About Developer Educators
Developer Educators is a directory of 3,434+ YouTube channels dedicated to developer education. We help developers find the best content creators and help companies discover creators for partnerships — all powered by data and AI.
Our Mission
With thousands of programming tutorials on YouTube, finding quality content can be overwhelming. Developer Educators solves this by curating and categorizing the best developer education channels, so you can spend less time searching and more time learning.
For companies looking to reach developers, we provide AI-powered creator matching and transparent CreatorScore rankings to find the right YouTube partners.
CreatorScore
Every channel is ranked by our transparent, data-driven CreatorScore — a single 0–100 metric combining five weighted dimensions:
- Reach (30%) — Subscriber count and total views
- Engagement (25%) — Likes, comments, and viewer interaction rates
- Activity (25%) — Upload frequency and consistency
- Partnership Readiness (10%) — Contact info, sponsorship signals, and website presence
- Growth (10%) — Audience growth trajectory
Creators are grouped into tiers: Platinum (70+), Gold (50–69), Silver (30–49), and Bronze (below 30).
How We Rank Videos
Our Best Videos pages surface the top tutorial videos across 57 technologies from a library of 134,055+ indexed videos. Here's how it works:
- Matching — Video titles are matched against technology-specific
regex patterns (e.g.,
\breact\bfor React). Only non-short videos (62+ seconds) are included. - Top Videos — Matched videos are ranked by view count. The most-watched tutorials rise to the top, as high view counts generally correlate with quality, clarity, and community endorsement.
- Best for Beginners — We filter for videos with beginner-friendly keywords in the title (tutorial, beginner, intro, crash course, fundamentals, getting started, basics, learn), then rank by views within that subset.
- Recent & Trending — Videos published within the last 6 months, ranked by views. This highlights fresh content on rapidly evolving technologies.
Video data is refreshed on Tue/Thu/Sat/Sun via the YouTube Data API. Rankings update automatically as new videos are indexed and view counts change.
How We Rank Brands
Our Brand Rankings track which brands appear most frequently across developer YouTube channels. Brand mentions are detected from two sources:
- SponsorBlock data — Community-flagged sponsored segments in videos
- Video description scanning — Pattern matching against known sponsor brands in video descriptions, with filtering to exclude educational brands (AWS, Azure, etc.) and require sponsor context for ambiguous brands (Brilliant, Notion, etc.)
Brands are ranked by the number of unique channels that mention them. Each brand page shows channels ranked by CreatorScore.
How We Rank Technologies
The Tech Rankings page shows which technologies are most covered by developer YouTube creators. Technologies are ranked by total video title mentions across all indexed channels. This reflects real content creation activity, not just popularity — a technology with more video mentions has more learning resources available.
AI-Powered Creator Matching
Companies can enter their name on the homepage and our AI identifies their tech stack, target developer audience, and content categories. It then matches against all 3,434 channels, returning tiered results — Perfect Match, Strong Fit, and Worth Exploring — with full metrics and contact information.
AI Lesson Planner
The AI Lesson Planner generates structured learning paths from real YouTube videos. Tell it what you want to learn, and it creates a multi-module lesson plan with curated video recommendations from our indexed library of 54,000+ developer education videos.
Categories
We organize channels into 9 categories:
- Cybersecurity — 396 channels
- DevOps & Cloud — 811 channels
- Mobile Development — 540 channels
- Data Science & ML — 1211 channels
- Game Development — 704 channels
- Web Development — 1504 channels
- AI & Vibe Coding — 878 channels
- Computer Science — 597 channels
- Backend Development — 177 channels
Technologies
We track 57 technologies and frameworks, including React, Python, TypeScript, Docker, AWS, Flutter, and more. Browse all technologies.
How Discovery Works
We use the YouTube Data API to automatically discover and analyze developer education channels. Our pipeline runs 3 times per week, searching across 141 curated search queries to find new creators. Each channel is enriched with engagement metrics, activity tiers, technology tags, and CreatorScore rankings.
Stay Updated
Our database is updated 3 times per week via the YouTube Data API. Video indexes are refreshed on alternate days, and enrichment data (engagement rates, activity tiers) is recalculated weekly. New channels are automatically discovered and added as they meet our quality thresholds.
Open Source
Developer Educators is open source. You can view the code, contribute, or suggest new features on GitHub.