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Case · MuseFlow

An AI content engine for social: generation, calendar, auto-posting

A social-media platform: an AI pipeline generates posts and carousels, runs the calendar and auto-posting, plus A/B hypotheses and analytics — all exposed as an MCP an agent can drive.

SMMAICreator economyWebBackendAIWeb
museflow.kz
An AI content engine for social: generation, calendar, auto-posting
3 weeks
To MVP
>200k/mo
Reach on top accounts
Threads · X · TikTok · IG
Platforms
01
Challenge

The context

Running Threads by hand takes an expert or SMM specialist a long time: come up with topics, write posts, remember to publish at the right time. They needed a service that takes this routine off their plate.

02
Approach

The idea

We launched an MVP in 3 weeks. We built a generation pipeline: from a topic or niche, AI assembles posts and carousels with quality checks — for Threads, X, TikTok and Instagram — lays them out on a calendar and publishes on its own. Formats are tested with A/B hypotheses. Most importantly, we exposed every capability as an MCP so the platform can be driven from an agent (Claude): generate, schedule and analyze through code.

03 · What we built

What we built

01

Generation pipeline

AI assembles posts and carousels by topic and niche with quality checks — for Threads, X, TikTok and Instagram.

02

A/B hypotheses

Post formats and angles are tested with hypotheses — you see what drives more engagement.

03

Calendar and auto-posting

A content plan weeks ahead and auto-publishing at the recommended time.

04

Everything as an MCP

The platform’s capabilities are exposed as an MCP: connect it to an agent (Claude) and manage content from code — generate, schedule, analyze.

Generation: a pipeline of posts and carousels with quality checks
Generation: a pipeline of posts and carousels with quality checks
04 · Gallery

Screens

A/B hypotheses: which formats drive more engagement
A/B hypotheses: which formats drive more engagement
Content calendar and auto-posting
Content calendar and auto-posting
Content feed — Threads, X, TikTok, Instagram
Content feed — Threads, X, TikTok, Instagram
05 · Stack
Next.jsSupabaseClaude APIMCP
06 · Result

We launched the MVP in 3 weeks. On some accounts reach grew to 200k+ per month. The product now develops on its own while we keep running the technical side.

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