Kampala by Zatanna vs Auto Mode by Claude Code
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 Auto Mode by Claude Code leads with 551 upvotes
Reverse engineer websites, mobile, or desktop apps instantly
Kampala by Zatanna is a powerful reverse engineering tool designed for developers, security researchers, and QA teams who need to analyze and understand complex applications quickly. It supports instant reverse engineering of websites, mobile apps, and desktop applications, streamlining workflows that traditionally require multiple tools and manual effort. With built-in features to handle Single Sign-On (SSO), authentication, and Multi-Factor Authentication (MFA), Kampala simplifies the process of gaining visibility into request flows and triggering workflows. Its ability to remember login states, cookies, and session contexts allows users to complete workflows once and then replicate them effortlessly, saving time and reducing errors. The platform offers flexible deployment options, including local script execution via MCP or agent harness, as well as hosting APIs on Zatanna’s servers with just a click. Its user-centric design makes it suitable for security analysts, developers, and automation engineers seeking a comprehensive reverse engineering solution.
Pros
- Supports reverse engineering across multiple platforms (web, mobile, desktop)
- Handles complex authentication flows including SSO and MFA
- Keeps session context persistent for seamless workflow automation
- Flexible deployment options with local scripting or cloud hosting
- Provides complete request-to-workflow visibility for thorough analysis
Cons
- Limited user reviews and community feedback due to newness or niche focus
- Potential learning curve for users unfamiliar with reverse engineering tools
- Pricing details are not explicitly outlined, which may affect budgeting decisions
Best for
- • Automating login and data extraction from secure enterprise web portals
- • Analyzing mobile app request flows for security testing or debugging
- • Reverse engineering desktop applications to understand workflows or vulnerabilities
- • Creating automated scripts for testing and QA in complex app environments
Pricing: Likely operates on a SaaS or hybrid model with tiered pricing based on usage, features, or deployment options. Specific pricing details are not publicly disclosed, but may include free trials or basic plans with paid upgrades for advanced features and enterprise use.
Let Claude make permission decisions on your behalf
Auto Mode by Claude Code introduces an innovative approach to automating permission decisions for file writes and bash commands within development environments. By leveraging a sophisticated classifier, it assesses each action's safety—automatically executing safe commands while blocking or handling risky ones differently. This tool is tailored for developers, DevOps teams, and automation enthusiasts seeking to streamline their workflows while maintaining control and security. Its ability to operate in isolated environments adds an extra layer of safety, making it suitable for sensitive or experimental tasks. What sets Auto Mode apart is its intelligent decision-making process, reducing manual oversight and minimizing errors in complex automation scenarios. This makes it an attractive option for teams looking to enhance productivity without sacrificing security or control.
Pros
- Automates permission decisions with high accuracy, saving time
- Operates safely in isolated environments for added security
- Reduces manual intervention and human error
- Supports complex automation workflows with intelligent classification
- User-friendly for developers and automation specialists
Cons
- Potential for false positives or negatives in classification
- Limited information on pricing and deployment options
- May require initial setup and calibration for optimal performance
Best for
- • Automating file write permissions in CI/CD pipelines
- • Managing bash command execution in development environments
- • Securing automated scripts from executing risky commands
- • Streamlining permissions in DevOps workflows
Pricing: Likely follows a freemium model with core features available for free and premium plans for advanced automation and customization. Exact pricing details are not specified but are expected to be subscription-based.