/ingest - Material Ingestion

Ingests external materials into the Mega Brain inbox, extracting metadata and preparing content for pipeline processing.

Syntax

/ingest [SOURCE] [FLAGS]

string

required

YouTube URL, local file path, or Google Drive link

Supported Sources

YouTube

Videos with automatic transcription

Local Files

.txt, .pdf, .docx documents

Google Drive

Docs, PDFs, Sheets

Flags

string

Manually specify the expert/person name (overrides automatic detection)Example: --person "Cole Gordon"

string

Content type: PODCAST, MASTERCLASS, COURSE, BLUEPRINT, VSL, etc.Example: --type MASTERCLASS

boolean

Automatically start pipeline processing after ingestionExample: --process

Examples

/ingest https://youtube.com/watch?v=abc123

/ingest https://youtube.com/watch?v=abc123 --person "Alex Hormozi"

/ingest "/path/to/transcription.txt" --type MASTERCLASS

/ingest https://youtube.com/watch?v=abc123 --process

/ingest https://docs.google.com/document/d/ABC123/edit

How It Works

Step 1: Source Type Detection

The command identifies the source type:

IF URL starts with "http":
  IF contains "youtube.com" or "youtu.be":
    → TYPE = "YOUTUBE"
    → Fetch transcript via youtube-transcript-api
  ELSE IF contains "docs.google.com":
    → TYPE = "GDOC"
    → Download content via Google API
  ELSE:
    → TYPE = "WEB"
    → Fetch page content
ELSE:
  → TYPE = "LOCAL"
  → Read file directly

Step 2: Metadata Extraction

Automatic metadata detection:

Person Detection
Content Type Detection
Company Detection

Known Patterns:
  "hormozi" OR "acquisition" → Alex Hormozi
  "cole gordon" OR "closers" → Cole Gordon
  "leila" → Leila Hormozi
  "setterlun" OR "sam ovens" → Sam Ovens
  "jordan lee" → Jordan Lee

If --person flag provided, uses that instead.

Patterns:
  "podcast", "episode", "ep" → PODCAST
  "masterclass", "mastermind" → MASTERCLASS
  "course", "module", "lesson" → COURSE
  "blueprint", "pdf", "playbook" → BLUEPRINT
  "vsl", "webinar" → VSL
  "script", "template" → SCRIPT

If --type flag provided, uses that instead.

Associations:
  Alex Hormozi → Acquisition.com
  Cole Gordon → Closers.io
  Leila Hormozi → Acquisition.com
  Sam Ovens → Setterlun University

Step 3: Destination Path

Files are saved to structured inbox:

inbox/
├── {PERSON} ({COMPANY})/
│   ├── PODCASTS/
│   ├── MASTERCLASSES/
│   ├── COURSES/
│   └── BLUEPRINTS/
└── ...

Filename Format:

YouTube: {VIDEO_TITLE} [youtube.com_watch_v={ID}].txt
Local: {ORIGINAL_NAME}.txt
Google Drive: {DOC_TITLE}.txt

Step 4: Generate Source ID

Each file gets a unique identifier:

Format: {INITIALS}{NUMBER}

Examples:
  CG005  # Cole Gordon, 5th file
  AH023  # Alex Hormozi, 23rd file
  JL010  # Jordan Lee, 10th file

Step 5: Ingest Report

Display confirmation:

═══════════════════════════════════════════════════════════════════════════════
                          INGEST REPORT
                     2026-03-06 10:45:23 UTC
═══════════════════════════════════════════════════════════════════════════════

📥 MATERIAL INGERIDO
   Fonte: https://youtube.com/watch?v=abc123
   Tipo: VIDEO (YouTube)
   Título: "How to Scale from $1M to $10M ARR"

📁 DESTINO
   Path: inbox/ALEX HORMOZI (Acquisition.com)/MASTERCLASSES/
   Arquivo: How to Scale from $1M to $10M ARR [youtube.com_watch_v=abc123].txt
   Source ID: AH024

📊 ESTATÍSTICAS
   Palavras: 8,542
   Duração: 45m 32s
   Pessoa detectada: Alex Hormozi
   Empresa: Acquisition.com

⭐ PRÓXIMA ETAPA
   Para processar: /process-jarvis "inbox/ALEX HORMOZI/MASTERCLASSES/How to Scale from $1M to $10M ARR [youtube.com_watch_v=abc123].txt"
   Ou: /inbox para ver todos pendentes

═══════════════════════════════════════════════════════════════════════════════

Step 6: Auto-Process (if —process flag)

If --process flag is present, automatically triggers:

/process-jarvis "inbox/ALEX HORMOZI/MASTERCLASSES/filename.txt"

Audit Logging

All ingestions are logged to /logs/AUDIT/audit.jsonl:

{
  "timestamp": "2026-03-06T10:45:23Z",
  "operation": "INGEST",
  "source": "https://youtube.com/watch?v=abc123",
  "destination": "inbox/ALEX HORMOZI/MASTERCLASSES/How to Scale from $1M to $10M ARR [youtube.com_watch_v=abc123].txt",
  "source_id": "AH024",
  "word_count": 8542,
  "status": "SUCCESS"
}

YouTube Transcription

Requirements

OPENAI_API_KEY required for YouTube transcription via Whisper

YouTube videos are transcribed using OpenAI Whisper:

Download audio using yt-dlp
Convert to MP3
Send to Whisper API
Save transcript with timestamps

Transcript Format

[00:00:00] Welcome to today's masterclass on scaling...
[00:00:15] The first thing you need to understand is...
[00:00:45] Let me give you a specific example...

Supported Languages

Whisper auto-detects language. Supports 50+ languages including:

English
Spanish
Portuguese
French
German
Chinese
Japanese
And more…

Google Drive Import

Setup Required

GOOGLE_CLIENT_ID and GOOGLE_CLIENT_SECRET required for Drive import

Configure during /setup or manually in .env:

GOOGLE_CLIENT_ID=your-client-id.apps.googleusercontent.com
GOOGLE_CLIENT_SECRET=your-client-secret

OAuth Flow

First time accessing Drive:

🔑 Google Drive Authorization Required

Opening browser for authentication...

1. Sign in to your Google account
2. Grant access to Mega Brain
3. Return to this window

Waiting for authorization...

Supported Document Types

Google Docs - Converted to plain text
Google Sheets - Converted to CSV then text
PDFs - Extracted with OCR if needed
Word Docs (.docx) - Converted to text

Error Handling

YouTube Video Not Available

✗ INGEST FAILED

YouTube video not available:
  - Video is private
  - Video was deleted
  - Invalid video ID

Please check the URL and try again.

Transcription Failed

✗ TRANSCRIPTION FAILED

OpenAI Whisper error: Quota exceeded

Options:
  1. Wait and try again (quota resets hourly)
  2. Upload transcript manually to inbox/
  3. Use pre-existing transcript file

File Already Exists

⚠️  FILE EXISTS

A file with the same name already exists:
  inbox/ALEX HORMOZI/MASTERCLASSES/filename.txt

Options:
  [o] Overwrite existing file
  [r] Rename new file (append timestamp)
  [s] Skip ingestion

Choice:

Unsupported File Type

✗ INGEST FAILED

Unsupported file type: .pptx

Supported types:
  - Text: .txt, .md
  - Documents: .pdf, .docx
  - Web: YouTube URLs, Google Drive links

Convert the file to a supported format and try again.

Performance

Processing Times

Source Type	Size	Time
YouTube (1hr)	~1 video	2-5 min
PDF (50 pages)	~5 MB	10-30 sec
Local .txt	~10k words	1-2 sec
Google Doc	~10k words	5-10 sec

YouTube transcription time depends on video length and Whisper API latency

Rate Limits

OpenAI Whisper: 50 requests/min (Tier 1)
YouTube API: 10,000 quota/day
Google Drive API: 1,000 requests/100s/user

Best Practices

1. Organize by Expert

Use --person flag for consistency:

/ingest video1.mp4 --person "Alex Hormozi"
/ingest video2.mp4 --person "Alex Hormozi"
/ingest video3.mp4 --person "Alex Hormozi"

2. Specify Content Type

Helps with later analysis:

/ingest course-module-1.pdf --type COURSE
/ingest webinar-replay.mp4 --type MASTERCLASS
/ingest sales-script.txt --type SCRIPT

3. Batch Processing

For multiple files, ingest first, then batch process:

# Ingest without processing
/ingest video1.mp4
/ingest video2.mp4
/ingest video3.mp4

# Then batch process all
/process-jarvis --batch inbox/PERSON/TYPE/

4. Use Descriptive Filenames

Before ingesting local files:

# Good
/ingest "Alex-Hormozi-Pricing-Masterclass-2024.txt"

# Bad
/ingest "transcript_final_v2.txt"

Advanced Usage

Playlist Ingestion

Webhook Integration

Custom Metadata

Troubleshooting

”yt-dlp not found”

Issue: YouTube downloader not installed Solution:

# macOS
brew install yt-dlp

# Linux
sudo apt install yt-dlp

# Windows
winget install yt-dlp

“OpenAI API key invalid”

Issue: API key not configured or incorrect Solution:

# Re-run setup
/setup

# Or manually edit .env
OPENAI_API_KEY=sk-your-key-here

“Permission denied writing to inbox/”

Issue: Insufficient file permissions Solution:

# Fix inbox permissions
chmod -R 755 inbox/

Next Steps

Process Command

Transform raw content into structured knowledge

JARVIS Briefing

Monitor your knowledge base growth

Pipeline Guide

Understand the 8-phase processing pipeline

Inbox Management

Best practices for organizing materials

​/ingest - Material Ingestion

​Syntax

​Supported Sources

YouTube

Local Files

Google Drive

​Flags

​Examples

​How It Works

​Step 1: Source Type Detection

​Step 2: Metadata Extraction

​Step 3: Destination Path

​Step 4: Generate Source ID

​Step 5: Ingest Report

​Step 6: Auto-Process (if —process flag)

​Audit Logging

​YouTube Transcription

​Requirements

​Transcript Format

​Supported Languages

​Google Drive Import

​Setup Required

​OAuth Flow

​Supported Document Types

​Error Handling

​YouTube Video Not Available

​Transcription Failed

​File Already Exists

​Unsupported File Type

​Performance

​Processing Times

​Rate Limits

​Best Practices

​1. Organize by Expert

​2. Specify Content Type

​3. Batch Processing

​4. Use Descriptive Filenames

​Advanced Usage

​Playlist Ingestion

​Webhook Integration

​Custom Metadata

​Troubleshooting

​”yt-dlp not found”

​“OpenAI API key invalid”

​“Permission denied writing to inbox/”

​Next Steps

Process Command

JARVIS Briefing

Pipeline Guide

Inbox Management

/ingest - Material Ingestion

Syntax

Supported Sources

Flags

Examples

How It Works

Step 1: Source Type Detection

Step 2: Metadata Extraction

Step 3: Destination Path

Step 4: Generate Source ID

Step 5: Ingest Report

Step 6: Auto-Process (if —process flag)

Audit Logging

YouTube Transcription

Requirements

Transcript Format

Supported Languages

Google Drive Import

Setup Required

OAuth Flow

Supported Document Types

Error Handling

YouTube Video Not Available

Transcription Failed

File Already Exists

Unsupported File Type

Performance

Processing Times

Rate Limits

Best Practices

1. Organize by Expert

2. Specify Content Type

3. Batch Processing

4. Use Descriptive Filenames

Advanced Usage

Playlist Ingestion

Webhook Integration

Custom Metadata

Troubleshooting

”yt-dlp not found”

“OpenAI API key invalid”

“Permission denied writing to inbox/”

Next Steps