Developer guide¶ Getting started Dependency management Using uv Running unit tests Automatic coding style check Building the documentation Continuous integration LLM-Assistant Integration Docs on Context7 Getting started Common Use Cases Related Documentation API Keys and Rate Limits Keeping Documentation Updated Contributing with AI: The “Vibe Coding” Guide 1. Human Authorship and Ultimate Responsibility 2. Transparent Disclosure 3. Strict Attribution and Provenance 4. Code Review 5. Open Science and Autonomy Pull Request Checklist Command line interface Adding benchmarks Identifying metrics Recording citations and contributor credit Running Calculations a. Defining a script that iterates over models (recommended) b. Defining a ZnTrack node to run via mlipx Analysing Calculations Build Dash components Framework credit and custom group tags Adding new interactivity Testing Adding categories Running tests Calculations Speed markers Inspecting runtimes Analysis Adding a model to existing analysis Updating bespoke figures Application Data Calculations and analysis Application Browser test fixture Adding models Overview of the process Model entry format Examples Supported model families Dependencies and extras Adding a new model family Checking a new entry Levels of theory Flagging level of theory mismatches Naming conventions Standard methods Dispersion corrections Special values Reference table See also Benchmark scoring Weights and Score Aggregation Scoring and normalisation Element filtering Calculations Analysis Application