ZAlgo - Engagement Quality Scores

About

ZAlgo displays small, unobtrusive engagement quality indicators next to social posts, helping you understand how strong an interaction really is — beyond simple like or view counts.

Instead of guessing which posts genuinely spark discussion, ZAlgo gives you a clear, at-a-glance signal based on public interaction patterns already visible on the page.

What problem does ZAlgo solve?

Raw numbers don’t always tell the full story.

Some posts receive many views but little interaction.
Others generate meaningful replies and discussion with fewer impressions.

ZAlgo helps you quickly see the difference — without extra tools or guesswork.

What ZAlgo does

ZAlgo evaluates publicly visible engagement signals and produces an estimated engagement quality indicator for each post.

This indicator reflects:

The strength of visible interaction

Engagement relative to views

How recent the activity is

The result is a simple, explainable signal displayed directly in your feed.

How it works (simple and transparent)

ZAlgo uses only public data visible in the interface, such as:

Replies

Reposts

Likes

Bookmarks

Views

Time since posting

These signals are:

Normalized to reduce view-count bias

Weighted by interaction type

Adjusted for recency using time-based decay

All calculations run locally in your browser.

There is:

No backend service

No accounts

No tracking

No data sent anywhere

Key features

Per-post indicators
See engagement quality instantly while browsing.

Explainable tooltips
Hover to understand how the indicator is derived.

Profile insights panel
View engagement distributions and trends for a profile based on locally cached data.

Local analytics dashboard
Review cached posts, summaries, and history stored only on your device.

Privacy-first by design
All processing and storage remain local. You stay in full control of your data.

What ZAlgo is NOT

ZAlgo does not:

Claim to represent any platform’s official ranking system

Use private, hidden, or internal signals

Influence what content a platform shows

Automate actions or manipulate engagement

Send data to external servers

It is an independent, transparent estimate based solely on public interactions.

Who is ZAlgo for?

ZAlgo is for people who care about signal over noise, including:

Creators and journalists

Researchers and analysts

Power users and curious readers

Anyone who wants more context around engagement

Compatibility & notice

Compatible with x.com and twitter.com

Uses only publicly visible interaction data

Not affiliated with, endorsed by, or sponsored by X Corp. or Twitter

Why install ZAlgo?

Because understanding engagement quality should be simple, transparent, and private.

ZAlgo adds clarity and context directly where you read — without changing how you browse.