Open source. Open possibilities.

Rich is a Python library for beautiful terminal formatting: colors, styles, tables, progress bars, markdown, syntax highlighting, tracebacks, logging, and more, with a flexible Console API and rich print.

Lightweight Python execution pipeline library that uses @action decorators to define tasks, supports retry, parallel execution, observability, and one-click deployment to 34+ cloud platforms including AWS Lambda, GCP Cloud Run, and Kubernetes.

A collection of Natural Language Processing experiments focusing on word vectors, transformers, and fundamental NLP algorithms.

Zulip is an open-source team chat application featuring unique topic-based threading designed for both live and asynchronous communication.

Step-by-step 30-day Python programming challenge covering fundamentals through web scraping, pandas, MongoDB, and APIs, with hands-on exercises and translations in multiple languages.

Micro Opinion (BettaFish) is a multi-agent public opinion analysis system built from scratch, with AI crawler clusters, multimodal analysis, forum collaboration, and intelligent reports to break information bubbles, restore public sentiment, predict trends, and assist decisions. Supports 30+ social platforms, private database access, pure Python, Docker deployment.

Wasat is a type-hinted asynchronous Python client library for the Gemini Protocol, featuring streaming support and flexible certificate verification.

A Python serverless microframework for quickly creating and deploying applications using AWS Lambda.

FastAPI is a modern Python web framework for building APIs with standard type hints, featuring automatic OpenAPI documentation, data validation via Pydantic, high performance via Starlette, and interactive Swagger UI and ReDoc interfaces.

Zara is an experimental local-first AI assistant and Linux desktop copilot that combines symbolic logic (Prolog) with LLMs for intent handling and reasoning.

MiroFish is a multi-agent swarm intelligence prediction engine that simulates social dynamics from seed data. Users provide context (news, scenarios), and thousands of LLM-powered agents with memory and personas interact in a digital sandbox to generate prediction reports and interactive simulations.

Sherlock is a command-line tool that hunts down social media accounts by username across 400+ networks. It supports multiple usernames, site filtering, proxy use, and output in text, CSV, or XLSX formats, with installation via pip/pipx, Docker, or system packages.

TerraSecure is an ML-powered security scanner for Terraform and HCL Infrastructure as Code across AWS, Azure, and GCP. It detects cloud misconfigurations at build time using a multi-cloud rule engine, an XGBoost ML model for AWS, and AI analysis for contextual remediation, integrating with CI/CD workflows.

Python client for TickTick's unofficial api/v2 endpoint, the same one the web and desktop clients use. It offers read and write access to tasks, habits, focus/pomodoro sessions and calendar events, with cookie-based login instead of an OAuth app registration.

Ruff is an extremely fast Python linter and code formatter written in Rust, designed to replace multiple tools like Flake8, Black, and isort with a single interface.

Memray is a Python memory profiler that tracks allocations in Python, native extensions, and the interpreter. It generates reports like flame graphs, supports threads and native code, and works on Linux/macOS.

TurkeyBite is an open-source domain and host context analysis pipeline that analyzes client network traffic to categorize requested domains (e.g. adult content, gambling, shopping). It uses a Docker-based stack with Packetbeat/Browserbeat, Valkey, OpenSearch and Bind9, is non-intrusive (does not block client requests), and outputs analysis results to OpenSearch Dashboards or Syslog.

Typer is a library for building CLI applications based on Python type hints, designed for ease of use for both developers and end-users.

nepenthe builds, versions and distributes shared conda/PyPI environments: describe a manifest, solve once with rattler, freeze a portable multi-platform lock, publish to a versioned registry, and install without conda.

Vtx is a minimalist coding agent harness featuring a Textual TUI and headless CLI. It offers a lean ~2,600-token system prompt, supports 50+ LLM providers, and includes modular skills, session trees, and safe permission controls.