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DoCoreAI is an AI prompt optimization tool for developers and teams to reduce LLM cost, improve output, and analyze GPT prompt efficiency—no fine-tuning needed.

Project description

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DoCoreAI – AI Prompt Optimization for Developers [Fine-Tune-Free LLM Optimization Engine]

✅ Optimize LLM Responses • Reduce Token Waste • Improve AI Output Quality


🔥 Downloads 📦 Latest Version 🐍 Python Compatibility ⭐ GitHub Stars 🧾 License


🎯 Who It’s For

  • AI Developers & Prompt Engineers: Automate tuning, get feedback instantly.
  • Product Builders & SaaS Founders: Cut LLM costs without performance loss.
  • Managers & Analysts: Get insights from usage, bloat, and savings reports.

🔧 Developer Quick Start

pip install docoreai
docoreai test

Or use in Python:

from docore_ai import intelligence_profiler

result = intelligence_profiler(
    "Summarize our roadmap milestones",
    role="Product Manager"
)
print(result)

✅ Output:

  • Optimized LLM prompt
  • Intelligence parameters (reasoning, creativity, precision)

✅ Works with: OpenAI, Groq
Coming soon: Claude, LLaMA


📊 A few of What You Get are...

📊 Developer Time Saved

Developer Time Saved – Impact of prompt optimization on dev hours

📉 Cost Savings

Cost Estimation – Estimated API cost savings per prompt

🧱 Bloat Score / Wasted Tokens

Bloat Score – Prompt verbosity analysis and optimization impact

✅ Features

  • No Fine-Tuning Needed – smarter prompts out of the box
  • LLM Cost Reduction SaaS Ready – cut tokens, save money
  • Prompt Analytics for Developers – track, compare, and improve
  • Works with LangChain, FastAPI, Flask, and RAG pipelines

🖥️ CLI Command Reference

docoreai start        # Launch the engine
docoreai test         # Run a test prompt
docoreai show         # Open the local prompt viewer
docoreai dash         # Open dashboard in browser

View insights at: https://docoreai.com/dashboard


⚙️ .env Configuration

OPENAI_API_KEY=
GROQ_API_KEY=
MODEL_PROVIDER=openai
MODEL_NAME=gpt-3.5-turbo
DOCOREAI_TOKEN=
DOCOREAI_API_URL=https://docoreai.com
ALLOW_SYSTEM_MESSAGE_INJECTION=true

📘 Learn More


✅ Quick Start Checklist

  • Install with pip
  • Create a .env file with your API + DoCoreAI token
  • Run docoreai test or start
  • View usage at DoCoreAI Dashboard

🤝 Join the Community


📜 License

Licensed under CC BY-NC-ND 4.0
Contact: info@docoreai.com for business or custom licensing.


👀 Watch repo updates → Subscribe
🍴 Fork it → Contribute on GitHub

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