Best experimentation tools in 2025

cursor.sh

AI-powered code editor to enhance programming efficiency.

Roya

AI-driven API design for quick endpoint generation and collaboration.

Coderbuds

Automated code reviews and performance metrics for developers.

Depshub

Automated dependency management for secure software development.

AskCodi

AI-powered assistant for coding efficiency and quality.

Subscription + from $149.99/y
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Chat2Code

Generate React components from simple descriptions in seconds.

Freechat.run

Secure local chat application for macOS users prioritizing privacy.

SolidGPT

Search and navigate code efficiently with contextual understanding.

Snyk

Real-time code analysis for secure software development.

Dropout Developer

AI-driven resources for enhancing coding skills and efficiency.

BugLab by Microsoft Research

Automated bug detection and repair for software development.

Codewars

Engaging platform for coding challenges and community learning.

Peruser

Intelligent AI-driven search for precise information retrieval.

CompanionAI

Choose between leading AI models for various tasks.

Code to Flow

Transform written code into interactive visual flowcharts.

CodeSignal Learn

Interactive learning for programming skills and interview preparation.

AITutor

Personalized learning experiences with advanced AI models.

Free + from $14.99/m
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Rerun

Open-source logging and visualization for AI data management.

Venice.ai

Create and innovate with advanced, private AI models.

AiCogni

Voice-activated assistant for learning and creative tasks.

Chainlit.io

Build, deploy, and manage AI applications with ease.

banruoai.cn

AI-driven writing assistant for emails, contracts, and creative projects.

GPT-Code-Clippy (GPT-CC)

AI-driven code assistant for efficient programming support.

ShotSolve

Instantly analyze screenshots for smart insights and solutions.