Twitter sentiment tracker
Tracks 14.6k accounts on crypto, builder and tech Twitter, next to on-chain activity, and shows each day what is rising, how people feel about it, and what the day came to.
- 14.6k accounts tracked
- 489k+ posts tracked to date
- 3 groups: crypto, builders, tech
- 4 time windows, from an hour to a day
- ~10 kinds of topic, from tokens to research
The idea
A lot of what moves in crypto and tech shows up on Twitter first. But the feed is loud, fast and full of noise, and nobody can read all of it. The tracker reads it for me. It started with Solana and crypto Twitter, then grew to cover builders and tech, which is why it is not the "crypto" tracker any more.
Every day it answers three questions, for three groups of accounts.
- What is rising? rank
- How do people feel about it? classify
- What did the day come to? daily brief
How it works
Three kinds of input: posts from a hand-picked set of accounts, activity on the chain, so talk about a token sits next to what really happens, and the public engagement numbers on each post. They flow into one stream, and seven stages turn it into a brief.
- Collect Posts arrive all the time, by more than one route. If one route fails, another takes over.
- Clean Links, repeats, deleted posts and noise go. Text goes into one plain form.
- Label Each post gets a group and what it talks about: a token, a launch, a product, a wider narrative.
- Embed Each text becomes a vector, so posts that mean the same thing land close together, even in different words.
- Classify Crypto topics get a mood: bullish, neutral or bearish. Builder topics get a reception: praised, debated, doubted or ignored.
- Rank Posts group into topics, ranked by how many trusted voices talk about them and how fast that grows.
- Daily brief Once a day, and updated through it, each group gets a short brief: a headline, the overall mood, and a line per main topic with a source post.
What I see is a screen per group, or all three together: the top topics of the window with a small chart of each one's share, the topics rising behind them, a live feed of the newest posts, and the brief, about 15 to 20 lines.
Its own words for each group
Builders do not talk in bullish and bearish. So each group gets its own kind of label, instead of one score for all.
crypto gets a mood
- bullish
- neutral
- bearish
builders get a reception
- praised
- debated
- doubted
- ignored
The rules it runs on
- Loud is not important. Topics rank by trusted voices and by growth against a baseline, never by raw volume.
- One topic, many names. A ticker, a nickname and a project name count as one topic, grouped by meaning.
- Quiet when nobody looks. It reads only while someone looks. On open, it shows the last data at once, then refreshes.
- The last good view stays. Every source has a fallback, and the screen keeps the last good trends and brief.
- Like for like. Each post is read again at fixed ages and compared with posts of the same age, against the account's own normal.
Anything that leaves the tracker holds only traits and counts. An automatic check fails if it finds a handle, a post's text or an exact time.
The code, data and models are private.