Opentine is an open-source tool designed to manage, debug, and share agent run artifacts in AI workflows. It addresses challenges faced by users when agent-based processes fail or require reproduction, such as difficulty in debugging, inability to resume from intermediate steps, and challenges sharing precise failing states with collaborators. The platform enables every agent run to be represented as a navigable tree, with each step content-addressed and every branch forkable, allowing users to resume or fork runs from any point and replay them on any machine.
Key features include recording, verifying, forking, replaying, and diffing portable agent run artifacts. Opentine supports both native agents and scoped external CLI harnesses, providing flexibility in integrating with different agent architectures. Users can reconstruct any decision made by an agent, audit the process with immutable run trees, and share or retry workflows efficiently. The tool is designed to be universal, supporting a range of AI models including Anthropic Claude, OpenAI GPT, Google Gemini, Meta Llama via Ollama, and Mistral, with adapters implementing a consistent protocol. Swapping between supported models can be accomplished with a single line change in the code, eliminating vendor lock-in.
Opentine is delivered as a Python-based application, installable via pip, and operates wherever Python runs. It has no external dependencies at runtime, requires no SaaS connectivity, and does not collect telemetry or analytics, making it suitable for on-premises deployment and privacy-sensitive environments. The tool is lightweight, with an install size under 5 MB, and emphasizes focused primitives over complex frameworks, allowing users to build custom solutions atop its core functionality.
0 license, permitting use, modification, commercial distribution, and embedding without restrictive conditions. Opentine is developed by Daedalus Development Group. It is positioned as a "Git for agent runs," providing audit-grade, reproducible, and shareable workflows for production agent infrastructure.
opentine is a Data science & ML workbench product. Debugging, reproducing, and sharing complex AI agent runs by capturing and managing run artifacts in a version-controlled manner. opentine is an open-source project aimed at AI researchers and developers working with autonomous agents and complex workflows. The project is open source (Apache-2.0). opentine is available on the command line, and it can be self-hosted.
opentine first shipped in 2026. The project is developed in the open on GitHub with 37 commits in the last 90 days. Across PulseGate's embedding index, opentine has few near neighbours, marking it as relatively distinct. Among its 7 catalogued features are run recording, artifact verification, and forking runs.
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