Stake.com Provably Fair Audit: 250,000 Rounds Tested — Full Report

We independently tested 250,000 Stake.com game rounds using NIST SP 800-22 statistical tests. Result: 37/37 passed, 10.0/10 EXCELLENT. Here's the full report.

Stake.com Provably Fair Audit: 250,000 Rounds Tested — Full Report

TL;DR: Stake Passes With Flying Colors

Score: 10.0 / 10 — EXCELLENT
Tests passed: 37/37
Games tested: 5 (Dice, Limbo, CoinFlip, Crash, Roulette)
Total outcomes analyzed: 250,000
Methodology: NIST SP 800-22 + Custom Gaming Tests
Seeds used: Real Stake.com seeds (independently sourced)

This is not an opinion piece. This is a mathematical audit. Every number, every test, every seed is verifiable. If you don't believe us — good. Download the data and check yourself.


Data Source & Verification

Transparency about where our test data comes from is non-negotiable. Unlike other review sites that simply claim "we tested it," we disclose exactly what seeds we used, where they came from, and how you can verify our results independently.

Seed Origin

ParameterValue
Server Seed Hashfe8ff24859844caa... (full hash available in raw data)
Client SeedHsWCaELP0o
SourcePublic GitHub repository (DeepSearch_HashGames)
Nonce Range0 – 49,999 per game (250,000 total)
Hash AlgorithmHMAC-SHA256

Independence Statement

  • Seeds were NOT provided by Stake.com. They were obtained from an independent, publicly accessible third-party repository.
  • FairPlay Audit had no contact with Stake before or during this audit. No payment was received. No affiliate relationship existed at the time of testing.
  • HMAC-SHA256 outputs were independently regenerated using our own Scorecard Tool v2.0 and verified against known Stake.com game results.
  • Anyone can reproduce our results using the same seed pair and nonce range. The algorithm is deterministic — identical inputs always produce identical outputs.

Honest Limitations

We believe in stating what our data can and cannot prove:

  • These seeds originate from third-party collection. While HMAC-SHA256 verification confirms they produce valid Stake.com game outcomes, we cannot independently confirm which specific player sessions they belong to.
  • This audit covers one seed pair. Stake rotates server seeds. Our results apply to this specific seed chain. A manipulated casino could theoretically use fair seeds for some rounds and unfair seeds for others.
  • Future audits will include our own verified test accounts as an additional data source — combining large-scale public seed analysis (statistical power) with first-party seeds (provenance proof). This mirrors how certified testing labs like GLI operate: automated mass testing plus manual spot checks.

Why does this matter? Because "trust me, I tested it" is not an audit. An audit requires verifiable data, disclosed methodology, and honest limitations. If a site doesn't tell you where their seeds came from, their "audit" is just an opinion with extra steps.


What We Tested

We independently obtained real Stake.com server seeds and client seeds from verified game rounds. Using our Scorecard Tool v2.0, we generated 250,000 outcomes across 5 games and subjected them to 37 statistical tests.

Our testing methodology mirrors how GLI (Gaming Laboratories International) and eCOGRA audit traditional casinos — but applied to provably fair crypto games. The key difference: we test the raw uniform floats from the HMAC-SHA256 byte generator, not just the game outcomes. If the source bytes are uniformly distributed, the game is mathematically fair.


Test Results by Game

Dice (50,000 rounds) — PASS 8/8

TestStandardResultp-value
Monobit TestNIST SP 800-22✅ PASS> 0.01
Runs TestNIST SP 800-22✅ PASS> 0.01
Block FrequencyNIST SP 800-22✅ PASS> 0.01
Cumulative SumsNIST SP 800-22✅ PASS> 0.01
Chi-Square GoFStandard Statistics✅ PASS> 0.01
Kolmogorov-SmirnovStandard Statistics✅ PASS> 0.01
Serial CorrelationStandard Statistics✅ PASS> 0.01
Runs Up/DownStandard Statistics✅ PASS> 0.01

The raw floats generated by Stake's Dice game show no detectable bias, no serial correlation, and pass all four NIST randomness tests at 99% confidence.

Limbo (50,000 rounds) — PASS 8/8

Identical test battery, identical results. All 8 tests passed with p-values well above the 0.01 significance threshold. The HMAC-SHA256 output for Limbo shows true uniform distribution.

CoinFlip (50,000 rounds) — PASS 7/7

Note: Runs Up/Down test excluded for CoinFlip — this test is not meaningful for binary outcome data. All applicable tests passed. Coin fairness ratio: 50.03% / 49.97% — statistically indistinguishable from a fair coin.

Crash (50,000 rounds) — PASS 7/7

Crash games use a different HMAC call structure (no :round suffix). After normalizing for this, all applicable tests pass. The instant crash rate (1.00x multiplier) was measured at ~3.9%, consistent with a 4% house edge on Crash.

Roulette (50,000 rounds) — PASS 7/7

Chi-Square Goodness of Fit across all 37 numbers (0–36) shows uniform distribution. No number was hit significantly more or less than expected. Roulette-specific distribution test: PASS.


What This Means

After analyzing 250,000 game outcomes across 5 different games, here's what the data tells us:

  • The RNG is fair. All NIST SP 800-22 tests pass at 99% confidence. The raw bytes from HMAC-SHA256 are uniformly distributed.
  • No detectable manipulation. Serial correlation tests show no dependency between consecutive outcomes. The house isn't "adjusting" results.
  • House edge is as advertised. Crash's ~3.9% instant crash rate matches the stated 4% house edge. Dice and Limbo outcomes match their theoretical distributions.
  • The system is verifiable. Every outcome can be independently reproduced using the published seeds and HMAC-SHA256.

What This Does NOT Mean

Let's be honest about the limits of this audit:

  • This does not guarantee future fairness. We tested a specific seed pair. Stake could theoretically change behavior with different seeds.
  • This does not cover all games. Stake offers hundreds of games. We tested the 5 core provably fair games.
  • This does not mean you'll win. The house edge is real. Over time, the casino will profit. That's math, not manipulation.
  • This does not replace personal verification. You should always verify your own rounds using Stake's built-in tools.

Our Methodology

We follow the FairPlay Audit Fairness Testing Framework, which is based on:

  1. NIST SP 800-22 — The U.S. National Institute of Standards and Technology's standard for testing random number generators. Used by government agencies, security firms, and certified testing labs worldwide.
  2. Raw Float Testing — Like GLI and eCOGRA, we test the raw uniform floats from the byte generator, not game-specific outcomes. This is the scientifically correct approach.
  3. Significance Level α = 0.01 — 99% confidence. A test passes only if the probability of the observed data under the null hypothesis (fairness) exceeds 1%.
  4. Minimum 50,000 rounds per game — Ensures statistical significance. Most "audit" sites test fewer than 1,000 rounds.

Our Scorecard Tool is open source. The code, methodology, and raw data will be published on GitHub for independent verification.

Scoring System

ScoreRatingMeaning
9.0 – 10.0EXCELLENTAll or nearly all tests pass. No concerns.
7.0 – 8.9GOODMost tests pass. Minor anomalies, no evidence of manipulation.
5.0 – 6.9FAIRSome tests fail. Investigate further before trusting.
3.0 – 4.9POORMultiple failures. Statistical anomalies detected.
0.0 – 2.9FAILSystematic failures. Evidence of non-random behavior.

Stake.com: 37/37 tests passed = 10.0/10 = EXCELLENT


About This Audit

FieldValue
AuditorFairPlay Audit (The Ex Pit Boss)
DateJune 2, 2026
CasinoStake.com
MethodologyFairPlay Audit Fairness Testing Framework v2.0
StandardsNIST SP 800-22, Chi-Square GoF, KS Test
Sample Size250,000 outcomes (50,000 per game)
Confidence Level99% (α = 0.01)
Data SourcePublic GitHub repository (independently sourced)
IndependenceNo payment from Stake. No prior contact.
ReproducibilityFull seeds, code, and data available

This audit was conducted independently. FairPlay Audit received no compensation from Stake.com. We have no affiliate relationship with Stake at the time of this audit. Our goal is mathematical truth, not marketing.

The Ex Pit Boss has 23 years of casino industry experience, including work in European casinos and international gaming operations.


See also: BC.Game Audit (50,000 rounds, 10.0/10) | Roobet Audit (50,000 rounds, 10.0/10) | Our Independence Policy


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