Trimbly

Compression for AI consumption

Only for Mac

Free

Mac

Code Compression for AI Consumption Trimbly revolutionizes AI-powered code analysis by transforming entire codebases into intelligently compressed, context-rich formats optimized for modern AI models. Whether processing single files or enterprise-scale repositories, Trimbly delivers unmatched compression efficiency while preserving critical semantic relationships. ========================================== ADVANCED LANGUAGE OPTIMIZATION Featuring 19+ specialized language optimizers including Swift, TypeScript, Python, Java, C#, PHP, Rust, Go, Kotlin, Ruby, SQL, Dockerfile, Jupyter Notebook, Shell Script, CSS, HTML, JSON, YAML, and Objective-C. Each optimizer understands language-specific patterns, preserving framework imports, error handling, async patterns, and architectural decisions while eliminating redundant code structures. ========================================== INTELLIGENT AUTO-EXCLUSION SYSTEM Smart Auto-Exclusion achieves remarkable 95-99% token reduction on dependency-heavy projects by intelligently identifying and excluding node_modules, build artifacts, and library folders while preserving dependency manifests and project structure context. The system maintains complete project comprehension despite massive file reduction. ========================================== AI MODEL-SPECIFIC OPTIMIZATION Built-in tokenization intelligence adapts compression strategies for OpenAI, Claude, Gemini, and CodeLlama models. Trimbly understands each model's tokenization patterns and context window limitations, automatically adjusting compression levels to maximize content fit while preserving analytical value. ========================================== HIERARCHICAL PROJECT INTELLIGENCE Advanced output enhancement generates structured project overviews, dependency graphs, and knowledge maps that provide AI models with architectural context before code analysis. This sequential information delivery dramatically improves AI comprehension and analysis quality. ========================================== SEMANTIC COMPRESSION LEVELS Four-tier compression system from Light to Maximum, each calibrated for specific analysis scenarios. Architecture reviews use aggressive compression focusing on component relationships, while debugging tasks preserve detailed implementation context. BPE token optimization provides standardized efficiency measurements across all compression levels. ========================================== ENTERPRISE-GRADE PROCESSING Handles complex project structures including Xcode projects with storyboard analysis, Core Data models, entitlements parsing, and multi-platform build configurations. Advanced error reporting and processing status tracking ensure reliable operation on large-scale codebases. ========================================== FLEXIBLE OUTPUT FORMATS Supports Text, JSON, Markdown, and Minimal output formats with configurable metadata inclusion. Integration-ready outputs work seamlessly with Claude Projects, ChatGPT uploads, and custom AI analysis workflows. ==========================================

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Major Update: Advanced Language-Specific Optimization New Language Optimizers (21 Total) This version introduces specialized compression engines for each programming language, delivering dramatically improved results for AI consumption: Swift & Objective-C - Optimized for iOS/macOS codebases with protocol handling JavaScript & TypeScript - Smart module and React component compression Python - Preserves function signatures while removing verbose docstrings Java & Kotlin - Enterprise-grade optimization for large Spring projects C# & C++ - Efficient handling of namespaces and template code Rust & Go - Maintains ownership semantics and goroutine patterns Ruby & PHP - Web framework optimization (Rails, Laravel, Symfony) SQL - Query optimization while preserving schema relationships CSS & HTML - Frontend asset compression with selector preservation JSON & YAML - Configuration file optimization for DevOps workflows Dockerfile & Shell - Container and deployment script efficiency Jupyter Notebooks - Data science workflow compression Smart Compression Benefits Each optimizer understands language-specific syntax, semantics, and patterns: Preserves critical type information and interfaces Removes language-specific boilerplate and redundancy Maintains functional relationships between components Optimizes based on each language's tokenization characteristics Performance Improvements 40-70% better compression ratios compared to generic optimization Language-aware semantic preservation Faster processing with cached optimizer instances Reduced token usage across all major language models Enhanced Model Support Updated tokenization estimates for popular language models with improved context window utilization and compression efficiency. The language optimizers transform Trimbly from a general compression tool into a specialized AI preparation platform that understands your code.

The developer, Joseph Poirier, indicated that the app’s privacy practices may include handling of data as described below. For more information, see the developer’s privacy policy .

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    The developer does not collect any data from this app.

    Privacy practices may vary, for example, based on the features you use or your age. Learn More

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    • Seller
      • Joseph Poirier
    • Size
      • 5.2 MB
    • Category
      • Developer Tools
    • Compatibility
      Requires macOS 14.6 or later.
      • Mac
        Requires macOS 14.6 or later.
    • Languages
      • English
    • Age Rating
      4+
    • Copyright
      • © 2025 Aeon Digital LLC