C
CML
Open Source Model Training and Orchestration
Updated Feb 15, 2026
★ ·
Compared with 22 other Model Training and Orchestration agents Open source Self-hostable Updated Feb 2026
💰 Open Source
🔄 Updated Feb 2026
🖥️ Self-hostable
💰 Pricing
Open SourcePricing not publicly listed (open-source project).
🎯 Use Cases
Automating model training and evaluation in CI/CD pipelines Tracking and comparing ML experiments across team members Generating dynamic reports for model performance and metrics Deploying trained models to cloud or on-premise infrastructure
⚖️ Pros & Cons
✅ Pros
- Seamless integration with GitHub Actions and other CI/CD platforms
- Supports versioning of datasets and models alongside code
- Open-source and self-hostable for full control over infrastructure
❌ Cons
- Requires familiarity with CI/CD concepts and workflows
- Primarily GitHub-centric, with less native support for other platforms
- Limited built-in visualization compared to commercial MLOps platforms
Overview
CML (Continuous Machine Learning) is an open-source library that integrates continuous integration and delivery (CI/CD) workflows into machine learning projects, enabling automated testing, training, and deployment of models. It provides tools for versioning datasets, tracking experiments, and generating reports within CI pipelines.
Problem It Solves
It automates and streamlines the MLOps workflow by bridging the gap between traditional CI/CD practices and machine learning development, reducing manual overhead in model iteration and deployment.
Target Audience: Developers and teams working with model training and orchestration 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 CML, an AI assistant. Help the user accomplish their task efficiently.
Tools & Technologies
LLM APIs Python
Alternatives
- • AutoGPT
- • LangChain Agents
- • CrewAI
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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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CML