Cleo: Your Custom Local AI Agent – Full Control, Smarter Automation
What is Cleo?
Cleo is an open-source, self-hosted AI automation framework designed to help developers and researchers build customizable intelligent agents. Focused on local-first deployment, Cleo gives users complete control over agent behavior, memory, and task execution. Its modular design makes it ideal for security-conscious teams that want to operate offline or independently of cloud services.
Key Features
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Local-First Architecture:
Run agents locally or on private servers for maximum data privacy and security. -
Modular Tool System:
Comes with built-in, plug-and-play tools like web scrapers, summarizers, and API interfaces that are easy to extend. -
Integrated Memory:
Supports persistent memory using vector databases like FAISS and Chroma for context-aware interactions. -
Chain-of-Thought Reasoning:
Enables agents to plan and execute multi-step tasks by simulating human-like reasoning. -
Highly Extensible:
Agents can be customized via Python or configuration files to meet domain-specific needs. -
Multiple Interaction Modes:
Supports both command-line and Python script interfaces for flexible integration into different workflows.
Technical Overview
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Architectural Design:
Cleo follows a modular architecture with core components like agent loop, memory management, task planning, and execution engine. -
Tool Integration:
Tools can be easily created by adding Python files to thetools/
directory, then registered for agent use. -
Memory System:
Uses FAISS and Chroma to store and retrieve vectorized memory efficiently, enabling contextual responses. -
Deployment:
Offers Docker-based deployment, with a Django backend and Next.js frontend for quick setup of a full-stack application. -
License:
Released under the AGPL-3.0 license, encouraging open collaboration and community contributions.
Project Links
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GitHub Repository: https://github.com/CleoSource/Cleo
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Official Documentation: https://cleo-ai.gitbook.io/cleo
Use Cases
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Personal AI Assistants:
Create fully personalized assistants to handle daily tasks, organize information, and streamline routines. -
Research & Analysis:
Automate reading, summarizing, and organizing academic content to boost productivity. -
Enterprise Automation:
Deploy Cleo in local environments for customer support, data processing, and task automation without compromising security. -
Education & Training:
Build interactive learning assistants for programming education and concept explanation. -
Developer Tools:
Assist developers with code generation, error detection, and performance optimizations in real-time.