{"slug":"ape","name":"Ape","domain":null,"verdict":"As of 2026-07-19, ChatGPT, Claude, Gemini, Grok collectively rank Ape #4 of 6 for smart contract development framework. Source: https://modelsagree.com/product/ape (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":1,"brief":{"category":"best-smart-contract-development-framework","title":"Best smart contract development framework","rank":4,"of":6,"top":"Foundry","day":"2026-07-20","why":[{"t":"Python-native framework","m":["Claude","Gemini","ChatGPT"],"q":"The best Python-native framework"},{"t":"Native contract testing","m":["Claude","Gemini","ChatGPT"],"q":"native Python contract testing"},{"t":"Modular multi-chain plugins","m":["Claude","ChatGPT"],"q":"multiple EVM chains through a modular plugin architecture"},{"t":"Built for quantitative teams","m":["Claude","Gemini"],"q":"built specifically for data scientists, quantitative finance teams, and MEV researchers"}],"gap":[{"t":"Fast Rust toolchain","m":["ChatGPT","Claude","Gemini","Grok"],"q":"fast Rust toolchain"},{"t":"Best-in-class security testing","m":["ChatGPT","Claude","Gemini","Grok"],"q":"best-in-class fuzzing and invariant testing"},{"t":"Strong ecosystem and adoption","m":["Claude","Grok"],"q":"most serious protocols and auditors work in it, so ecosystem examples, cheatcodes, and hiring all point here"}],"fix":[{"t":"Grow plugin ecosystem","m":["ChatGPT","Claude","Gemini"],"q":"a smaller developer plugin ecosystem than Node/TypeScript frameworks"},{"t":"Improve integrations and examples","m":["ChatGPT","Claude"],"q":"fewer integrations and examples than Foundry or Hardhat"},{"t":"Improve execution speeds","m":["Gemini"],"q":"Slower execution speeds than Rust-native tools"}]},"entries":[{"slug":"best-smart-contract-development-framework","title":"Best smart contract development framework","rank":4,"of":6,"score":5,"appearances":3,"modelRanks":{"ChatGPT":5,"Claude":4,"Gemini":4},"reason":"The best Python-native framework — pytest-based testing, multi-chain plugin architecture, and first-class support for Vyper as well as Solidity; the natural choice for DeFi quant/data teams and Vyper shops where Python is the house language.","reasons":[{"model":"Claude","reason":"The best Python-native framework — pytest-based testing, multi-chain plugin architecture, and first-class support for Vyper as well as Solidity; the natural choice for DeFi quant/data teams and Vyper shops where Python is the house language."},{"model":"Gemini","reason":"Modular Python-based framework (successor to Brownie) built specifically for data scientists, quantitative finance teams, and MEV researchers who require native Python contract testing, analytics, and transaction scripting. Assumes Python stack integration is required."},{"model":"ChatGPT","reason":"A clean Python framework spanning compilation, testing, deployment, account management, contract interaction, and multiple EVM chains through a modular plugin architecture."}],"fixes":[{"model":"ChatGPT","fix":"Plugin quality and coverage vary, and its smaller practitioner ecosystem provides fewer integrations and examples than Foundry or Hardhat."},{"model":"Claude","fix":"Much smaller community and plugin surface than Foundry/Hardhat, so you hit undocumented edges sooner and hiring for it is harder."},{"model":"Gemini","fix":"Slower execution speeds than Rust-native tools and a smaller developer plugin ecosystem than Node/TypeScript frameworks."}],"updated":"2026-07-19","api":"https://modelsagree.com/api/v1/best/best-smart-contract-development-framework.json"}],"page":"https://modelsagree.com/product/ape","check":"https://modelsagree.com/check?q=Ape","updated":"2026-07-21T04:28:25.186Z","attribution":"modelsagree.com, CC BY 4.0"}