Kiln is a free, local-first workbench and open-source Python library for AI development tasks including evals, RAG, agents, fine-tuning, and synthetic data generation. It runs locally with optional Ollama offlining and supports team collaboration via Git integration.
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What it is
Kiln is a workbench for the full AI development loop: evals, optimization, prompts, RAG, fine-tuning, synthetic data, agents, and tools. The desktop app enables team collaboration without code, and a MIT-licensed Python library enables deployment to production. Runs locally with optional offline mode via Ollama.
How it works
Kiln provides a desktop app and an open-source Python library (kiln-ai) to perform evals, auto-prompt optimization, RAG, agent orchestration, and fine-tuning across many models. The app supports git-based collaboration, and the library can load Kiln projects, run tasks, build fine-tunes, and integrate with dataframes. The project emphasizes tracking quality across evaluation, optimization, and deployment dimensions.
Getting started
- Install Kiln Desktop for macOS, Windows, or Linux via the download page.
- Quickstart: follow the 5-minute quickstart in the docs to run your first task.
- For code usage: install the Python library with the command shown in the README.
Command shown in README:
pip install kiln-ai
Other starting points include the Docs Quickstart and Python library quickstart links.
Recent releases
Latest releases:
- v1.0.4 Kiln Desktop - v1.0.4 (2026-07-16)
- v1.0.3 Kiln Desktop - v1.0.3 (2026-06-23)
- v1.0.2 Kiln Desktop - v1.0 (2026-05-11)
- v0.28.0 Kiln Desktop - v0.28.0 (2026-04-22)
- v0.26.0 Kiln Desktop - v0.26.0 (2026-03-18)
Traction
The repository shows 5010 stars and 377 forks, with 79 open issues.
Behind the repo
Kiln is developed by Kiln-AI (Chesterfield Laboratories Inc.) and is open-source under the MIT license for the core library and a source-available desktop app. Kiln Pro offers paid features, while the core app remains functional without it.
Caveats
- License: MIT for the library; desktop app is source-available. The README notes no explicit license field in the provided facts.
- Age: Created 2024-07-23.
- Open issues: 79.
- Last push: 2026-08-04.






