Market microstructure integrity scoring

As of

Shadow mode is active during the initial calibration window. Composite scores and band assignments will publish once sufficient peer baseline history has accumulated. Dimension scores are live.

# Exchange Vol. auth. Bk. quality Price form. Cross-venue 30d
01 MEXC 79.8 98.7 90.8 93.9
Vol. auth.
79.8
Bk. quality
98.7
Price form.
90.8
Cross-venue
93.9
02 Bitget 64.3 95.4 93.3 92.6
Vol. auth.
64.3
Bk. quality
95.4
Price form.
93.3
Cross-venue
92.6
03 OKX 72.3 82.0 90.1 84.0
Vol. auth.
72.3
Bk. quality
82.0
Price form.
90.1
Cross-venue
84.0
04 Coinbase 70.2 92.2 87.7 70.9
Vol. auth.
70.2
Bk. quality
92.2
Price form.
87.7
Cross-venue
70.9
05 Bybit 56.2 81.0 91.6 86.7
Vol. auth.
56.2
Bk. quality
81.0
Price form.
91.6
Cross-venue
86.7
06 Kraken 72.1 74.2 92.1 56.8
Vol. auth.
72.1
Bk. quality
74.2
Price form.
92.1
Cross-venue
56.8
07 Gate.io 47.5 95.1 91.6 59.0
Vol. auth.
47.5
Bk. quality
95.1
Price form.
91.6
Cross-venue
59.0
08 Binance 37.3 64.7 93.0 64.2
Vol. auth.
37.3
Bk. quality
64.7
Price form.
93.0
Cross-venue
64.2
HTX 96.4 92.7
Vol. auth.
Bk. quality
96.4
Price form.
92.7
Cross-venue
KuCoin 97.0 96.7
Vol. auth.
Bk. quality
97.0
Price form.
96.7
Cross-venue

Insufficient data for this scoring run. Scores will populate as the data collection window completes.

What does this score measure?

Ten observable microstructure metrics across four dimensions: volume authenticity, order book quality, price formation integrity, and cross-venue consistency. Scores describe observed market behaviour, not intent or fraud, and are regime-sensitive. No self-reported data, no exchange cooperation required.

Read the full methodology →

Commission a written report

In-depth written analysis of an exchange's market data quality. Peer comparison, 30-day trend, notable findings. Pricing per engagement; quote on request.

View report details →