YouTube Playlist to Course
Most YouTube creators with a year of uploads have already recorded most of a course — they just can't see the syllabus hiding inside the playlist. The YouTube Playlist to Course skill maps the knowledge, identifies the gaps, and architects a learning path that turns scattered content into a sellable product.
What this skill does
Creating a course from scratch takes months. Most YouTube creators who've been publishing consistently for a year already have most of the content recorded — they just can't see it. The problem isn't missing material; it's missing structure. A playlist is a collection. A course is a journey. The difference is sequence, scaffolding, intentional skill-building, and a few connector lessons that turn ad hoc uploads into something a buyer would pay £197 for. This skill finds the structure already hiding in the library.
Step one is a ruthless content audit. Every video gets mapped against four criteria: does it teach an identifiable skill or concept, is the production quality acceptable (you can't fix this retrospectively, but it gets flagged), is the content dated to the point of needing a re-record, and does it stand alone or fit logically into a sequence. Off-topic videos get cut. Personal-brand content gets cut. The "morning routine" video doesn't belong in a writing course no matter how popular it was on YouTube. A tight 8-module course outsells a bloated 20-module one, every time.
Step two is the knowledge map. Every course-ready video gets a prerequisite graph — what must the student know before watching this, and what does it enable after. Videos that share prerequisites cluster into modules naturally. Dependency chains reveal the sequence. That clustering exposes which lessons are foundation, which are core, and which are advanced — none of which was obvious from looking at the upload-date order on YouTube.
Step three is the gap analysis, and this is where the new-content work gets defined. Foundation gaps (assumed knowledge that beginners don't have — fix with a new intro lesson). Bridge gaps (logical jumps between existing videos — fix with a short connector). Application gaps (concepts taught without exercises — fix with worksheets, not always video). Assessment gaps (modules with no comprehension check — fix with quizzes or project prompts). For each gap the skill recommends the specific solution: a new video with outline and target length, or a non-video asset (PDF, worksheet, checklist, quiz). Most creators discover they need 4-8 new videos plus a handful of supporting assets — not 40 new videos.
Step four is the module architecture and pricing. Each module gets 3-7 lessons, one clear measurable learning outcome, a quick win in Module 1 (because students who feel progress in the first module complete the course at three to four times the rate of those who don't), and 30-60 minutes of total content. Module 0 — the Welcome module — is mandatory for every YouTube-to-course conversion: it explains how the paid course differs from the free YouTube content, sets pace and exercise expectations, provides a roadmap, establishes any community norms. Without that module, students who already know your free content feel cheated. Pricing is suggested by depth: £29-97 for mini-courses (2-4 hours), £97-497 for standard (5-10 hours), £497-2000 for premium (10+ hours with community), factoring in the new content needed, production quality, and the creator's existing audience reach.
Output is the content audit table, the gap analysis with specific solutions, the full course structure with every lesson tagged EXISTING / TO RECORD / NON-VIDEO ASSET, a prioritised new-content recording list with outlines, course metadata (three title options, 150-250 word sales-page description, target completion time, pricing tier), platform-specific structural advice if the user specified one, a video refresh strategy for content that's mostly good but needs updates, and a launch strategy suggestion (soft launch to existing subscribers first at a discount for testimonials, then a "course announcement" YouTube video explaining what the paid course adds beyond the free stuff). The point is to ship the course in weeks, not months, by recording the minimum new content needed — and to do it without diluting what's already working.
When this triggers
- ·You've got 30+ YouTube videos on one topic and a vague feeling there's a course in there somewhere
- ·You don't want to record an entire course from scratch — you want to repurpose what already exists
- ·Your videos are educational but a playlist isn't doing them justice as a paid product
- ·You need to know exactly which new videos to record and which existing ones can stay as-is
- ·You want a pricing tier suggestion based on the actual depth of what you can ship, not aspiration
Example
Trigger
User: 'I've got 47 YouTube videos on freelance writing built up over the last 18 months. Want to turn them into a course. Audience: writers 0-2 years in. Platform: Teachable.'
Output
Content audit (47 videos assessed): · Course-ready: 28 · Off-topic / personal: 9 (cut) · Dated (UI/pricing changes): 6 (re-record) · Quality concerns flagged: 4 Knowledge map → 7 natural module clusters. Gap analysis: · Foundation gap: no "what kind of writer am I" intro (1 new video needed, ~12 min) · Bridge gap: between Module 3 and 4, a connector lesson on rate cards (1 new video, ~8 min) · Application gap: no exercise after the pricing module (1 worksheet, no video) · Assessment gap: no end-of-course capstone (project prompt + rubric) Course structure (7 modules, ~6.5 hours): Module 0: Welcome (1 new video, course-vs-YouTube framing) Modules 1-6: 4-5 lessons each, mostly existing footage, 4 new videos total, 2 worksheets, 1 capstone. Pricing suggestion: £197-£297 (standard course tier, factoring depth + your YouTube authority). + 3 title options, 200-word sales-page description, launch strategy (soft launch to subscribers first).
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- 167-line SKILL.md, ready to drop into ~/.claude/skills/
- Tested through 3 Karpathy-loop iterations (versions v1.0.0 → v1.3.0)
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- Lifetime updates as the skill is refined further
More from Course Creation
Understands that a great course is not a content dump organized by topic — it is a transformation sequence that takes a student from Point A (where they are now) to Point B (where they want to be)…
Understands that course sales pages are not product pages — they sell transformation, not information
Doesn't write the book. Architects it so thoroughly that the writing becomes execution, not invention
Most lead magnets are either too thin (a one-page checklist that feels like a waste of an email address) or too generous (a 50-page ebook that cannibalizes the paid product)
Understands that online course videos are not lectures — they are produced educational experiences competing for attention against Netflix, TikTok, and the student's own procrastination
Most course quizzes are trivia games: "In lesson 3, the instructor mentioned which framework? That tests memory, not capability
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