_api_endpoint("create_organization")
async def create_organization(
organization_data: schemas.OrganizationCreate,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
| event_properties = properties or {} | ||
| event_properties["environment"] = settings.ENVIRONMENT | ||
|
|
||
| posthog.capture( |
There was a problem hiding this comment.
The analytics service performs blocking I/O calls within async functions, which will block the server's event loop and degrade performance. The posthog.capture() call should be wrapped in asyncio.to_thread to prevent it from stalling asynchronous API endpoints.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: False positive. PostHog capture is generally non-blocking (events enqueued). Official examples show direct use in async/FastAPI contexts without threading; no strong evidence of event-loop blocking. Wrapping with asyncio.to_thread is unnecessary here.
• Libraries consulted: PostHog Python library capture posthog-python, posthog-python capture, Posthog.com
Prompt for AI agents
Address the following comment on backend/airweave/analytics/service.py at line 76:
<comment>The analytics service performs blocking I/O calls within async functions, which will block the server's event loop and degrade performance. The `posthog.capture()` call should be wrapped in `asyncio.to_thread` to prevent it from stalling asynchronous API endpoints.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: False positive. PostHog capture is generally non-blocking (events enqueued). Official examples show direct use in async/FastAPI contexts without threading; no strong evidence of event-loop blocking. Wrapping with asyncio.to_thread is unnecessary here.
• **Libraries consulted**: PostHog Python library capture posthog-python, posthog-python capture, Posthog.com</comment>
<file context>
@@ -0,0 +1,116 @@
+ event_properties = properties or {}
+ event_properties["environment"] = settings.ENVIRONMENT
+
+ posthog.capture(
+ distinct_id=distinct_id,
+ event=event_name,
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: System Design Agent
|
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| from fastapi import HTTPException | ||
|
|
||
| from airweave.analytics.service import analytics |
There was a problem hiding this comment.
A circular dependency exists between the core and analytics modules. core.sync_job_service imports analytics.service, which in turn imports core.config. This tight coupling is an architectural anti-pattern that should be resolved by inverting the dependency, for example, by passing a logger or event handler to the core service.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Not a demonstrated circular import. The described path lacks a back-edge to cause a runtime cycle; this is an architectural opinion without concrete breakage.
• Libraries consulted: FastAPI path operation function call arguments kwargs, Fastapi
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 10:
<comment>A circular dependency exists between the `core` and `analytics` modules. `core.sync_job_service` imports `analytics.service`, which in turn imports `core.config`. This tight coupling is an architectural anti-pattern that should be resolved by inverting the dependency, for example, by passing a logger or event handler to the core service.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Not a demonstrated circular import. The described path lacks a back-edge to cause a runtime cycle; this is an architectural opinion without concrete breakage.
• **Libraries consulted**: FastAPI path operation function call arguments kwargs, Fastapi</comment>
<file context>
@@ -0,0 +1,125 @@
+
+from fastapi import HTTPException
+
+from airweave.analytics.service import analytics
+
+F = TypeVar("F", bound=Callable[..., Any])
</file context>
[internal] Confidence score: 10/10
[internal] Posted by: System Design Agent
| status_code = 200 | ||
|
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||
| # Extract ApiContext from kwargs | ||
| for arg in kwargs.values(): |
There was a problem hiding this comment.
The method for extracting API context in analytics decorators is brittle. It relies on iterating through keyword arguments and duck-typing, which can easily fail silently if function signatures are refactored. This creates a cross-cutting reliability issue for all decorated endpoints.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• GPT-5: Speculative and low-impact. With wraps, FastAPI typically passes parameters as kwargs, so scanning kwargs is reasonable; at worst it skips analytics if ctx is absent. Not a clear, high-confidence bug.
• Libraries consulted: FastAPI path operation function call arguments kwargs, Fastapi
Prompt for AI agents
Address the following comment on backend/airweave/analytics/decorators/api.py at line 33:
<comment>The method for extracting API context in analytics decorators is brittle. It relies on iterating through keyword arguments and duck-typing, which can easily fail silently if function signatures are refactored. This creates a cross-cutting reliability issue for all decorated endpoints.
DEV MODE: This violation would have been filtered out by GPT-5.
Reasoning:
• **GPT-5**: Speculative and low-impact. With wraps, FastAPI typically passes parameters as kwargs, so scanning kwargs is reasonable; at worst it skips analytics if ctx is absent. Not a clear, high-confidence bug.
• **Libraries consulted**: FastAPI path operation function call arguments kwargs, Fastapi</comment>
<file context>
@@ -0,0 +1,125 @@
+ status_code = 200
+
+ # Extract ApiContext from kwargs
+ for arg in kwargs.values():
+ if hasattr(arg, "user") and hasattr(arg, "organization"):
+ ctx = arg
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: System Design Agent
| QDRANT_FULL_URL= | ||
| ADDITIONAL_CORS_ORIGINS= | ||
|
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||
| # Posthog Configuration |
There was a problem hiding this comment.
Spelling/casing inconsistency: use "PostHog" (capital H) for brand consistency across docs and code.
DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.
Prompt for AI agents
Address the following comment on .env.example at line 56:
<comment>Spelling/casing inconsistency: use "PostHog" (capital H) for brand consistency across docs and code.
*DEV MODE: This violation would have been filtered out by screening filters. Failing filters: functionalImpact.*</comment>
<file context>
@@ -53,6 +53,11 @@ APP_FULL_URL=
QDRANT_FULL_URL=
ADDITIONAL_CORS_ORIGINS=
+# Posthog Configuration
+POSTHOG_API_KEY=phc_your_api_key_here
+POSTHOG_HOST=https://app.posthog.com
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| # Posthog Configuration | |
| # PostHog Configuration |
|
|
||
| - [PostHog Documentation](https://posthog.com/docs) | ||
| - [PostHog Python SDK](https://posthog.com/docs/libraries/python) | ||
| - [Airweave Analytics Examples](analytics_integration_example.py) |
There was a problem hiding this comment.
Linked example file does not exist in the repository; update the link or remove it to avoid broken documentation.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 293:
<comment>Linked example file does not exist in the repository; update the link or remove it to avoid broken documentation.</comment>
<file context>
@@ -0,0 +1,293 @@
+
+- [PostHog Documentation](https://posthog.com/docs)
+- [PostHog Python SDK](https://posthog.com/docs/libraries/python)
+- [Airweave Analytics Examples](analytics_integration_example.py)
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| 2. **Time to First Search** | ||
| - Event: `search_query` | ||
| - Type: Histogram (if supported) or Line Chart | ||
| - Property: `searched_at` |
There was a problem hiding this comment.
search_query event does not include a searched_at property; update docs to use event timestamps or add this property in code.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 168:
<comment>`search_query` event does not include a `searched_at` property; update docs to use event timestamps or add this property in code.</comment>
<file context>
@@ -0,0 +1,293 @@
+2. **Time to First Search**
+ - Event: `search_query`
+ - Type: Histogram (if supported) or Line Chart
+ - Property: `searched_at`
+ - Time Range: Last 30 days
+
</file context>
[internal] Confidence score: 8/10
[internal] Posted by: General AI Review Agent
| ## 🔒 Privacy & Compliance | ||
|
|
||
| - All user data is sent to PostHog (ensure compliance with your privacy policy) | ||
| - User IDs are hashed/obfuscated as needed |
There was a problem hiding this comment.
Documentation claims user IDs are hashed/obfuscated, but code sends raw IDs; this is inaccurate and may mislead compliance expectations.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 266:
<comment>Documentation claims user IDs are hashed/obfuscated, but code sends raw IDs; this is inaccurate and may mislead compliance expectations.</comment>
<file context>
@@ -0,0 +1,293 @@
+## 🔒 Privacy & Compliance
+
+- All user data is sent to PostHog (ensure compliance with your privacy policy)
+- User IDs are hashed/obfuscated as needed
+- Sensitive data should not be included in event properties
+- Consider data retention policies in PostHog
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| - User IDs are hashed/obfuscated as needed | |
| - User IDs are sent as raw strings; hash or obfuscate if required by your policy |
| - `ANALYTICS_ENABLED`: Enable/disable analytics (default: true) | ||
| - `ENVIRONMENT`: Deployment environment - added as property to all events | ||
|
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||
| **Important**: Analytics events are emitted when `ANALYTICS_ENABLED=true`. Each event includes an `environment` property allowing you to filter by environment in PostHog dashboards. Control which environments emit events via their respective environment files. |
There was a problem hiding this comment.
Events are emitted only when both ANALYTICS_ENABLED is true and POSTHOG_API_KEY is set; current statement is misleading.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 201:
<comment>Events are emitted only when both ANALYTICS_ENABLED is true and POSTHOG_API_KEY is set; current statement is misleading.</comment>
<file context>
@@ -0,0 +1,293 @@
+- `ANALYTICS_ENABLED`: Enable/disable analytics (default: true)
+- `ENVIRONMENT`: Deployment environment - added as property to all events
+
+**Important**: Analytics events are emitted when `ANALYTICS_ENABLED=true`. Each event includes an `environment` property allowing you to filter by environment in PostHog dashboards. Control which environments emit events via their respective environment files.
+
+### Environment Configuration Examples
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
Suggested change
| **Important**: Analytics events are emitted when `ANALYTICS_ENABLED=true`. Each event includes an `environment` property allowing you to filter by environment in PostHog dashboards. Control which environments emit events via their respective environment files. | |
| **Important**: Analytics events are emitted when `ANALYTICS_ENABLED=true` and `POSTHOG_API_KEY` is set. Each event includes an `environment` property allowing you to filter by environment in PostHog dashboards. Control which environments emit events via their respective environment files. |
| from airweave.analytics import track_api_endpoint, track_search_operation | ||
|
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||
| @track_api_endpoint("create_collection") | ||
| async def create_collection(ctx: ApiContext, ...): |
There was a problem hiding this comment.
Passing ctx positionally (as shown) will prevent the decorator from capturing context, so events won’t be tracked. Make ctx a keyword-only parameter.
Prompt for AI agents
Address the following comment on backend/airweave/analytics/README.md at line 53:
<comment>Passing ctx positionally (as shown) will prevent the decorator from capturing context, so events won’t be tracked. Make ctx a keyword-only parameter.</comment>
<file context>
@@ -0,0 +1,293 @@
+from airweave.analytics import track_api_endpoint, track_search_operation
+
+@track_api_endpoint("create_collection")
+async def create_collection(ctx: ApiContext, ...):
+ # Your endpoint logic
+ pass
</file context>
[internal] Confidence score: 9/10
[internal] Posted by: General AI Review Agent
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Summary by cubic
Adds a PostHog analytics module to track API, search, sync, and key business events across the backend. Provides decorators and a centralized service to send environment-tagged events with minimal overhead.
New Features
Migration