OpenOdds Casino: A Transparent Casino-Style Simulator Where the Odds Are Visible
I built OpenOdds Casino for the MeDo Hackathon.
Try it here: OpenOdds Casino
Most casino-style apps are built around suspense, colors, music, and excitement. But one important thing is usually hidden from the user:
the real odds.
OpenOdds Casino was built around a different idea:
What if a casino-style game showed the win probability, loss probability, payout, house edge, and audit trail before every play?
That is the core concept behind OpenOdds Casino.
What Is OpenOdds Casino?
OpenOdds Casino is a virtual-credit-only casino-style simulator built with MeDo.
It is not a real-money gambling platform.
There are:
- No deposits
- No withdrawals
- No wallet
- No crypto
- No redeemable prizes
- No real-money rewards
Every user starts with 1,000 virtual demo credits, and all games are played only inside the simulation.
The goal is to demonstrate how casino-style digital experiences can be made more transparent, auditable, and responsible.
The Main Idea
Most games focus on the experience first and the math second.
OpenOdds Casino puts the math directly in front of the user.
Before playing any game, the user can see:
- Win probability
- Loss probability
- Payout multiplier
- Expected return
- House edge
- Risk level
- Game explanation
- Audit logic
The maximum win probability for any game is capped at 20%, and this is clearly displayed.
The app does not hide the odds. It makes the odds part of the experience.
Games Included
| Game | Win Probability | Loss Probability | Payout | House Edge |
|---|---|---|---|---|
| Neon Slots | 12% | 88% | 5x | 40% |
| Lucky Wheel | 15% | 85% | 4x | 40% |
| Dice Duel | 18% | 82% | 3x | 46% |
| Card Flip | 20% | 80% | 2.5x | 50% |
| Crash Line | 10% | 90% | 6x | 40% |
| Treasure Vault | 8% | 92% | 8x | 36% |
| Roulette Lite | 16% | 84% | 4x | 36% |
| Coin Storm | 14% | 86% | 5x | 30% |
Each game is intentionally transparent about the fact that the odds are unfavorable to the player.
How the Math Works
The app uses a simple transparent probability model.
For each game round:
randomValue = random number between 0 and 1
if randomValue <= gameWinProbability:
result = win
else:
result = loss
The expected return is calculated as:
$$
Expected\ Return = Win\ Probability \times Payout\ Multiplier
$$
The house edge is calculated as:
$$
House\ Edge = (1 - Expected\ Return) \times 100
$$
For example, Neon Slots has a win probability of 12% and a payout of 5x.
$$
Expected\ Return = 0.12 \times 5 = 0.60
$$
$$
House\ Edge = (1 - 0.60) \times 100 = 40\%
$$
This means the game is mathematically unfavorable, but the user sees that clearly before playing.
That is the point of OpenOdds Casino.
Transparent Logic Example
{
"game": "Neon Slots",
"winProbability": 0.12,
"lossProbability": 0.88,
"payoutMultiplier": 5,
"expectedReturn": 0.60,
"houseEdge": "40%",
"logic": "If randomValue <= 0.12, user wins. Otherwise, user loses."
}
Transparency Engine
The Transparency Engine is the core trust layer of the app.
It shows:
- All game probabilities
- Loss probabilities
- Payout multipliers
- Expected return
- House edge
- Risk level
- Probability formula
Instead of hiding the odds behind the visual experience, the app makes the odds part of the experience.
Open Analysis Page
The Open Analysis page explains how the simulator works.
It includes:
- JSON-style game configuration
- Probability settings
- Payout multipliers
- House-edge values
- Pseudo-code for outcome generation
- Audit-log schema
- Local-storage schema
- Virtual credit logic
This page was added because transparency should not only be visual. It should also be structural.
Audit Log
Every play is recorded locally in an audit log.
Each audit entry includes:
- Timestamp
- Game name
- Bet amount
- Win probability
- Loss probability
- Result
- Credits before play
- Credits after play
- Payout amount
- Play ID
- Probability rule used
The user can also export the audit log as a CSV file.
This makes the app more trustworthy because every round is traceable.
Responsible Play Features
OpenOdds Casino includes responsible-play safeguards because casino-style interaction can become harmful if it is designed irresponsibly.
The app includes:
- [x] Virtual credits only
- [x] Clear no-real-money disclaimer
- [x] No deposits or withdrawals
- [x] No redeemable rewards
- [x] No fake jackpot language
- [x] No near-miss manipulation
- [x] No countdown pressure
- [x] No urgency mechanics
- [x] Break reminders
- [x] Loss warnings
- [x] Reduced Stimulation Mode
- [x] Optional audio controls
Responsible Play is not hidden in fine print. It is a dedicated part of the app.
Audio and Reduced Stimulation Mode
The app includes casino-style music and sound effects, but audio is controlled carefully.
Audio is:
- Muted by default
- Started only after user interaction
- Optional
- Controlled through music and SFX toggles
- Adjustable through a volume slider
- Disabled through Mute All
Reduced Stimulation Mode disables:
- Music
- Confetti
- Flashing effects
- Intense animations
- High-energy sound effects
The app remains fully usable without audio.
How I Built It With MeDo
I built OpenOdds Casino using MeDo by creating a detailed requirement-driven prompt and refining it through multiple testing passes.
The app was structured around four layers:
Game Layer
Handles virtual-credit gameplay, bet selection, win/loss results, payout calculation, and animations.Transparency Layer
Displays probabilities, payout multipliers, expected return, house edge, and risk levels.Audit Layer
Records every play locally and supports CSV export.Responsible Play Layer
Provides disclaimers, warnings, reduced stimulation controls, and safe interaction rules.
MeDo helped turn this concept into a polished, interactive prototype with a strong visual identity.
Challenges Faced
The main challenge was balancing three things:
- Making the app vibrant and engaging
- Keeping the odds fully transparent
- Avoiding real-money gambling functionality
Casino-style interfaces can easily become manipulative if they use fake urgency, jackpot language, near-miss effects, or unclear rewards.
So the design had to stay exciting without becoming misleading.
Another challenge was testing functional details like:
- Reset credits
- Audio controls
- Local storage
- Audit log updates
- CSV export
- Probability consistency
- Mobile responsiveness
- Responsible-play warnings
The app needed to look polished, but also behave correctly.
What I Learned
This project taught me that transparency can be a product feature.
A casino-style app does not have to hide the math. It can show users exactly what they are interacting with.
I also learned that serious app-building requires:
- Clear requirements
- Testable logic
- Strong state handling
- Purpose-aware QA
- Edge-case testing
- Responsible design boundaries
- Honest user communication
The biggest lesson was simple:
A beautiful app is not enough. The logic must be visible, testable, and trustworthy.
Why This Project Matters
OpenOdds Casino is not trying to become a gambling platform.
It is a prototype showing how transparency, auditability, and responsible-play design can be built into casino-style digital experiences.
It demonstrates a future direction where users are not just entertained, but also informed.
In short:
OpenOdds Casino turns hidden odds into visible information.
Built With
- MeDo
- Virtual-credit game logic
- Local storage
- CSV export
- Probability modeling
- Transparent house-edge calculations
- Responsible-play safeguards
- Audio controls
- Responsive UI design
Try the App
Try OpenOdds Casino here:
https://app-bqlx7z4f394x.appmedo.com/
Final Thought
OpenOdds Casino is a premium casino-style simulator with one core difference:
the odds are not hidden.
Every game shows the probability, the risk, the payout, and the house edge before the user plays.
That makes it more than a game demo.
It is a transparency-first experiment in responsible digital entertainment.
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