Nate Jones Transcripts

Transcript archive of Nate Jones YouTube videos.

Stats

• Videos Downloaded: 431 / 428 (100% + retries)
• Date Range: May 21, 2024 - Jan 14, 2026
• Last Updated: Jan 16, 2026

Structure

nate-jones-transcripts/
├── README.md
├── index.json                    # Master index of all videos
├── index/                        # Topic-based index (111 topics)
│   ├── README.md                 # All topics with episode counts
│   ├── ai-agents.md              # Episodes about AI agents
│   ├── anthropic.md              # Episodes mentioning Anthropic
│   ├── claude.md                 # Episodes about Claude
│   ├── openai.md                 # Episodes about OpenAI
│   └── ...                       # 100+ more topic files
├── episodes/
│   └── YYYY-MM-DD-video-title/
│       └── transcript.md         # YAML frontmatter + full transcript
└── scripts/
    ├── download.py               # Download script (uses Supadata API)
    ├── enrich.py                 # AI enrichment (entities, topics, etc.)
    ├── create_index.py           # Generates index.json
    └── build_index.py            # Builds topic index files

Transcript Format

Each transcript.md contains:

---
title: "Video Title"
video_id: "abc123"
youtube_url: "https://www.youtube.com/watch?v=abc123"
substack_url: "https://natesnewsletter.substack.com/p/..."
publish_date: "2026-01-14"
duration: "32:18"
view_count: 107305
yt_tags:
  - "AI agents"
  - "Claude"

# AI-enriched metadata
content_type: "Tutorial"        # News Roundup, Deep Dive, Tutorial, Framework, Opinion, Case Study
primary_topic: "AI Tools"       # AI Agents, AI Strategy, AI Tools, Career, Prompting, AI News
difficulty: "Advanced"          # Beginner, Intermediate, Advanced
audience:
  - "Engineers"
  - "Executives"
entities:
  companies:
    - "OpenAI"
    - "Anthropic"
  people:
    - "Sam Altman"
  products:
    - "Claude"
    - "ChatGPT"
  models:
    - "GPT-4"
    - "Claude 3.5"
concepts:
  - "Key insight extracted from transcript"
summary:
  - "First key point"
  - "Second key point"
---

# Video Title

[Full transcript text here]

Topic Index

Browse episodes by topic via the index/ folder:

Top Topics:

• AI Tools (311 episodes)
• AI Strategy (284 episodes)
• AI News (267 episodes)
• Anthropic (204 episodes)
• Claude (199 episodes)
• OpenAI (176 episodes)
• AI Agents (171 episodes)

See all 111 topics →

Usage

Search transcripts

grep -r "Claude Code" episodes/

Use index.json

import json
with open('index.json') as f:
    data = json.load(f)
for video in data['videos']:
    print(f"{video['publish_date']}: {video['title']}")

Filter by enriched metadata

# Find all tutorials for engineers
tutorials = [v for v in data['videos']
             if v.get('content_type') == 'Tutorial'
             and 'Engineers' in v.get('audience', [])]

# Find videos mentioning Anthropic
anthropic_vids = [v for v in data['videos']
                  if 'Anthropic' in v.get('entities', {}).get('companies', [])]

Download more videos

# Set your Supadata API key
export SUPADATA_API_KEY="your_key_here"

# Download next batch
python download.py 100

Credits

• Content by Nate Jones
• Transcripts via Supadata API