A reel with 2.17M views brought in 718 stars: claude-video-effects' stars came from Instagram

Vibha-Ramprakash/claude-video-effects: why it works

Research date 2026-11-06. Channel: GitHub. Data card: repo age 2026-10-22,15 days, 718 stars / 176 forks, last 7 days +377, single-day peak +105 (10-28).

Bottom line

It isn't an open-source project that grew out of a developer community. It's a lead magnet from an Instagram "AI video editing" creator with 77k followers (@vibha.in.progress). She packaged the on-screen effects from her viral reels into a free Claude Code skill, then used "comment CLAUDE and I'll DM you the repo" to turn a reel with 2.17M views into repo traffic, and funneled that traffic into an email list, a free Nov 7 masterclass, and a paid "AI Video Studio" (220+ effects, 50% off early bird). The stars are just the small slice of this funnel that leaks onto GitHub.

1. What it is

• A Claude Code skill: git clone into ~/.claude/skills/effects, drag a vertical talking-head video into Claude, type /effects orbit from 3 to 6 seconds or /effects spotlight when I say "kill the lights", and it renders yourvideo_effects.mp4 with the original audio kept.
• 51 effects (version history: 22 → 36 → 42 → 45 → 51, visible in reel captions, old descriptions left in forks, and trendshift records). Nearly all are the "behind-the-head layer" style common among Instagram educators: reels orbiting around the head, giant text sitting behind the person, comment boxes typing themselves, a flipping Follow button, iMessage pop-ups, tier lists, magazine covers, liquid-glass charts, and more.
• Tech: OpenCV YuNet face tracking + MediaPipe person segmentation, so elements that cover the face go behind the subject automatically. Python + ffmpeg; on first run Claude installs the dependencies itself. The README is candid: "starter versions," with no sound effects or captions. The full styles live in the paid studio.
• Source: github.com/Vibha-Ramprakash/claude-video-effects

2. Competitors: this lane is very crowded

"Claude Code / Codex edits video" was one of the hottest GitHub topics in the second half of 2026. Similar repos recalled by keyword from our GitHub library (2026-11-06):

Sources: GitHub library repo_profile (2026-11-06); each project's README (read via Jina); Charlie Hills Substack charliehills.substack.com/p/20-video-effects-for-claude (published 2026-10-20).

Bottom line: plenty of projects do the same thing, and on stars it ranks mid-pack among its peers (718 vs. HyperFrames' 79k and video-shotcraft's 17k). It got recalled because it's new and climbing fast, not because it's the strongest in the open-source scene.

3. Growth tactic: Instagram "comment keyword → DM the link" funnel (confirmed)

We pulled the author's recent reels via TikHub (user_id 59540111669). The timeline is very clear:

Breakdown:

• The hook is the product demo itself. The reel is a before-and-after of "the same raw clip × 7 effects", so viewers see exactly what this repo produces. Claude video editing was itself a hot topic in autumn 2026.
• Automated DMs triggered by comment keywords (ManyChat-style): 10-25's 59k comments show that tens of thousands of people actively asked for the link. Comment counts far exceed star counts. GitHub stars are only a narrow tail at the bottom of the funnel (installs via npx skills add on skills.sh are logged at only 38, www.skills.sh/vibha-ramprakash/claude-video-effects).
• Instagram Trial Reels + multiple caption variants: almost every day she posts the same caption in 2–5 versions (for example, 11-03 had 6 posts saying "Comment CLASS"). Some captions say outright "This is a trial reel," using the platform's trial feature to test on non-followers and keeping whichever version performs.
• Results she reported: 10-25's reel brought 1.88M views and 17,708 new follows. Followers grew from about 30k to 70k+ (per the author's 11-03 and 11-05 reel captions). Current IG count: 76,887 followers (TikHub, 2026-11-06).
• Monetization: landing page www.vibha.is/ai-video-studio (linked from the IG profile): "AI Video Editing Studio," 220+ effects, 30 caption styles, 140+ sound effects. A free masterclass on 11-07 17:00 CET, with 50% off the studio for those who attend live. Signing up with an email unlocks "100 free effects." The page claims "1,000+ creators are waiting." The free repo only gives the "starter" version, and the full styles are reserved for paid. A classic lead magnet.

Secondary spread (the part that drove GitHub stars):

• 10-28 (star single-day peak +105 that day): @RoundtableSpace reposted it on X, about 150 likes / 140 bookmarks. ReelStack wrote that same day about "a Claude Code skill that edits real footage" (https://thereelstack.com/lab/claude-code-skills-edit-real-footage-ffmpeg-skill-video-effects), citing the repo at about 270 stars. Reveneau covered it the same day (https://reveneau.com/ainews/claude-video-effects-skill-vibha-45-reels-250-stars).
• Other creators reposting it: Nishant Chahar (@nishantchahar.ai) posted a reel "comment EFFECTS and I'll send you the link"; the French creator unefille.ia on Patreon (10-29); cauhi.com in Portuguese (11-02); Chinese X / Xiaohongshu-style posts "someone wrote 245 talking-head effects as a Claude Skill" (trendshift social mentions, 10-30); Higgsfield community and sellingwithnas tutorials.
• Directory sites that auto-index it: trendshift, gittrend, skills.sh, claudeers, repolode, nomorevibe, ReelStack.
• Our own X corpus (x-radar, last 30 days) returned no relevant tweets: X is not the home turf here, Instagram is.

4. Why it took off

1. Distribution happens outside GitHub: the author is an Instagram creator who already grew by posting "Claude helps me build X" content (earlier playbooks like the "AI job-search system" had already proven comment-to-DM funnels; vibha.is cites 20k views / 500+ downloads). The repo is a new hook for a content machine that already works. The 2.17M-view reel was the starting point, and multiple test reels a day keep feeding traffic, so the star curve is not a one-time spike. It settles into a steady 40–50 new stars a day after 10-28.
2. "Visible results" are naturally shareable as short video: the effect itself is the reel content, the demo is the ad, and the audience is creators who want to make reels, which is exactly who would use this tool.
3. Lowered the barrier for non-programmers: a single git clone, or "paste this sentence to Claude and let it install itself"; ffmpeg and Python install automatically on first run; timestamps are described in plain language ("when I say 'watch'"), so no timeline knowledge is needed. Compared with JesseEisenbart's version, which needs npm/Remotion Studio and only runs on macOS, the entry bar is much lower.
4. Timing: in autumn 2026, "Claude video editing" was one of the hottest topics in creator circles (HyperFrames +4,109 stars in 7 days; Remotion skills, video-shotcraft and others were also climbing). Claude desktop and Claude Code had reached non-technical creators, and a skill dropped into a folder just works.
5. Fork/star ratio 25% is high: it looks like many people forked the repo, edited the description and redistributed it (sakouhi92-cell, juanda2222, Rixwanrajput, riteshkumarsingh1info-tech, danielquijano235 and others, each labeled "Original by @vibha.in.progress (MIT)"). It also suggests the audience is creators who use and share the tool, not just developers who star it.

5. Differentiation

• Versus similar open-source projects: it focuses narrowly on "real-person talking-head overlay effects" and makes each effect a spoken command (/effects name + timestamp/line), with face tracking that auto-avoids the face. Most alternatives are either general motion frameworks (HyperFrames, Remotion), editing workflows (ffmpeg-skill, ghost-editor), or high-barrier (Remotion projects).
• Versus Charlie Hills: nearly the same format, and Charlie posted two days earlier. The difference is that Vibha is fully free and gives the git clone command directly, while Charlie's full package sits behind a Substack paywall. For comment-driven funnels, "free and usable right now" converts better.
• This is not the main reason it took off. The real driver is distribution: a content-savvy creator with 3–70k followers pushed traffic through a hit reel, comment-to-DM and a test-reel matrix. The effect itself is easy to copy (facecammaxxing, claude-editing-skills, Charlie Hills and others already offer similar ones), so the moat is shallow. The differentiation mostly serves to "make reels look good and demo well," not to make developers pick this one over others.

6. How visible it is

• Circulating in niche circles: it has spread widely in Instagram's AI creator scene (2.17M views, a batch of re-posting creators), and small AI news sites such as ReelStack and Reveneau have covered it. But we found no major media or large X accounts (zero tweets in the x-radar corpus), and it has not hit GitHub trending because the repo is under 60 days old.
• Revenue not disclosed; the author's paid studio is still in early-bird/waitlist stage (sales open after the 11-07 masterclass).
• The author already says in a reel: "The copycats are here, the same format drops every week."

7. Copycats

• Open-source projects that replicate the same concept: aaksa/facecammaxxing (10-26,22 stars), artemnovitckii/claude-editing-skills (10-29,49 stars, "behind the person"), RoverEva/eva-video-style (10-25), YildizDikme/claude-video-edit (11-02).
• Renamed-and-republished forks: sakouhi92-cell, juanda2222, Rixwanrajput, riteshkumarsingh1info-tech, danielquijano235 and others (176 forks in total, some of them).
• Same-format content: creators like Nishant Chahar re-post the reels; the author describes it as "Same format, every week."

8. What to borrow

• "Open-source skill as lead magnet": turn the step the audience most wants in your content (here, the effects) into a free skill. The demo reel is the ad, comment keywords trigger a DM with the link, the link page collects emails, and then a live class plus early-bird discount sells the full version. Stars are not the goal; the email list is.
• The free version is openly downgraded and says so ("starter versions, full styles in the studio"). That avoids looking like it's hiding something, and leaves room for the paid version.
• Install instructions written for non-programmers: "paste this to Claude and let it install" is a strong pattern.
• Test-reel matrix: the same hook in multiple variants, letting platform algorithms find the hit.
• What this means for us: when a skill repo on GitHub shows "creator name + one-repo surge + high fork ratio," the growth source is most likely Instagram/TikTok. Check the author's short-video account, not X or HN.

9. Still unclear

• The breakdown of where the stars came from (GitHub API rate-limited that day, so no stargazers or referrer data); how many forks are redistribution.
• Paid studio pricing and actual sales; the "1,000+ creators waiting" figure is the author's own claim.
• The specific tool behind the "Comment CLAUDE" auto-DM (presumably ManyChat-style, not verified).
• Who first proposed the "one source clip, N slash-effects" format, Charlie or Vibha: Charlie's Substack came out two days earlier, Vibha says the format was inspired by @cindiezhu. The two may have influenced each other; not verified.
• Whether paid ads were run: no evidence found (Meta Ad Library only tracks listed products).

Sources

• Repo README: github.com/Vibha-Ramprakash/claude-video-effects
• Star history: our GitHub repo_profile / repo_day (from 2026-10-27); trendshift trendshift.io/repositories/322571
• Author's Instagram profile and reels data: TikHub Instagram V1 endpoints (fetch_user_info_by_username, fetch_user_reels, fetch_post_by_url), pulled 2026-11-06
• Landing page: www.vibha.is/ai-video-studio; personal site vibha.is/
• Coverage: ReelStack thereelstack.com/lab/claude-code-skills-edit-real-footage-ff…; Reveneau reveneau.com/ainews/claude-video-effects-skill-vibha-45-reel…; Nishant Chahar reel www.instagram.com/reel/DfG1qDPEh6a/; unefille.ia Patreon www.patreon.com/unefilleia/posts/effets-pour-le-173778324
• Competitors: Charlie Hills charliehills.substack.com/p/20-video-effects-for-claude, charliehills.ai/skills/behind-my-head; JesseEisenbart github.com/JesseEisenbart/video-effects-skill; aaksa github.com/aaksa/facecammaxxing; other star counts from the GitHub repos
• skills.sh install count: www.skills.sh/vibha-ramprakash/claude-video-effects