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🔧 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.

A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment

  • ipyleaflet
  • folium
  • mapping
  • python

TranslatedTranslators is a library that aims to bring free, multiple, enjoyable translations to individuals and students in Python.

  • youdao
  • alibaba
  • sogou
  • deepl

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.

  • dataops
  • dataops-platform
  • elt
  • open-source

TranslatedA skill for official document writing (公文, gongwen), distilled from a corpus of 1.02 million characters, that turns the writing style of official documents into measurable, verifiable quantitative data

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

  • agent-orchestrator
  • deterministic-replay
  • air-gap
  • audit-trail

Source-available semantic and context layer, rule engine, and semantic sidecar for agentic AI and governed analytics. Compiles declarative YAML models into optimized SQL, KPIs, and semantic context across 8 SQL dialects.