The interactive graphing library for Python :sparkles:
π§ pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.
The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run
Declarative User Interfaces for Python
Declarative visualization library for Python
Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
Generic templated configuration management for Kubernetes, Terraform and other things
AI on the way. An auto deep learning pipe dream. An RDBMS approach to deep learning. Declarative, explainable, scalable, optimizable, easy to deploy, all that good stuff.
Construct Apache Airflow DAGs Declaratively via YAML configuration files
Declarative network configuration for various backends
A declarative, π»ββοΈ-native data frame validation library.
Declarative YAML around SQL for dbt-native dashboards: easy for agents to write, easy for humans to audit.
Declarative parameters for robust Python classes and a rich API for reactive programming
A toolbox for processing and analysing air traffic data
Declarative GUI framework for Python and Qt
A linked-list discipline for knowledge, memory and pointer hygiene in large projects: five laws plus portable Python engines (declarative rule table, dry-run health check, link-integrity scan).
Drive OriginLab Origin scientific plotting from AI chat via MCP. 74 tools: modal-dialog watchdog, LabTalk safety gate, FigureSpec declarative YAML, fit params, matrix tools, matplotlib bridge, PPT assembly, editable OPJU delivery. Windows + Origin 2021+.