End-of-day scoring · Prices as of last close
Educational Analytics — No Financial Advice
Scanning 9,000+ Stocks & Crypto
The Ripeness Score is a 0-100 composite momentum metric created by Banana Farmer that quantifies how “ready to move” a stock or cryptocurrency is at any given moment. It combines four weighted inputs (technical signals at 45%, price momentum at 25%, social sentiment velocity at 20%, and crowd flow at 10%) into a single number that ranks every asset in the universe against every other asset.
Think of it like a ripeness gauge for fruit. Green means nothing is happening yet. Yellow means momentum is building. Fully ripe means the setup looks ready. Overripe means you might already be late. The score updates every 15 minutes across 9,287 tracked assets.
The Ripeness Score aggregates four categories of market data into a single composite number. Each category captures a different dimension of momentum, and the weights reflect how predictive each signal has been historically across two years of tracked performance data.
RSI divergences, MACD crossovers, Bollinger Band compression, moving average convergence, and relative volume vs. 20-day average. These indicators measure whether the asset is technically coiling for a move. The tighter the range and the more indicators converge, the higher the technical score.
Multi-timeframe rate of change, acceleration patterns, and trend strength. This captures whether price is actually moving with conviction or just drifting. The momentum component distinguishes between a stock that gapped up once and one that's building sustained directional pressure over multiple sessions.
AI-quantified mention velocity across social platforms and news. Not just “is it being talked about?” but “is discussion accelerating?” A stock going from 50 to 300 mentions per day in 48 hours gets a high social score. One with 1,000 steady mentions per day scores lower. Velocity beats volume.
Signals from aggregate retail positioning and watchlist activity. This captures whether the broader crowd is accumulating interest in an asset before it moves. It's the lowest-weighted input because crowd data is noisier, but it adds a useful confirmation signal when it aligns with the other three components.
The key principle: convergence matters more than any single input. An asset needs strong signals across multiple categories to score high. A stock with perfect technicals but zero social momentum won't crack the top 10. A crypto token with massive social buzz but weak price action won't either. The Ripeness Score rewards convergence because, in our data, multi-dimensional momentum convergence is the strongest predictor of near-term price movement.
For the full technical breakdown, including the specific indicators used and the calibration process, see the scoring methodology page.
Every asset gets a badge based on its current Ripeness Score. The badge system translates the raw 0-100 number into an actionable status label. Each badge corresponds to a different phase of the momentum lifecycle, and experienced traders use them to decide whether they're looking at an entry, a hold, a potential exit, or something to ignore.
Early-stage setup. The asset is starting to show convergence across at least two of the four input categories. Volume might be picking up, or social mentions are accelerating while the chart tightens. Not yet a high-confidence setup, but worth adding to a watchlist. Swing traders who like to enter early often start tracking Ripening assets.
Strong momentum convergence. Multiple signals are aligning: technical coiling, rising volume, social velocity increasing, and crowd interest building. This is the badge that appears on the daily leaderboard. Historically, Ripe signals have maintained an 80% five-day win rate with a +4.51% average return across 12,450+ tracked signals. Ripe doesn't mean guaranteed profit. It means the conditions that have historically preceded moves are present now.
Momentum indicators are at extremes. The asset has likely already started moving, and indicators suggest it may be nearing exhaustion. This doesn't necessarily mean the move is over (some runners keep running), but the risk/reward shifts. Many traders use Overripe as a signal to take partial profits or tighten stops rather than initiate new positions. Chasing an Overripe score is how traders become “exit liquidity.”
The asset isn't showing meaningful momentum convergence. Technical indicators are neutral or bearish, social activity is flat, and volume is average or below. This is the majority of the market at any given time. A Rotten score doesn't mean the stock is bad. It means the conditions for a momentum-driven move aren't present right now. Most of the 9,287 tracked assets sit in this range on any given day.
The Ripeness Score is a relative ranking. A score of 80 doesn't mean there's an 80% chance of profit. It means this asset is showing stronger momentum convergence than roughly 80% of the other assets in the scored universe. Here's how to interpret specific ranges.
| Score | What It Means |
|---|---|
| 90-100 | Extreme momentum, likely already moving. Extended indicators. |
| 80-89 | Strong convergence across all four inputs. High-confidence setup. |
| 70-79 | Good momentum with 2-3 inputs converging. Solid setup forming. |
| 50-69 | Early signals. Something stirring but not yet confirmed. |
| 0-49 | No meaningful momentum convergence detected. |
One nuance that matters: a score of 95 is not “better” than a score of 78 in the way most people assume. The 78 might actually be a better entry because the move hasn't happened yet. The 95 means the move is already underway and might be extended. Experienced traders often find the 70-85 range most actionable, and treat 90+ as a warning sign rather than a buy signal.
Here's how a Ripeness Score typically evolves for an asset going through a momentum cycle. This pattern repeats across the scored universe dozens of times per week.
Monday (Score: 42, Rotten). A small-cap tech stock is trading sideways. Volume is below average. Social mentions are flat at 20 per day. Nothing in the data suggests a move is coming. The stock sits in the bottom half of the rankings with 6,000+ other assets.
Wednesday (Score: 61, Ripening). The stock's Bollinger Bands have compressed to their tightest level in 60 days. Social mentions have doubled to 45 per day. A well-known analyst posted a thread about the company's upcoming product launch. The Ripeness Score ticks up as technical and social signals begin converging.
Friday (Score: 79, Ripe). Relative volume hits 2.1x the 20-day average. Social mentions have spiked to 190 per day with 81% positive sentiment. MACD has crossed bullish. The stock enters the daily leaderboard. The AI generates a plain-English explanation: “Technical coiling with 60-day BB compression. Social velocity up 375% in 5 days. Volume confirmation at 2.1x average.”
Next Tuesday (Score: 93, Overripe). The stock has run 14% since Friday. Volume is massive. Social mentions are at 600 per day. But RSI is at 78, and the Ripeness Score flips to Overripe. The system is signaling: the move you wanted to catch already happened. If you're in the trade, consider your exit. If you're not, this isn't the time to chase.
Next Thursday (Score: 38, Rotten). The stock pulls back 5% on profit-taking. Volume normalizes. Social mentions drop to 80 per day. The cycle resets. The Ripeness Score returns to its baseline as momentum dissipates.
This is a hypothetical scenario for educational purposes. Individual results vary, and past patterns don't guarantee future outcomes.
Banana Farmer created the Ripeness Score because existing tools gave traders either raw data (screeners with 50+ filters) or black-box alerts (buy/sell notifications with no explanation). Neither approach works well. Raw data requires hours of manual analysis. Black boxes require blind trust. The Ripeness Score sits in between: one number, one badge, one plain-English explanation for why the asset scored the way it did.
Aaron Browne-Moore
Founder, Banana Farmer
I kept a spreadsheet. Seriously. Every night I'd check charts, scroll through Reddit, scan X for ticker mentions, and try to rank which of my 40 watchlist stocks had the best setup. It took 2+ hours and I was still only covering 40 names out of 9,000.
The Ripeness Score is just that spreadsheet turned into an algorithm. Same inputs I was tracking manually (technical setup, social buzz, volume patterns), same ranking logic (which ones are converging right now?), but applied across every tracked asset, every 15 minutes. No fatigue. No bias. No forgetting to check a ticker because I was distracted.
I didn't invent momentum analysis. I automated the specific version of it that I was already doing by hand, badly, at midnight.
The Ripeness Score is tracked and audited. Over 730+ days across 9,287 assets, Ripe signals have produced an 80% five-day win rate with a +4.51% average return across 12,450+ signals. You can review the full track record and methodology at bananafarmer.app/methodology. The free tier shows positions 3 through 5 on the daily leaderboard, so you can evaluate the scoring system against your own analysis before paying anything.
Disclaimer: This article describes a scoring methodology and references historical performance data. Past performance does not guarantee future results. The Ripeness Score is an informational tool, not a buy or sell recommendation. Trading involves risk of loss. All content is educational only, not financial advice. See our full risk disclaimer.
Common questions about the Ripeness Score, answered directly
A Ripeness Score of 80 means the asset has strong momentum convergence across multiple signals: rising technical indicators, above-average volume, and (often) accelerating social sentiment. It earns the 'Ripe' badge, which means conditions are aligned for a potential near-term move. It does not mean the stock will go up 80% or that it's an 80% probability. It's a relative ranking, not a price target.
Banana Farmer updates the Ripeness Score every 15 minutes during market hours for all 9,287 tracked assets. Each refresh cycle re-evaluates technical indicators, volume patterns, and social sentiment velocity. The score can change significantly within a single trading day if new data shifts the momentum picture. End-of-day scores are typically the most stable reference point for swing traders.
No. The Ripeness Score surfaces which assets are showing the strongest momentum convergence right now. It's a ranking tool, not trade advice. A high Ripeness Score tells you where to look, not what to do. You still need to evaluate the setup, manage your position size, and set your own entry and exit criteria. Past signal performance (80% five-day win rate) does not guarantee future results.
Ripe (score 70-89) means momentum is actively building and the asset appears well-positioned for a near-term move. Overripe (score 90-100) means momentum indicators are extended, and the move may already be in progress or nearing exhaustion. Think of it like fruit: ripe means ready. Overripe means you might be late. Many traders use the Overripe signal as a caution or exit indicator rather than an entry signal.
Yes. Banana Farmer scores 125 cryptocurrencies alongside 9,162 stocks using the same 0-100 Ripeness Score methodology. The social sentiment component is especially relevant for crypto, where community engagement and social buzz are primary price drivers. The same badge system (Ripening, Ripe, Overripe) applies. Crypto assets tend to show more volatile score swings due to 24/7 market hours and higher social sensitivity.
The free tier shows positions 3 through 5 on today's leaderboard with their Ripeness Scores and AI explanations. No credit card required.
