Update documentation to reflect new integration features: README.md: - Add 'Integrazione NotebookLM + RAG' section after Overview - Update DocuMente component section with new endpoints - Add notebooklm_sync.py and notebooklm_indexer.py to architecture - Add integration API examples - Add link to docs/integration.md SKILL.md: - Add RAG Integration to Capabilities table - Update Autonomy Rules with new endpoints - Add RAG Integration section to Quick Reference - Add Sprint 2 changelog with integration features - Update Skill Version to 1.2.0 docs/integration.md (NEW): - Complete integration guide with architecture diagram - API reference for all sync and query endpoints - Usage examples and workflows - Best practices and troubleshooting - Performance considerations and limitations - Roadmap for future features All documentation now accurately reflects the unified NotebookLM + RAG agent capabilities.
670 lines
19 KiB
Markdown
670 lines
19 KiB
Markdown
---
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name: notebooklm-agent
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description: API and webhook interface for Google NotebookLM automation. Full programmatic access including audio generation, video creation, quizzes, flashcards, and all NotebookLM Studio features. Integrates with other AI agents via REST API and webhooks.
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triggers:
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- /notebooklm-agent
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- /notebooklm
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- "create.*podcast"
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- "generate.*audio"
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- "create.*video"
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- "generate.*quiz"
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- "create.*flashcard"
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- "research.*notebook"
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- "webhook.*notebook"
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---
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# NotebookLM Agent API Skill
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Interfaccia agentica per Google NotebookLM tramite API REST e webhook. Automatizza la creazione di notebook, gestione fonti, generazione contenuti multi-formato (audio, video, slide, quiz, flashcard) e integrazione con altri agenti AI.
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---
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## Capabilities
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### Operazioni Supportate
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| Categoria | Operazioni |
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|-----------|------------|
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| **Notebook** | Creare, listare, ottenere, aggiornare, eliminare |
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| **Fonti** | Aggiungere URL, PDF, YouTube, Drive, ricerca web |
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| **Chat** | Interrogare fonti, storico conversazioni |
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| **Generazione** | Audio (podcast), Video, Slide, Infografiche, Quiz, Flashcard, Report, Mappe mentali, Tabelle |
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| **Artifacts** | Monitorare stato, scaricare in vari formati |
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| **Webhook** | Registrare endpoint, ricevere notifiche eventi |
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| **RAG Integration** | Sincronizzare notebook, ricerche semantiche, query multi-notebook |
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---
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## Prerequisiti
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### 1. Autenticazione NotebookLM
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Prima di qualsiasi operazione, autenticarsi con NotebookLM:
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```bash
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# Login browser (prima volta)
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notebooklm login
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# Verifica autenticazione
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notebooklm auth check
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notebooklm list
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```
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### 2. Avvio API Server
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```bash
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# Avvia server API
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uv run fastapi dev src/notebooklm_agent/api/main.py
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# Verifica salute
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http://localhost:8000/health
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```
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---
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## Autonomy Rules
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### ✅ Esegui Automaticamente (senza conferma)
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| Operazione | Motivo |
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|------------|--------|
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| `GET /api/v1/notebooks` | Read-only |
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| `GET /api/v1/notebooks/{id}` | Read-only |
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| `GET /api/v1/notebooks/{id}/sources` | Read-only |
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| `GET /api/v1/notebooks/{id}/chat/history` | Read-only |
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| `GET /api/v1/notebooks/{id}/artifacts` | Read-only |
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| `GET /api/v1/notebooks/{id}/artifacts/{id}/status` | Read-only |
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| `GET /api/v1/notebooklm/indexed` | Read-only |
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| `GET /api/v1/notebooklm/sync/{id}/status` | Read-only |
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| `POST /api/v1/query` | Read-only (ricerca) |
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| `POST /api/v1/query/notebooks` | Read-only (ricerca) |
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| `GET /health` | Health check |
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| `POST /api/v1/webhooks/{id}/test` | Test non distruttivo |
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### ⚠️ Chiedi Conferma Prima
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| Operazione | Motivo |
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|------------|--------|
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| `POST /api/v1/notebooks` | Crea risorsa |
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| `DELETE /api/v1/notebooks/{id}` | Distruttivo |
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| `POST /api/v1/notebooks/{id}/sources` | Aggiunge dati |
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| `POST /api/v1/notebooks/{id}/generate/*` | Lungo, può fallire |
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| `GET /api/v1/notebooks/{id}/artifacts/{id}/download` | Scrive filesystem |
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| `POST /api/v1/webhooks` | Configura endpoint |
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| `POST /api/v1/notebooklm/sync/{id}` | Indicizza dati (tempo/risorse) |
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| `DELETE /api/v1/notebooklm/sync/{id}` | Rimuove dati indicizzati |
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---
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## Quick Reference API
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### Notebook Operations
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```bash
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# Creare notebook
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curl -X POST http://localhost:8000/api/v1/notebooks \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"title": "Ricerca AI", "description": "Studio sull\'intelligenza artificiale"}'
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# Listare notebook
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curl http://localhost:8000/api/v1/notebooks \
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-H "X-API-Key: your-key"
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# Ottenere notebook specifico
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curl http://localhost:8000/api/v1/notebooks/{notebook_id} \
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-H "X-API-Key: your-key"
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```
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### Source Operations
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```bash
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# Aggiungere URL
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/sources \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"type": "url", "url": "https://example.com/article"}'
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# Aggiungere PDF
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/sources \
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-H "X-API-Key: your-key" \
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-H "Content-Type: multipart/form-data" \
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-F "type=file" \
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-F "file=@/path/to/document.pdf"
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# Ricerca web
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/sources/research \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"query": "intelligenza artificiale 2026", "mode": "deep", "auto_import": true}'
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```
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### Chat Operations
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```bash
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# Inviare messaggio
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/chat \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"message": "Quali sono i punti chiave?", "include_references": true}'
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# Ottenere storico
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curl http://localhost:8000/api/v1/notebooks/{id}/chat/history \
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-H "X-API-Key: your-key"
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```
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### Content Generation
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```bash
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# Generare podcast audio
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/audio \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"instructions": "Rendi il podcast coinvolgente e accessibile",
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"format": "deep-dive",
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"length": "long",
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"language": "it"
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}'
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# Generare video
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/video \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"instructions": "Video esplicativo professionale",
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"style": "whiteboard",
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"language": "it"
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}'
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# Generare quiz
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/quiz \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"difficulty": "medium",
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"quantity": "standard"
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}'
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# Generare flashcards
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/flashcards \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"difficulty": "hard",
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"quantity": "more"
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}'
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# Generare slide deck
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/slide-deck \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"format": "detailed",
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"length": "default"
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}'
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# Generare infografica
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/infographic \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"orientation": "portrait",
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"detail": "detailed"
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}'
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# Generare mappa mentale (instant)
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/mind-map \
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-H "X-API-Key: your-key"
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# Generare tabella dati
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/data-table \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"description": "Confronta i diversi approcci di machine learning"
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}'
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```
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### Artifact Management
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```bash
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# Listare artifacts
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curl http://localhost:8000/api/v1/notebooks/{id}/artifacts \
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-H "X-API-Key: your-key"
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# Controllare stato
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curl http://localhost:8000/api/v1/notebooks/{id}/artifacts/{artifact_id}/status \
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-H "X-API-Key: your-key"
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# Attendere completamento
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/artifacts/{artifact_id}/wait \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"timeout": 1200}'
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# Scaricare artifact
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curl http://localhost:8000/api/v1/notebooks/{id}/artifacts/{artifact_id}/download \
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-H "X-API-Key: your-key" \
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-o artifact.mp3
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```
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### RAG Integration
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```bash
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# Sincronizzare notebook nel vector store
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curl -X POST http://localhost:8000/api/v1/notebooklm/sync/{notebook_id} \
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-H "X-API-Key: your-key"
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# Lista notebook sincronizzati
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curl http://localhost:8000/api/v1/notebooklm/indexed \
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-H "X-API-Key: your-key"
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# Query sui notebook (solo contenuto notebook)
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curl -X POST http://localhost:8000/api/v1/query/notebooks \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"question": "Quali sono i punti chiave?",
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"notebook_ids": ["uuid-1", "uuid-2"],
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"k": 10,
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"provider": "openai"
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}'
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# Query mista (documenti + notebook)
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curl -X POST http://localhost:8000/api/v1/query \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"question": "Confronta le informazioni tra documenti e notebook",
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"notebook_ids": ["uuid-1"],
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"include_documents": true,
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"provider": "anthropic"
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}'
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# Rimuovere sincronizzazione
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curl -X DELETE http://localhost:8000/api/v1/notebooklm/sync/{notebook_id} \
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-H "X-API-Key: your-key"
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```
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---
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### Webhook Management
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```bash
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# Registrare webhook
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curl -X POST http://localhost:8000/api/v1/webhooks \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"url": "https://your-agent.com/webhook",
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"events": ["artifact.completed", "source.ready"],
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"secret": "your-webhook-secret"
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}'
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# Listare webhook
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curl http://localhost:8000/api/v1/webhooks \
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-H "X-API-Key: your-key"
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# Testare webhook
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curl -X POST http://localhost:8000/api/v1/webhooks/{webhook_id}/test \
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-H "X-API-Key: your-key"
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# Rimuovere webhook
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curl -X DELETE http://localhost:8000/api/v1/webhooks/{webhook_id} \
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-H "X-API-Key: your-key"
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```
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---
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## Content Generation Options
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### Audio (Podcast)
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| Parametro | Valori | Default |
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|-----------|--------|---------|
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| `format` | `deep-dive`, `brief`, `critique`, `debate` | `deep-dive` |
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| `length` | `short`, `default`, `long` | `default` |
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| `language` | `en`, `it`, `es`, `fr`, `de`, ... | `en` |
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### Video
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| Parametro | Valori | Default |
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|-----------|--------|---------|
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| `format` | `explainer`, `brief` | `explainer` |
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| `style` | `auto`, `classic`, `whiteboard`, `kawaii`, `anime`, `watercolor`, `retro-print`, `heritage`, `paper-craft` | `auto` |
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| `language` | Codice lingua | `en` |
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### Slide Deck
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| Parametro | Valori | Default |
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|-----------|--------|---------|
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| `format` | `detailed`, `presenter` | `detailed` |
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| `length` | `default`, `short` | `default` |
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### Infographic
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| Parametro | Valori | Default |
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|-----------|--------|---------|
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| `orientation` | `landscape`, `portrait`, `square` | `landscape` |
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| `detail` | `concise`, `standard`, `detailed` | `standard` |
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| `style` | `auto`, `sketch-note`, `professional`, `bento-grid`, `editorial`, `instructional`, `bricks`, `clay`, `anime`, `kawaii`, `scientific` | `auto` |
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### Quiz / Flashcards
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| Parametro | Valori | Default |
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|-----------|--------|---------|
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| `difficulty` | `easy`, `medium`, `hard` | `medium` |
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| `quantity` | `fewer`, `standard`, `more` | `standard` |
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---
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## Workflow Comuni
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### Workflow 1: Research to Podcast
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```bash
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# 1. Creare notebook
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NOTEBOOK=$(curl -s -X POST http://localhost:8000/api/v1/notebooks \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"title": "AI Research"}' | jq -r '.data.id')
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# 2. Aggiungere fonti
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curl -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/sources \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"type": "url", "url": "https://example.com/ai-article"}'
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# 3. Ricerca web (opzionale)
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curl -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/sources/research \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"query": "latest AI trends 2026", "mode": "deep", "auto_import": true}'
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# 4. Generare podcast
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ARTIFACT=$(curl -s -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/generate/audio \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"instructions": "Make it engaging", "format": "deep-dive", "length": "long"}' | jq -r '.data.artifact_id')
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# 5. Attendere completamento
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curl -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/artifacts/$ARTIFACT/wait \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"timeout": 1200}'
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# 6. Scaricare
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curl http://localhost:8000/api/v1/notebooks/$NOTEBOOK/artifacts/$ARTIFACT/download \
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-H "X-API-Key: your-key" \
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-o podcast.mp3
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```
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### Workflow 2: Document Analysis
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```bash
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# Creare notebook e caricare PDF
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NOTEBOOK=$(curl -s -X POST http://localhost:8000/api/v1/notebooks \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"title": "Document Analysis"}' | jq -r '.data.id')
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curl -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/sources \
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-H "X-API-Key: your-key" \
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-F "type=file" \
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-F "file=@document.pdf"
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# Interrogare contenuto
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curl -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/chat \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"message": "Summarize the key points"}'
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# Generare quiz
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curl -X POST http://localhost:8000/api/v1/notebooks/$NOTEBOOK/generate/quiz \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"difficulty": "medium"}'
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```
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### Workflow 3: Webhook Integration
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```bash
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# 1. Registrare webhook per ricevere notifiche
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curl -X POST http://localhost:8000/api/v1/webhooks \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{
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"url": "https://my-agent.com/notebooklm-webhook",
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"events": ["artifact.completed", "artifact.failed", "source.ready"],
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"secret": "secure-webhook-secret"
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}'
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# 2. Avviare generazione lunga
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curl -X POST http://localhost:8000/api/v1/notebooks/{id}/generate/audio \
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-H "X-API-Key: your-key" \
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-H "Content-Type: application/json" \
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-d '{"instructions": "Create engaging podcast"}'
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# 3. Il webhook riceverà:
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# {
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# "event": "artifact.completed",
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# "timestamp": "2026-04-05T10:30:00Z",
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# "data": {
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# "notebook_id": "...",
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# "artifact_id": "...",
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# "type": "audio",
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# "download_url": "..."
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# }
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# }
|
|
```
|
|
|
|
---
|
|
|
|
## Response Formats
|
|
|
|
### Success Response
|
|
|
|
```json
|
|
{
|
|
"success": true,
|
|
"data": {
|
|
"id": "abc123...",
|
|
"title": "My Notebook",
|
|
"created_at": "2026-04-05T10:30:00Z"
|
|
},
|
|
"meta": {
|
|
"timestamp": "2026-04-05T10:30:00Z",
|
|
"request_id": "req-uuid"
|
|
}
|
|
}
|
|
```
|
|
|
|
### Error Response
|
|
|
|
```json
|
|
{
|
|
"success": false,
|
|
"error": {
|
|
"code": "VALIDATION_ERROR",
|
|
"message": "Invalid notebook title",
|
|
"details": [
|
|
{"field": "title", "error": "Title must be at least 3 characters"}
|
|
]
|
|
},
|
|
"meta": {
|
|
"timestamp": "2026-04-05T10:30:00Z",
|
|
"request_id": "req-uuid"
|
|
}
|
|
}
|
|
```
|
|
|
|
---
|
|
|
|
## Webhook Events
|
|
|
|
### Event Types
|
|
|
|
| Evento | Descrizione | Payload |
|
|
|--------|-------------|---------|
|
|
| `notebook.created` | Nuovo notebook creato | `{notebook_id, title}` |
|
|
| `source.added` | Nuova fonte aggiunta | `{notebook_id, source_id, type}` |
|
|
| `source.ready` | Fonte indicizzata | `{notebook_id, source_id, title}` |
|
|
| `source.error` | Errore indicizzazione | `{notebook_id, source_id, error}` |
|
|
| `artifact.pending` | Generazione avviata | `{notebook_id, artifact_id, type}` |
|
|
| `artifact.completed` | Generazione completata | `{notebook_id, artifact_id, type}` |
|
|
| `artifact.failed` | Generazione fallita | `{notebook_id, artifact_id, error}` |
|
|
| `research.completed` | Ricerca completata | `{notebook_id, sources_count}` |
|
|
|
|
### Webhook Security
|
|
|
|
Gli webhook includono header `X-Webhook-Signature` con HMAC-SHA256:
|
|
|
|
```python
|
|
import hmac
|
|
import hashlib
|
|
|
|
signature = hmac.new(
|
|
secret.encode(),
|
|
payload.encode(),
|
|
hashlib.sha256
|
|
).hexdigest()
|
|
|
|
# Verificare: signature == request.headers['X-Webhook-Signature']
|
|
```
|
|
|
|
---
|
|
|
|
## Error Handling
|
|
|
|
### Error Codes
|
|
|
|
| Codice | Descrizione | Azione |
|
|
|--------|-------------|--------|
|
|
| `AUTH_ERROR` | Autenticazione fallita | Verificare API key |
|
|
| `NOTEBOOKLM_AUTH_ERROR` | Sessione NotebookLM scaduta | Eseguire `notebooklm login` |
|
|
| `VALIDATION_ERROR` | Dati input non validi | Correggere payload |
|
|
| `NOT_FOUND` | Risorsa non trovata | Verificare ID |
|
|
| `RATE_LIMITED` | Rate limit NotebookLM | Attendere e riprovare |
|
|
| `GENERATION_FAILED` | Generazione fallita | Verificare fonti, riprovare |
|
|
| `TIMEOUT` | Operazione timeout | Estendere timeout, riprovare |
|
|
|
|
### Retry Strategy
|
|
|
|
Per operazioni che falliscono con `RATE_LIMITED`:
|
|
- Attendere 5-10 minuti
|
|
- Riprovare con exponential backoff
|
|
- Massimo 3 retry
|
|
|
|
---
|
|
|
|
## Timing Guide
|
|
|
|
| Operazione | Tempo Tipico | Timeout Consigliato |
|
|
|------------|--------------|---------------------|
|
|
| Creazione notebook | <1s | 30s |
|
|
| Aggiunta fonte URL | 10-60s | 120s |
|
|
| Aggiunta PDF | 30s-10min | 600s |
|
|
| Ricerca web (fast) | 30s-2min | 180s |
|
|
| Ricerca web (deep) | 15-30min | 1800s |
|
|
| Generazione quiz | 5-15min | 900s |
|
|
| Generazione audio | 10-20min | 1200s |
|
|
| Generazione video | 15-45min | 2700s |
|
|
| Mind map | Istantaneo | n/a |
|
|
|
|
---
|
|
|
|
## Best Practices
|
|
|
|
1. **Usa webhook per operazioni lunghe** - Non bloccare l'agente in polling
|
|
2. **Gestisci rate limits** - NotebookLM ha limiti aggressivi
|
|
3. **Verifica firma webhook** - Sicurezza endpoint
|
|
4. **Usa UUID completi** in automazione - Evita ambiguità
|
|
5. **Isola contesti per agenti paralleli** - Usa profile o NOTEBOOKLM_HOME
|
|
|
|
---
|
|
|
|
## Troubleshooting
|
|
|
|
```bash
|
|
# Verifica stato API
|
|
curl http://localhost:8000/health
|
|
|
|
# Verifica autenticazione NotebookLM
|
|
notebooklm auth check --test
|
|
|
|
# Log dettagliati
|
|
LOG_LEVEL=DEBUG uv run fastapi dev src/notebooklm_agent/api/main.py
|
|
|
|
# Lista notebook per verificare
|
|
curl http://localhost:8000/api/v1/notebooks -H "X-API-Key: your-key"
|
|
```
|
|
|
|
---
|
|
|
|
**Skill Version:** 1.2.0
|
|
**API Version:** v1
|
|
**Last Updated:** 2026-04-06
|
|
|
|
---
|
|
|
|
## Changelog Sprint 1
|
|
|
|
### 2026-04-06 - Notebook Management CRUD
|
|
|
|
**Implemented:**
|
|
- ✅ `POST /api/v1/notebooks` - Create notebook
|
|
- ✅ `GET /api/v1/notebooks` - List notebooks with pagination
|
|
- ✅ `GET /api/v1/notebooks/{id}` - Get notebook by ID
|
|
- ✅ `PATCH /api/v1/notebooks/{id}` - Update notebook (partial)
|
|
- ✅ `DELETE /api/v1/notebooks/{id}` - Delete notebook
|
|
|
|
**Features:**
|
|
- Full CRUD operations for notebook management
|
|
- UUID validation for notebook IDs
|
|
- Pagination with limit/offset
|
|
- Sorting (created_at, updated_at, title)
|
|
- Error handling with standardized responses
|
|
- Comprehensive test coverage (97% services)
|
|
|
|
**Next Sprint:**
|
|
- Source management endpoints
|
|
- Chat functionality
|
|
- Content generation (audio, video, etc.)
|
|
- Webhook system
|
|
|
|
---
|
|
|
|
## Changelog Sprint 2
|
|
|
|
### 2026-04-06 - NotebookLM + RAG Integration
|
|
|
|
**Implemented:**
|
|
- ✅ `POST /api/v1/notebooklm/sync/{id}` - Sync notebook to RAG vector store
|
|
- ✅ `GET /api/v1/notebooklm/indexed` - List synced notebooks
|
|
- ✅ `DELETE /api/v1/notebooklm/sync/{id}` - Remove notebook from RAG
|
|
- ✅ `GET /api/v1/notebooklm/sync/{id}/status` - Check sync status
|
|
- ✅ `POST /api/v1/query/notebooks` - Query only notebook content
|
|
- ✅ Enhanced `POST /api/v1/query` - Filter by notebook_ids
|
|
|
|
**Features:**
|
|
- NotebookLMIndexerService for content extraction and indexing
|
|
- Vector store integration with Qdrant
|
|
- Metadata preservation (notebook_id, source_id, source_title)
|
|
- Multi-notebook queries
|
|
- Hybrid search (documents + notebooks)
|
|
- Support for all LLM providers in notebook queries
|
|
- Comprehensive test coverage (428 lines of tests)
|
|
|
|
**Architecture:**
|
|
- Service layer: NotebookLMIndexerService
|
|
- API routes: notebooklm_sync.py
|
|
- Enhanced RAGService with notebook filtering
|
|
- Extended VectorStoreService with filter support
|
|
|
|
**Documentation:**
|
|
- ✅ Updated README.md with integration overview
|
|
- ✅ Created docs/integration.md with full guide
|
|
- ✅ Updated SKILL.md with new capabilities
|
|
- ✅ API examples and best practices
|