How keel Compares to Other Trading Bots

Freqtrade, Jesse, and Hummingbot are established, capable open-source trading bots — far more mature than keel, with communities orders of magnitude larger. If you want general algorithmic trading with the widest exchange coverage, they are the better answer.

This page states, factually and from public repositories, where keel differs: keel is not a better trading bot — it is a different thing, an enforcement engine for Shariah compliance you supply.

Structural comparison

Property keel Freqtrade Jesse Hummingbot
License Apache-2.0GPL-3.0MITApache-2.0
Language PythonPythonPythonPython
Purpose Enforcing Shariah compliance you supply, on spot tradingGeneral trading bot developmentStrategy research and tradingMarket making / high-frequency strategies
Venue adapters Coinbase (reference); Robinhood & Alpaca ship unwiredMany major exchangesSeveral exchangesMany CEXs and DEXs
Backtesting Production-faithful, liquidity-scaled slippageYesYesYes
Mandatory gate before live trading Two-part: performance floors + overfitting check (PBO/CSCV), 100-trade floorNoNoNo
Shariah compliance machinery Attested fail-closed screening + 18 un-overridable rails (incl. qabd)Not built inNot built inNot built in
Honest result stated about own rules Yes — on the front pageNot publishedNot publishedNot published

Facts from each project's public repository, August 2026. Community scale (GitHub stars, same date): Freqtrade ~53k, Hummingbot ~19.5k, Jesse ~8.3k — keel just launched. Freqtrade, Jesse, and Hummingbot are projects of their maintainers; their names appear here solely to identify them.

How to read this

Every project here backtests strategies and can trade crypto. The differences that matter are structural: what the engine refuses to do, what it requires before a rule may trade live money, and whether compliance is machinery or nothing at all.

None of the comparison cells are value judgments. Freqtrade's breadth, Jesse's research workflow, and Hummingbot's market-making depth are real strengths — keel has none of them, by design.

What keel will not do

  • Chase exchange coverage: Coinbase is the wired reference adapter; Robinhood and Alpaca adapters ship deliberately unwired.
  • Trade anything but long-only spot: no leverage, no shorting, no derivatives.
  • Promote a rule on backtest brilliance alone: the overfitting check (PBO/CSCV) can veto it.
  • Promise profit: no shipped rule family is net-positive at the taker fee actually paid, and the site says so on its front page.

The honest result, stated first

No shipped rule family is net-positive at the taker fee actually paid on Coinbase (~1.2% per leg). The viable parameter/fee intersection is empty under production-faithful execution — 0 of 90 configurations in one measurement matrix, 0 of 82 in another. Cost is the binding constraint, not signal quality.

The experiment record