The MBER engines

Three engines work together to turn the noise of X into a feed you can trust. This page is the high-level picture. Each engine has its own page in this section.

[ diagram: noise in, ranked signal out ]

From noise to signal

Tracked handles  ->  Scraping  ->  Scoring  ->  Categorization  ->  Your timeline

1. You choose the handles worth watching.
2. The scraping engine keeps those handles' recent posts fresh.
3. The scoring engine ranks every post by genuine signal, not raw popularity.
4. The categorization engine sorts posts and accounts into your niche.
5. You read a ranked, filterable timeline, and turn the best of it into content.

The three engines

Scraping engine

Keeps the accounts you track up to date, so your timeline reflects what is happening now rather than yesterday. It is built to stay fresh and reliable without you having to think about it.

Scoring engine

Ranks posts so that quality rises to the top. A sharp post from a smaller account can outrank a viral post from a megaphone. This is what makes the MBER feed different from scrolling X directly.

Categorization engine

Automatically sorts posts and accounts into topics, so you can zoom into exactly the slice of the market you care about and filter out the rest.

info

These pages describe what each engine does and why it matters for you. The exact internals are part of what makes MBER work, and live under the hood.