{"slug":"hummingbot","name":"Hummingbot","domain":"hummingbot.org","verdict":"As of 2026-06-25, ChatGPT, Claude, Gemini, Grok collectively rank Hummingbot #5 of 8 for crypto trading bot. Source: https://modelsagree.com/product/hummingbot (modelsagree.com, CC BY 4.0).","best_rank":5,"categories":1,"brief":{"category":"best-crypto-trading-bot","title":"Best crypto trading bot","rank":5,"of":8,"top":"3Commas","day":"2026-07-19","why":[{"t":"Open-source, free framework","m":["Gemini","Claude"],"q":"Fully open-source, local-hosted execution framework"},{"t":"Complete strategy control","m":["Gemini","Claude"],"q":"offering quants complete strategy control"},{"t":"Broad CEX and DEX connectors","m":["Gemini","Claude"],"q":"broad CEX and DEX connectors"},{"t":"Market-making and cross-exchange arbitrage","m":["Claude"],"q":"market-making and cross-exchange arbitrage"}],"gap":[{"t":"Strongest no-code option","m":["ChatGPT","Gemini"],"q":"the strongest no-code option"},{"t":"DCA, grid, signal, webhook, futures","m":["Grok","ChatGPT","Claude","Gemini"],"q":"DCA, grid, signal, webhook, futures"},{"t":"Useful backtesting and trade management","m":["Grok","ChatGPT"],"q":"useful backtesting and trade management"}],"fix":[{"t":"Overkill and complex","m":["Claude","Gemini"],"q":"overkill and complex for simple directional automation"},{"t":"High technical barrier","m":["Gemini"],"q":"High technical barrier requiring Python programming, Docker deployment, and manual infrastructure maintenance."},{"t":"Inventory strategies can bleed","m":["Claude"],"q":"MM inventory strategies can bleed in strongly trending markets"}]},"entries":[{"slug":"best-crypto-trading-bot","title":"Best crypto trading bot","rank":5,"of":8,"score":7,"appearances":2,"modelRanks":{"Claude":4,"Gemini":1},"reason":"Fully open-source, local-hosted execution framework offering quants complete strategy control, DEX/CEX integration, and zero subscription fees.","reasons":[{"model":"Gemini","reason":"Fully open-source, local-hosted execution framework offering quants complete strategy control, DEX/CEX integration, and zero subscription fees."},{"model":"Claude","reason":"The leading open-source, free framework for market-making and cross-exchange arbitrage, professional-grade, with broad CEX and DEX connectors and a serious quant community; unmatched value for liquidity provision. Near-tie with Freqtrade on the open-source-merit axis, edged out because its focus is narrower."}],"fixes":[{"model":"Claude","fix":"Built for market makers/arbitrageurs — overkill and complex for simple directional automation, and MM inventory strategies can bleed in strongly trending markets."},{"model":"Gemini","fix":"High technical barrier requiring Python programming, Docker deployment, and manual infrastructure maintenance."}],"updated":"2026-06-25","rank_history":{"days":["2026-06-25","2026-07-14"],"ranks":[null,4]},"api":"https://modelsagree.com/api/v1/best/best-crypto-trading-bot.json"}],"page":"https://modelsagree.com/product/hummingbot","check":"https://modelsagree.com/check?q=Hummingbot","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}