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+ Tools for evaluating, monitoring, and understanding ML and LLM systems +
-We all strive to be data driven and yet every day valuable experiment results are lost and forgotten. Comet provides a dead simple way of fixing that. It works with any workflow, any ML task, any machine, and any piece of code. ++ Documentation | + Website | + Opik | + MCP +
-## Examples Repository +Comet builds open tools and infrastructure to help teams ship better models. From ML experiment tracking to LLM tracing and context-aware agents, we support developers across the entire AI lifecycle. -This repository contains examples of using Comet in many Machine Learning Python libraries, including fastai, torch, sklearn, chainer, caffe, keras, tensorflow, mxnet, Jupyter notebooks, and with just pre Python. +--- -If you don't see something you need, just let us know! See contact methods below. +## Getting Started -## Documentation -[](https://badge.fury.io/py/comet-ml) +- π¬ Explore [Opik](https://github.com/comet-ml/opik): Debug, trace, evaluate and monitor LLM apps and RAG pipelines +- π Use [Comet ML](https://www.comet.com): Track experiments, datasets, models, and monitor production ML +- π§ͺ Try real-world [Examples](https://github.com/comet-ml/comet-examples): Notebooks, integrations, and how-tos +- βοΈ Extend with [opik-mcp](https://github.com/comet-ml/opik-mcp): Opik + MCP integration for structured LLM evaluation -Full documentation and additional training examples are available on http://www.comet.com/docs/v2 +--- -## Installation +## Projects -- [Sign up for free!](https://www.comet.com/signup) +- [opik](https://github.com/comet-ml/opik) β Open-source LLM evaluation & tracing framework +- [comet-examples](https://github.com/comet-ml/comet-examples) β Tutorials, notebooks, and example pipelines +- [opik-mcp](https://github.com/comet-ml/opik-mcp) β MCP-powered context and eval framework for Opik -- **Install Comet from PyPI:** +--- -```sh -pip install comet_ml -``` -Comet Python SDK is compatible with: __Python 3.5-3.13__. +## Contributing -## Tutorials + Examples +We welcome contributions of all kinds β code, docs, feedback, and examples. +Start with any repoβs `README` and check out the open issues. -- [fastai](https://github.com/comet-ml/comet-examples/tree/master/integrations/model-training/fastai/) -- [keras](https://github.com/comet-ml/comet-examples/tree/master/keras) -- [pytorch](https://github.com/comet-ml/comet-examples/tree/master/pytorch) -- [scikit](https://github.com/comet-ml/comet-examples/tree/master/integrations/model-training/scikit-learn) -- [tensorflow](https://github.com/comet-ml/comet-examples/tree/master/tensorflow) +Questions? Join us in [Slack](https://www.comet.com/slack). -## Support -Have questions? We have answers - -- Email us at