YCML

Open Source

General-Purpose Machine Learning Updated Feb 15, 2026

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Compared with 13 other General-Purpose Machine Learning agents Open source Self-hostable Updated Feb 2026

💰 Open Source 🔄 Updated Feb 2026 🖥️ Self-hostable

💰 Pricing

Open Source

Free and open-source under the MIT license.

🎯 Use Cases

Building custom ML models for iOS apps Adding native ML features to macOS applications Prototyping ML solutions in Swift/Objective-C environments Educational projects for learning ML in Apple's ecosystem

⚖️ Pros & Cons

✅ Pros

Native integration with Objective-C and Swift
MIT license allows for flexible use
Specifically optimized for Apple platforms

❌ Cons

Limited to Apple's ecosystem (no cross-platform support)
Smaller community compared to Python-based ML frameworks
Documentation may be less comprehensive than mainstream alternatives

Overview

YCML is a machine learning framework designed for Objective-C and Swift, enabling developers to integrate ML capabilities into macOS and iOS applications. It provides tools for building and training models natively within Apple's ecosystem.

Problem It Solves

Simplifies the implementation of machine learning in Objective-C and Swift applications, eliminating the need for bridging to other languages or frameworks.

Target Audience: Developers and teams working with general-purpose machine learning automation.

Inputs

• User configuration
• API credentials (if required)
• Task parameters

Outputs

• Automated task results
• Status reports
• Generated content or actions

Example Workflow

1 User configures the agent with required parameters
2 Agent receives input data or trigger
3 Agent processes the request using its core logic
4 Agent interacts with external services if needed
5 Results are returned to the user

Sample System Prompt


              You are YCML, an AI assistant. Help the user accomplish their task efficiently.

Tools & Technologies

LLM APIs Python

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FAQs

Is this agent open-source?: Yes
Can this agent be self-hosted?: Yes
What skill level is required?: Intermediate

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