🧠 Quota Optimizer MCP Server Stop burning your premium AI quota on routine coding tasks. Offload the "boring stuff" to Groq for FREE.

Agentic code editors like Cursor, Windsurf, and GitHub Copilot are revolutionary, but they burn through your expensive AI quota at an alarming rate. Most of this quota isn't spent on complex architecture—it's wasted on "invisible" data: bloated conversation histories, entire file dumps, and simple questions that don't actually require a $20/month model.

The Quota Optimizer MCP Server acts as an intelligent "quota firewall" for your development environment. It intercepts standard coding requests and routes them to Groq’s lightning-fast Llama 3.3 70B model, giving you the same high-quality answers instantly and for zero cost.

🚀 Key Benefits 10x Your Subscription Mileage: Reserve your premium Claude/GPT-4o quota for complex implementation while Groq handles 85% of your daily questions. Proactive History Compression: Stop paying for "history bloat." The server monitors your conversation length and proactively alerts you with a Groq-generated summary to reset your context safely. Zero-Latency Local Caching: Uses Jaccard similarity matching to identify repeated questions and serve responses from a local cache in under 1ms. Real-Time ROI Tracking: Built-in stats dashboard shows exactly how many tokens and hits you've saved across your session and all-time usage. 🛠️ The 13-Tool Power Suite Layer 1: Local Optimization (Zero Cost) check_cache: Scans your local history for similar past answers (85%+ similarity threshold). get_stats: Displays your "Quota Protection" dashboard with detailed token savings. Layer 2: Infrastructure & Routing route_model: Automatically classifies your task as Simple, Medium, or Complex to recommend the right model. compress_history: Generates a 3-4 sentence "Lean Context" summary of your conversation to help you start a fresh, cheap chat. Layer 3: Groq-Powered Task Tools explain_code: Clear, step-by-step breakdowns of functions, classes, or logic. diagnose_error: Analyzes stack traces and logs to provide root cause identification and a concrete fix. generate_tests: Writes comprehensive unit tests (Jest, Vitest, etc.) covering happy paths and edge cases. write_docstring: Generates professional JSDoc/TSDoc or Python docstrings instantly. review_code: Meticulous code reviews for security, performance, and maintainability. generate_commit_msg: Produces clean, conventional commit messages based on your git diff. generate_types: Transforms raw JSON objects into perfectly typed TypeScript interfaces or Zod schemas. generate_regex: Explains and writes complex regular expressions with included test cases. ⚡ Quick Start Get a Groq API Key: Claim your free key at console.groq.com. Configure Environment: Add GROQ_API_KEY=your_key to your environment or

.env file. Connect to Editor: Add the server to your Cursor, Windsurf, or Antigravity MCP settings. Stop paying for what should be free. Install Quota Optimizer and make your AI subscription last 10x longer.