feat(web-analytics): list, refresh and dismiss content opportunities by jordanm-posthog · Pull Request #108593 · PostHog/posthog

jordanm-posthog · 2026-09-29T18:03:50Z

Problem

Content autopilot can rank questions that AI assistants answer without citing the site (#108121), but nothing outside the backend can read that list yet. The workspace UI in a later PR needs an API to list, refresh and dismiss those opportunities.

Part 4 of the content autopilot stack, stacked on #108121, behind the web-analytics-content-autopilot flag.

Changes

A new project endpoint, web_analytics_content_autopilot_opportunities, lists a site's opportunities, highest priority first. profile_id is required.
refresh re-reads the AEO citation checks for one site and returns the updated list. It makes no model calls.
dismiss hides one opportunity. It returns 404 for another team's opportunity, and refuses one that a run is drafting.
Each opportunity carries its citation gap as typed fields: engines, competitor pages, cited site pages and the latest answer per engine.
The proposal list now also defers the large brief, source_ledger and research columns.
The pagination guard lists the new viewset as a reviewed exception, like the other content autopilot viewsets. Its list is the standard DRF one, wrapped by extend_schema_view to document profile_id.
Mechanical: regenerated frontend types and the MCP API client. No MCP tool uses the endpoints yet.

How did you test this code?

The API test for opportunities covers the required profile_id, listing per site, the typed gap payload and dismissal.
The cross-team test now also checks that dismissing another team's opportunity returns 404.
The lifecycle test now checks that the opportunity model is team-scoped.
Not checked: the endpoints against a running stack. The UI that calls them lands in a later PR.

👉 Stay up-to-date with PostHog coding conventions for a smoother review.

Release status

No feature flag controls this change
This change is behind a feature flag and is not available to users
This change makes a previously flagged feature available to everyone

Automatic notifications

Publish to changelog?

Docs update

None.

🤖 Agent context

Autonomy: Human-driven (agent-assisted)

Agent: Claude Code, Claude Opus 5.5 (1M context)

Skills invoked: /improving-drf-endpoints, /stacking-prs, /reviewing-with-coderabbit, /writing-pr-descriptions.
CodeRabbit CLI pass: --deep against the feat(web-analytics): score content opportunities from citation gaps #108121 branch, with 0 findings.
No duplicate: an open-PR search for content opportunities found only feat(web-analytics): score content opportunities from citation gaps #108121, the parent layer.
Public artifact: test fixtures use example.com domains and invented data.

🤖 Generated with Claude Code

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

github-actions · 2026-09-29T18:05:36Z

🤖 CI report

⚠️

Trunk lane — backend Python lane

This PR is assigned to the backend Python lane. It runs backend Python tests and may merge in parallel with PRs in other lanes.

✅ Complexity (TypeScript) — clean

Cyclomatic complexity above the limit in changed typescript files (10 for production files, 15 for test files). Warn only: worth simplifying when you next touch these functions.

⚠️

Duplication (Python) — 61 new duplicated blocks (worst 208 tokens)

New Python code duplication introduced by this branch. Fails at 70+ tokens in app code, or 150+ tokens when both copies live in test files. Advisory while the gate proves itself: extract a shared helper instead of copying.

⚠️

Duplication (TypeScript) — 36 new duplicated blocks (worst 498 tokens)

New TypeScript code duplication introduced by this branch. Fails at 70+ tokens in app code, or 150+ tokens when both copies live in test files. Advisory while the gate proves itself: extract a shared helper instead of copying.

⚠️

Bundle size — 🔺 +89.8 KiB (+0.1%)

Uncompressed size of every built .js bundle, compared against the base branch.

Total: 68.97 MiB · 🔺 +89.8 KiB (+0.1%)

File	Size	Δ vs base
`posthog-app/_parent/products/business_knowledge/frontend/scenes/BusinessKnowledgePlaygroundScene.js`	removed	🟢 -26.2 KiB (-100.0%)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/playground/BusinessKnowledgePlaygroundScene.js`	26.1 KiB	🔺 +26.1 KiB (new)
`render-query/src/render-query/render-query.js`	20.18 MiB	🔺 +19.9 KiB (+0.1%)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/BusinessKnowledgeScene.js`	removed	🟢 -18.7 KiB (-100.0%)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/sources/BusinessKnowledgeScene.js`	18.6 KiB	🔺 +18.6 KiB (new)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/KnowledgeSourceScene.js`	removed	🟢 -18.0 KiB (-100.0%)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/source/KnowledgeSourceScene.js`	18.0 KiB	🔺 +18.0 KiB (new)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/BusinessKnowledgeSettingsScene.js`	removed	🟢 -16.8 KiB (-100.0%)
`posthog-app/_parent/products/business_knowledge/frontend/scenes/settings/BusinessKnowledgeSettingsScene.js`	16.8 KiB	🔺 +16.8 KiB (new)
`posthog-app/_parent/products/signals/frontend/inbox/InboxScene.js`	491.0 KiB	🔺 +16.1 KiB (+3.4%)
`posthog-app/_parent/products/data_modeling/frontend/nodeDetail/NodeDetailScene.js`	33.3 KiB	🔺 +8.0 KiB (+31.6%)
`exporter/src/queries/schema.js`	1.23 MiB	🔺 +7.6 KiB (+0.6%)
`posthog-app/src/queries/schema.js`	1.23 MiB	🔺 +7.6 KiB (+0.6%)
`posthog-app/_parent/products/ai_observability/frontend/evaluations/AIObservabilityEvaluation.js`	87.0 KiB	🔺 +5.9 KiB (+7.3%)
`posthog-app/src/scenes/AuthenticatedShell.js`	254.1 KiB	🔺 +5.7 KiB (+2.3%)
`posthog-app/src/scenes/notebooks/NotebookScene.js`	37.0 KiB	🔺 +5.6 KiB (+17.8%)
`posthog-app/_parent/products/mcp_analytics/frontend/MCPAnalyticsScene.js`	185.5 KiB	🔺 +4.5 KiB (+2.5%)
`posthog-app/_parent/products/workflows/frontend/Broadcasts/BroadcastScene.js`	67.3 KiB	🔺 +3.7 KiB (+5.9%)
`posthog-app/_parent/products/stamphog/frontend/scenes/StamphogDigestsScene/StamphogDigestsScene.js`	9.5 KiB	🔺 +1.6 KiB (+20.7%)
`posthog-app/_parent/products/stamphog/frontend/scenes/StamphogScene/StamphogScene.js`	22.1 KiB	🔺 +1.1 KiB (+5.4%)

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✅ Eager graph — within budget

How much code each root ships on the eager path — downloaded and parsed before the surface is interactive. Measured from the esbuild output chunks (post-tree-shake, static imports only); lazy import() / React.lazy chunks are not counted.

Root	Eager (shipped)	Δ vs base	Budget
entry (logged-out pages, app bootstrap) `src/index.tsx`	1.58 MiB · 22 files	🔺 +330 B (+0.0%)	`█████████░` 85.8% of 1.84 MiB
logged-out boot: index + App + bootApp (preloaded by every page, including /login) `src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts`	3.52 MiB · 629 files	🔺 +3.0 KiB (+0.1%)	`█████████░` 87.4% of 4.03 MiB
authenticated shell (every logged-in page) `src/scenes/AuthenticatedShell.tsx`	7.35 MiB · 2,339 files	🔺 +13.2 KiB (+0.2%)	`█████████░` 88.1% of 8.34 MiB

🟢 node_modules/monaco-editor/ stays out of src/index.tsx
🟢 src/lib/components/ActivityLog/describers stays out of src/index.tsx
🟢 [object Object] stays out of src/index.tsx
🟢 [object Object] stays out of src/index.tsx
🟢 node_modules/monaco-editor/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/layout/navigation-3000/navigationLogic.tsx stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/scenes/dashboard/dashboardLogic.tsx stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/lib/lemon-ui/LemonMarkdown/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/lib/components/RichContentEditor/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/lib/components/CodeSnippet/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/taxonomy/core-filter-definitions-by-group.json stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 node_modules/monaco-editor/ stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/lib/components/ActivityLog/describers stays out of src/scenes/AuthenticatedShell.tsx
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts stays out of src/scenes/AuthenticatedShell.tsx
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx

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126.8 KiB	`../node_modules/.pnpm/react-dom@18.3.1_react@18.3.1/node_modules/react-dom/cjs/react-dom.production.min.js`
100.5 KiB	`src/lib/api.ts`
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69.4 KiB	`src/lib/lemon-ui/icons/icons.tsx`
40.1 KiB	`src/lib/utils/eventUsageLogic.ts`
38.7 KiB	`../node_modules/.pnpm/@dnd-kit+core@6.0.8_react-dom@18.3.1_react@18.3.1__react@18.3.1/node_modules/@dnd-kit/core/dist/core.esm.js`
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28.4 KiB	`src/scenes/scenes.ts`

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_{Posted automatically by check-eager-graph · sizes are eager output bytes (shipped, post-tree-shake) from the esbuild metafile · part of #32479}

✅ Toolbar bundle — eager 2.16 MiB within budget

What the toolbar ships to customer pages, measured from the esbuild output (minified, post-tree-shake). The eager set is the entry plus everything statically imported from it — fetched before any feature runs; deferred chunks load lazily. The eager guardrail is 5.72 MiB. Each output file must also stay below 10 MB, where CloudFront stops compressing it. The module boundary is enforced separately by check-toolbar-graph.

Metric	Size	Δ vs base	Budget
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Deferred (lazy)	2.10 MiB · 44 files	🔺 +588 B (+0.0%)	n/a — loads on demand
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_{Posted automatically by check-toolbar-size · sizes are toolbar output bytes (shipped, post-tree-shake) from the esbuild metafile}

✅ Dist folder size — 🔺 +1.38 MiB (+0.1%)

Total size of the built frontend/dist folder (all assets), compared against the base branch.

Total: 947.83 MiB · 🔺 +1.38 MiB (+0.1%)

ℹ️ MCP UI apps size — 33 app(s), 17633.1 KB JS

Built size of each MCP UI app (main.js + styles.css).

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greptile-apps · 2026-09-29T18:08:55Z

[Medium risk] Adds listing, refresh, and dismiss operations for content opportunities.

The PR does not appear safe to merge while dismissed opportunities remain visible in list responses.

_{Reviews (2) · Last reviewed commit: "fix(web-analytics): describe what dismis..."}

greptile-apps · 2026-09-29T18:09:01Z

+        queryset = ContentAutopilotOpportunity.objects.for_team(self.team_id).filter(profile__deleted=False)
+        if self.action == "list":
+            filters = self.validated_query_params(ContentAutopilotOpportunityListQuerySerializer)
+            queryset = queryset.filter(profile_id=filters["profile_id"])
+        return queryset.order_by("-score", "title")


Dismissed opportunities remain visible

After a user dismisses an opportunity, this list query still returns it because it does not filter out dismissed rows. The refresh response also returns dismissed rows, so dismissal does not hide the opportunity as the API promises. Exclude dismissed opportunities from both responses and test a list request made after dismissal.

Prompt To Fix With AI

This is a comment left during a code review. Path: products/web_analytics/backend/presentation/views/content_autopilot.py Line: 654-658 Comment: **Dismissed opportunities remain visible** After a user dismisses an opportunity, this list query still returns it because it does not filter out dismissed rows. The refresh response also returns dismissed rows, so dismissal does not hide the opportunity as the API promises. Exclude dismissed opportunities from both responses and test a list request made after dismissal. --- For each issue above, determine whether it is valid and should be fixed. If so, fix it directly.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

coderabbitai · 2026-09-29T18:28:02Z

Navigate logical layers of code changes, visualize relationships, and explore their blast radius.

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info

⚙️ Run configuration

Configuration used: Repository: PostHog/posthog/.coderabbit.yaml

Review profile: QUIET

Plan: Enterprise

Run ID: 4be5d56c-cc5c-4eac-89eb-3bd9a800c9a2

📥 Commits

Reviewing files that changed from the base of the PR and between 660933e and 12039a1.

⛔ Files ignored due to path filters (1)

products/web_analytics/frontend/generated/api.ts is excluded by !**/generated/**

📒 Files selected for processing (2)

products/web_analytics/backend/presentation/views/content_autopilot.py
products/web_analytics/backend/test/test_content_autopilot_api.py

Included review availability: This review used your included allowance. Your plan provides up to 12 included reviews per hour; 10 remain after this review.

📝 Walkthrough

Walkthrough

The change adds team-scoped opportunity listing, refresh, and dismissal endpoints. It adds serializers and generated API types for opportunities, engine answers, and citation-gap data. The route and disabled MCP tools expose the operations. Tests cover profile filtering, dismissal, and team scoping.

Priority: ⬇️ Low

Merge Risk: ⚪ Minimal · up to 12039

The opportunity API is gated and team-scoped, and dismissed opportunities intentionally remain visible with their status. No identified issue blocks merging.

Security Architecture Review

Security architecture risk: 🔵 Low · up to 12039

The new endpoints broaden access to opportunity data and refresh controls, but the reviewed paths preserve team scoping, a feature flag, and write authorization for mutations. No material security boundary violation was established.

Retained concerns
No architecture-level concerns identified.

Security review details

Security Blast Radius

inferred — The new reachable surface is the flagged project API for opportunity records and refresh work. Reviewed lookups constrain records to the caller's team; broader deployment-level effects were not established.

Trust Boundaries and Controls

observed — Caller-supplied profile and opportunity identifiers are checked against team-scoped records. Dismissal rejects an opportunity being actively drafted and uses a row lock for its status transition.

Resilience and Maintainability Implications

observed — Refresh preserves actively drafted opportunities and does not delete dismissed opportunities as stale; its database changes occur within an atomic block. These controls limit the effect of interruption or repetition, but do not order overlapping source snapshots.

Hardening Proposals

proposed — If opportunity freshness must be monotonic under concurrent API requests, serialize refreshes per profile or reject commits based on an older source generation.

🚥 Pre-merge checks | ✅ 1

✅ Passed checks (1 passed)

Check name	Status	Explanation
Description check	✅ Passed	The description follows the required template. It explains the problem, user-visible changes, testing coverage and limits, release status, documentation status, and agent context. It is sufficiently d…

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Actionable comments posted: 1

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Reviewing files that changed from the base of the PR and between 7dbe926 and 660933e.

⛔ Files ignored due to path filters (3)

products/web_analytics/frontend/generated/api.schemas.ts is excluded by !**/generated/**
products/web_analytics/frontend/generated/api.ts is excluded by !**/generated/**
products/web_analytics/frontend/generated/api.zod.ts is excluded by !**/generated/**

📒 Files selected for processing (8)

posthog/test/repo_invariants/test_pagination_contract.py
products/web_analytics/backend/facade/content_autopilot.py
products/web_analytics/backend/presentation/views/content_autopilot.py
products/web_analytics/backend/routes.py
products/web_analytics/backend/test/test_content_autopilot_api.py
products/web_analytics/backend/test/test_content_autopilot_lifecycle.py
products/web_analytics/mcp/tools.yaml
services/mcp/src/api/generated.ts

Included review availability: This review used your included allowance. Your plan provides up to 12 included reviews per hour; 9 remain after this review.

coderabbitai · 2026-09-29T18:28:06Z

+        queryset = ContentAutopilotOpportunity.objects.for_team(self.team_id).filter(profile__deleted=False)
+        if self.action == "list":
+            filters = self.validated_query_params(ContentAutopilotOpportunityListQuerySerializer)
+            queryset = queryset.filter(profile_id=filters["profile_id"])


🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

Exclude dismissed opportunities from both list responses.

After dismiss_opportunity sets an opportunity’s status to DISMISSED, both the list query and the refresh query still return it. The dismiss action says it hides the opportunity from the list. Filter DISMISSED rows from both queries while keeping detail lookup available for the dismissal response. (raw.githubusercontent.com)

Also applies to: 674-674

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

github-actions · 2026-09-29T18:43:05Z

🦔 Hogbox preview · 🔧 building…

Spinning up PostHog for this PR on a hogland hogbox — this comment updates in place when it's ready (usually a few minutes).

_{commit 12039a1 · build log}

feat(web-analytics): list, refresh and dismiss content opportunities

13111e3

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

jordanm-posthog self-assigned this Sep 29, 2026

jordanm-posthog added this pull request to stack #108594 September 29, 2026 18:03

greptile-apps Bot reviewed Sep 29, 2026

View reviewed changes

jordanm-posthog and others added 2 commits September 29, 2026 13:14

fix(web-analytics): record the opportunity list in the pagination review

46488ac

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

chore: update OpenAPI generated types

660933e

coderabbitai Bot reviewed Sep 29, 2026

View reviewed changes

fix(web-analytics): describe what dismissing an opportunity does

12039a1

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

jordanm-posthog marked this pull request as ready for review September 29, 2026 18:42

github-actions Bot requested a deployment to preview-pr-108593 September 29, 2026 18:43 In progress

pr-assigner-resolver-posthog Bot requested a review from a team September 29, 2026 18:43

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feat(web-analytics): list, refresh and dismiss content opportunities - #108593

feat(web-analytics): list, refresh and dismiss content opportunities#108593
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