vishalmotionwork-lang

Creator Reverse Engineer — Communication skill for Claude Code

Communication community

Reverse-engineer any Instagram creator into one HTML doc: every post fetched, every reel transcribed and scene-cut, the content formula and money machine decoded, ending in a replication plan.

How to install Creator Reverse Engineer

This entry records only its repository, not the path inside it, so there is no exact command to give. Open vishalmotionwork-lang/creator-reverse-engineer and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Creator Reverse Engineer does

Reverse-engineer any Instagram creator into one HTML doc: every post fetched, every reel transcribed and scene-cut, the content formula and money machine decoded, ending in a replication plan. A Claude Code skill.

Alternatives in Communication

  • Qiaomu Anything To Notebooklm — Claude Skill: Multi-source content processor for NotebookLM 1.4k ★
  • Taiyi Plan 881 ★
  • Opencli Skill — Use opencli CLI to interact with social/content websites (Bilibili, Zhihu, Twitter/X, YouTube, Weibo, 小红书, V2E 804 ★

README

creator-reverse-engineer

A [Claude Code](https://claude.com/claude-code) skill that reverse-engineers any public Instagram creator into a single, self-contained HTML document: every post fetched, every reel transcribed and scene-cut, every platform they run torn down, the content formula decoded, the money traced — ending in a day-by-day plan to replicate the system.

**[See a real one →](example/amaan-cg-teardown.html)** — 255 posts, 186 reels downloaded and transcribed, 18 sections. Clone the repo and open it in a browser.


What comes out

A white, print-quality document in an "Edits-export" style: giant numbers, monospace labels, monochrome charts, thumbnail walls. Eighteen sections:

01 Hero + thesis          07 Timing                    13 Funnel
02 The machine            08 Top performers            14 Revenue model
03 Growth & cadence       09 Deep dive — organic       15 Everything wall
04 Taxonomy               10 Deep dive — paid          16 Reverse playbook
05 Content formula        11 Deep dive — own product   17 Build plan
06 Visual system          12 Brand-deal ledger         18 Method & sources

**Every number in it is computed from fetched data.** Nothing is typed by hand — that is enforced by the architecture, not by discipline.


What it actually finds

The interesting output is never a statistic. It is a statistic paired with a comparison, a signature, or a cross-reference:

  • Franchise lift — median views of numbered series episodes vs everything else. Usually the single most copyable finding on an account.
  • The boosted-reach signature — a post with millions of views and sub-0.5% engagement did not earn that reach. Report it; never average it into organic performance.
  • Gate-word cross-reference — if the top comment-gate word routes to a product the creator owns, the feed is a funnel with editorial cover. That cross-reference is the business-model discovery.
  • Two-tier pacing — when paid post