Wednesday, April 15, 2026

manojmallick/sigmap: Achieve 97% Token Reduction for AI Coding Sessions – Zero Dependencies, Supporting 21 Languages on MCP Server · GitHub

Unlock Your AI Potential with SigMap!

Are you tired of AI guesswork? SigMap ensures your AI operates with precise context and understanding.

  • What It Does: SigMap extracts function and class signatures from your code, creating a compact context file that enhances AI performance.
  • Key Stats:
    • 🔍 Increase file accuracy: 84.4% success in finding the right context.
    • ⏱️ Fewer retries: Reduce prompts from 2.84 to 1.59 per task.
    • ⚡ Drastically lower token usage: From ~80K to just ~2K tokens.
  • Supported Languages: Works seamlessly with 25 programming languages, making it versatile for any development environment.
  • Latest Update: Version 4.1.0 includes Smart Budget, auto-scaling to your repository size!

Optimize your AI workflows and eliminate guesswork today! 🌟

👉 Ready to boost your code’s efficiency? Share your thoughts below!

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