Find the signal.
Prove the edge.
One workspace for Michigan-eligible research, market data, chatter and an accountable prediction record.
Prediction accountability
A permanent grade should mean more than a green percentage.
Research sectors
Every category has its own analytical logic.
Live scores & game dates
Real game results automatically collected from free public score feeds. No key needed.
Opportunity review queue
Fictional illustrative cases. These aren't live bets or recommendations.
| Market | Category | Signal | Eligibility | Action |
|---|
Sportsbook scanner
Compare book prices, calculate break-even odds, and inspect market snapshots.
Market snapshots
Fictional examples; no sportsbook prices connected.
Expected value calculator
Independent estimate required. Enter a hypothetical probability and market odds.
What makes a real value flag?
Real sportsbook odds
Compare actual offered prices from Michigan-listed sportsbook brands. Never confused with modeled win probabilities.
Find actual prices
Select a sport and a market, then manually request the latest available snapshot.
Your Odds API key is held securely in Cloudflare, never entered on this page. The private access token only unlocks your backend requests and is held in this tab's memory, not saved. No bets are placed.
No odds loaded yet
Your existing live scores still work. This separate screen shows no fictional sportsbook odds.
Today's real games.
Schedules, start times and provider-reported live or final scores—shown in Michigan time. No account or paid API key needed.
Free public-score sources, not sportsbook odds. Times display in America/Detroit; the source may lag the game. Automatic refresh runs only while this scoreboard is open. Event coverage varies by league and season.
Connecting to sports scores. No fictional scores are shown here.
Prediction market research
Prices, settlement definitions and jurisdiction eligibility—not automatic trading signals.
Price ≠ predicted probability
A $0.65 Yes contract costs 65¢ before fees and spread. That is a market price, not an independently verified 65% forecast. BetFinder will only show an edge when a separate calibrated model exists.
Penny stock intelligence
Track low-priced stocks, price/volume anomalies, disclosure risk, and time-bounded forecasts.
Microcap watch scanner
These example tickers and prices are invented and should never be traded.
| Company | Sample price | Volume / avg | Risk checks | Research |
|---|
Stock forecasting rules
A record must identify a real security, precise price threshold, direction, cutoff time, and valid market-data source before it's eligible for grading. Short-term stock forecasting is not the same as sports wagering, and fake “80% chance to moon” scores will not be generated.
SEC EDGAR developer data ↗Fantasy contest research
Model scoring, lineup projections, salary constraints and contest structure.
Fantasy score sandbox
Illustrative points-based scoring: change projected box-score stats to test the math. Rules differ by platform and contest.
Casino, lottery & racing
Transparent game mathematics and authorized-operator research—not pattern-based guarantees.
Expected loss calculator
For a game with a published house edge, compute the theoretical expectation over total wagering volume.
No prediction theater
Past lottery draws do not make certain numbers “due.” Independent roulette spins do not become predictable because of streaks. Poker tools should calculate hand equities with explicit assumptions; horse-racing tools require actual authorized wagering and legitimate data.
Chatter Radar
Turn public discussion into transparent, testable claims—then validate the source.
Prediction Accuracy Center
Correct, incorrect, pending, calibration and simulated returns—all anchored to locked records.
Hit rate by category
Sample size matters. Correct / decided binary forecasts.
Probability calibration
Projected probability vs observed frequency in bins.
Accuracy history
Demo data is never merged into a real historical performance claim.
Prediction Journal
Add an explicit future forecast, lock its assumptions, and record grading revisions.
Prediction ledger
Pending → graded; every grading change creates a revision entry.
My research watchlist
Save any sample market for later analysis. Bookmarks are not actionable bets.
Live data hub
Secure server-backed integrations with real observations. No fabricated probabilities.
Cloudflare backend status
The Cloudflare ZIP includes a server-side API adapter. Real feeds require secrets in your Cloudflare project settings.
Token held in tab memory only, not written to disk. Enable Cloudflare Access to protect the entire deployed site.
What connects immediately vs later
Settings & backups
Understand what is saved, export your workspace, and review the production requirements.
Local workspace
Your manual forecasts, grading revisions, and bookmarks are saved in this browser only. They will not sync automatically between devices.
Optional D1 sync needs Cloudflare database binding and the same API access token entered in Live Data Hub. This is not automatic syncing.
Backups contain the content you entered. Keep them private. Imports are validated and replace existing browser-local manual records after confirmation.