Mini Agent Toolkit (Python) — Agentic AI Framework for Enterprise

English: A professional-grade micro-framework for implementing Agentic AI systems with Tool Calling, LLM Routing, and structured JSON outputs. Designed for enterprise-level automation and seamless integration of LLMs into legacy business logic.

Italiano: Un micro-framework professionale per implementare sistemi di Intelligenza Artificiale Agentica (Agentic AI) con Tool Calling, LLM Routing e output JSON strutturati. Progettato per l'automazione enterprise e l'integrazione di LLM in logiche di business legacy.

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🚀 Key Features / Caratteristiche Principali

• LLM Router & Tool Registry: Advanced orchestration to decide when and how to trigger external functions (tools).
• Structured JSON Output: Forced schema for deterministic integration with production software.
• Enterprise Logging & Observability: Detailed action logging for auditing AI-driven decisions.
• Modular Architecture: Easily extendable for RAG (Retrieval-Augmented Generation) and complex workflows.
• Production-Ready Testing: Built-in pytest suite with OpenAI mocking for CI/CD pipelines.

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🛠 Strategic Use Cases (Enterprise AI)

This toolkit is a reference implementation for businesses looking to scale:

1. AI-Powered Customer Support: Routing queries to specific database lookups.
2. Legacy System Bridge: Connecting modern LLMs (GPT-4, Claude 3, Gemini) to SQL/Oracle legacy databases.
3. Autonomous Operations: Automating repetitive tasks with human-in-the-loop capabilities.

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📖 Quick Start / Guida Rapida

Installation

git clone [https://github.com/Impesud/mini-agent-toolkit](https://github.com/Impesud/mini-agent-toolkit)
cd mini-agent-toolkit
python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
pip install -r requirements.txt

Configuration

Create a .env file in the root directory:

OPENAI_API_KEY=your_actual_key_here

Run the Agent

python main.py

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🎓 Learning Path & Documentation

This project is part of the Agentic AI Course series by Impesud.

• Deep Dive Article: Guida completa all'Agentic AI - Capitolo 1
• Our Method: Learn how we build Sistemi Agentici per Aziende

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🏛 About the Author: Impesud AI Agency Milano

Impesud is a leading AI Agency based in Milan, Italy, specializing in transforming AI hype into production-ready software. We help CTOs and Innovation Managers bridge the gap between LLMs and business value.

• Services: AI Strategy & Delivery, Data Engineering & MLOps, Intelligent Commerce.
• Contact: Book a Consultation
• LinkedIn: Follow Erick Jara (Head of AI)

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© 2014-2026 Impesud. All rights reserved.

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