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Maker Keeper Framework: Set of tools to analyze market maker keepers performance.
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A set of tools for visualizing market making data:

  • oasis-market-maker-chart (trade chart tool for OasisDEX),
  • oasis-market-maker-pnl (profitability calculation tool for OasisDEX),
  • oasis-market-maker-trades (trade history dumping tool for OasisDEX),
  • etherdelta-market-maker-chart (trade chart tool for EtherDelta),
  • etherdelta-market-maker-pnl (profitability calculation tool for EtherDelta),
  • etherdelta-market-maker-trades (trade history dumping tool for EtherDelta),
  • 0x-market-maker-chart (trade chart tool for 0x v1 exchanges),
  • 0x-market-maker-pnl (profitability calculation tool for 0x v1 exchanges),
  • 0x-market-maker-trades (trade history dumping tool for 0x v1 exchanges).


This project uses Python 3.6.2.

In order to clone the project and install required third-party packages please execute:

git clone
cd market-maker-stats
git submodule update --init --recursive
pip3 install -r requirements.txt

For some known Ubuntu and macOS issues see the pymaker README.

Trade chart tools

These tools draw a chart with either the historical GDAX ETH/USD price, the historical GDAX BTC/USD price, or any other price which history has been archived in streamer, recent trades which took place with the keeper (represented as blue or green dots) and all recent trades which took place on this specific market (represented as pink dots). The size of the dots depends on the trade volume. This way we can clearly spot if the keeper is not creating dangerous arbitrage opportunities.

In case of OasisDEX (the oasis-market-maker-chart tool), closest bids and asks will also be shown in the chart (represented as lines).

Sample result for OasisDEX:

Sample result for some other exchange:

Profitability calculation tools

These tools perform profitability calculation of ETH/DAI or BTC/DAI keepers.

Sample text output:

PnL report for DAI market-making:

    Day       # transactions           Bought                 Sold                    Net bought                Cumulative net               Profit          
2017-12-29                 16          19,785.70 DAI        20,230.31 DAI                      -444.61 DAI         326,188.03 DAI                  337.93 USD
2017-12-30                 43          74,652.49 DAI        58,584.57 DAI                    16,067.92 DAI         342,255.95 DAI                2,292.57 USD
2017-12-31                 23          41,964.14 DAI            14.50 DAI                    41,949.64 DAI         384,205.59 DAI                  429.15 USD

The first and the last day of the report may not contain all trades.
As a rolling VWAP window is used, last window of trades is excluded from profit calculation.

Number of trades: 82
Total profit: 2,771.40 USD
Generated at: 2018.01.01 11:32:00 UTC

Trade history dumping tools

These tools export the list of recent trades which took place with the keeper, either as a text table (if invoked with --text) or as a JSON document (if invoked with --json).

Taker address is only present for OasisDEX.

Example text output:

       Date/time          Type       Price       Amount in ETH   Value in DAI                      Taker
2018-01-01 10:00:00 UTC   Buy     990.57615003      5.85517832   5800.00000000   0x8eb07c216cc1a46f135eb67d9ce9c7465893ccf9
2018-01-02 11:30:00 UTC   Sell    990.57615003      6.14822530   6090.28534500   0x78e134c3da7fb2b1b0e04e1bb3cdeb67d14e7a6d

Number of trades: 2
Generated at: 2018.01.02 11:36:18 UTC

Example JSON output:

  "datetime": "2018-01-01 10:00:00 UTC",
  "timestamp": 1516712345,
  "type": "Buy",
  "price": 990.57615003,
  "amount": 5.85517832,
  "money": 5800.00000000,
  "taker": "0x8eb07c216cc1a46f135eb67d9ce9c7465893ccf9"
  "datetime": "2018-01-01 11:30:00 UTC",
  "timestamp": 1516812345,
  "type": "Sell",
  "price": 990.57615003,
  "amount": 6.14822530,
  "money": 6090.28534500,
  "taker": "0x78e134c3da7fb2b1b0e04e1bb3cdeb67d14e7a6d"


See COPYING file.

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