WWDC MCP

Find repeated implementation/product patterns across indexed WWDC sessions, Apple docs, tutorials, HIG, and Swift Evolution. Use for API adoption, app architecture, and opportunity discovery.

Return a tutorial from local index (ingest first) including chapter list and estimated time.

Given a deprecated Apple API symbol, finds what replaced it (from the deprecated_message field) and lists WWDC sessions introducing the replacement.

Retrieve an indexed App Store Review Guidelines section by slug or section number, including its text and source reference.

Search indexed App Store Review Guidelines sections by keyword and return matching section titles, excerpts, and source references.

Collect Swift and SwiftUI application audit references from indexed WWDC sessions, Human Interface Guidelines, tutorials, and Swift Evolution proposals. Return relevant documentation and findings for the supplied focus, platform, feature, or symptom.

Full-text search across forums.swift.org discussions, including Swift Evolution proposals discussion, using-swift questions, and development topics. Returns ranked forum posts with title, category, URL, and a content snippet. Useful for finding community discussion around Swift proposals, language behavior, compiler questions, and API usage.

Returns row counts for all indexed tables. Use to quickly verify the state of the index — how many sessions, docs, summaries, cross-reference edges, etc. are available.

Given a Swift symbol, framework, or feature name (e.g. 'SystemLanguageModel', 'SwiftData', '@Observable', 'LiquidGlass'), searches WWDC sessions to determine which year it was first announced or introduced. Returns sessions sorted by year ascending so the earliest hit is listed first.

Returns a pathway with its ordered steps (sessions + tutorials + docs).

Full record for a WWDC session by id (e.g. wwdc2024-10150). Includes description, topics, transcript, sample-code URLs, related docs.

Shows the corpus version stamp (ingest date, per-source status, session count), per-source last-run metadata, and the most recent sessions added. Use to confirm which corpus this is and that the index is fresh before querying.

Curated + auto-derived Apple learning pathways (SwiftUI, visionOS, Swift 6, AI, etc.).

Returns every sample-code URL Apple linked from the session page (zips, GitHub repos, snippets).

Browse all sessions for a given WWDC year with optional topic, transcript, and sample-code filters. Returns session number, title, duration, and flags for transcript/sample-code availability.

Top topics across WWDC sessions with counts (e.g. SwiftUI, Swift, AI, visionOS).

Returns the set of WWDC years present in the local index with session counts.

Given a session ID, returns related sessions by topic overlap and FTS similarity on the title. Useful for discovering companion sessions, follow-up content, or sessions covering the same framework from a different angle.

Filter all indexed sample-code refs by substring/regex over title and URL (e.g. find sessions with `.zip` or `SwiftData`). Returns what was searched when nothing matches.

Browse all indexed sample code projects with optional year and topic filters. Returns title, URL, kind (zip/github/snippet), and the linked session. Grouped by year.

Full-text + semantic search across WWDC sessions, Apple documentation, tutorials, HIG, and Swift Evolution. Returns ranked hits with snippets. When the local embedding model is available, hybrid FTS + vector reranking is used; otherwise search falls back to FTS only.

Returns the canonical tool list, manifest hash, read-only posture, prompt-injection handling notes, and threat-model summary. Use this to detect tool-surface drift and to remind agents that retrieved content is untrusted evidence.

Returns a URL with a ?time=SECONDS query so the user jumps straight to a chapter.

Returns the AI-generated structured summary for a WWDC session: 2-3 sentence overview, key APIs, topics, code patterns, and difficulty level. Falls back to the session description if no summary has been generated yet. Run `npm run ingest -- --source session-summaries` to populate.

Retrieve the complete transcript of a WWDC session in paginated chunks. Use chunk_index=0 to start, then increment until chunk_index >= totalChunks. Useful for sessions where the excerpt in wwdc_get_session is insufficient.

Find all WWDC sessions that mention a specific API symbol in title, description, or transcript. Ranked by relevance. Shows year prominently.

Find all WWDC sessions featuring a speaker. Case-insensitive substring match against the speakers field.

Show the most popular WWDC session topics for a given year, or a cross-year comparison table. Useful for 'what was hot at WWDC 2024?' or comparing topic frequency trends.

Search the full text of indexed WWDC transcripts using FTS5. Returns matching sessions with a snippet showing the matched text in context.

Compares WWDC session coverage of a topic (framework, feature, or API area) between two years. Useful for 'What's new in SwiftUI between 2024 and 2025?' Returns sessions for each year so you can see what was added.