Packages
Creates and verifies cryptographically signed Trust Records that prove an AI agent ran under a specific policy in a verified hardware environment, touching classified data and invoking identified tools.
However, it is in Alpha (v0.2) and explicitly marked for developer preview—do not rely on it in production without reviewing the Limitations page.
AgentScope is a production-ready framework for building multi-agent systems with LLMs, providing abstractions for agent composition, tool management, model integration, and service deployment.
aggdraw provides high-quality 2D drawing for images using the Anti-Grain Geometry library, with anti-aliasing and alpha compositing support.
Agilicus SDK provides Python bindings and a CLI tool for accessing the Agilicus Zero-Trust Network Access platform via its REST API, enabling programmatic and interactive management of users, policies, and network access.
A lightweight REST API client with transparent Python syntax that maps directly to HTTP requests, supporting GitHub, Facebook, DigitalOcean, OpenWeatherMap, SalesForce, and other REST APIs with minimal boilerplate.
Agno is a framework and runtime for building, deploying, and managing agent platforms with built-in APIs, storage, security, and observability.
agnoctl is a command-line interface for creating and managing AgentOS projects, with built-in support for nine deployment platforms including Docker, AWS, Azure, Fly, GCP, Helm, Modal, Railway, and Render.
Converts datetime, timedelta, and timestamp objects into human-readable time phrases like '1 year, 127 days ago' or 'in 2 days, 3 hours', with customizable precision, tense, and abbreviation.
Install it if you need to display relative timestamps in human-readable form; skip it only if you're already using a heavier datetime library that includes this feature.
ahocorapy implements the Aho-Corasick algorithm in pure Python to search for multiple keywords in text or arbitrary sequences in linear time, supporting unicode and case-insensitive matching.
Install it if C extensions are unavailable or undesirable; if you are searching very dense text with many overlapping matches and latency is critical, a C-based…
Searches for multiple substrings in text or bytes using the Aho-Corasick algorithm, returning match positions and matched patterns with configurable overlap and matching strategies.
Provides Python methods and data structures to access SAP's AI API, enabling queries and management of scenarios, executables, and configurations in AI Core environments.
Provides Python methods to manage scenarios, workflows, and resources in SAP AI Core, including pipeline execution, model deployment, and metric logging.
ai-edge-litert runs machine learning models on mobile and embedded devices with low latency and small binary footprint, supporting Android, iOS, and other operating systems.
LiteRT is a runtime for running trained machine learning models on mobile and embedded devices with low latency and minimal binary footprint.
However, avoid it for production deployments requiring stability—use a stable release instead.
Visualizes and debugs machine learning model graphs with hierarchical layer expansion, metadata overlay, and interactive exploration across TFLite, TensorFlow, TFJS, MLIR, and PyTorch formats.
Quantizes LiteRT models to reduce size and improve inference performance on edge devices, supporting dynamic, weight-only, and static quantization strategies with configurable recipes.
AI-Parrot is an async-first Python framework for building, extending, and orchestrating AI agents and chatbots with unified LLM provider support, tool management, agent-to-agent communication, and Model Context Protocol (MCP) serving.
However, the 44 runtime dependencies create medium install friction; verify that the dependency footprint is acceptable for your deployment environment.
Supports participation in the ECMWF AI Weather Quest competition by enabling forecast submission, evaluation of sub-seasonal forecasts, and training data download for AI-based weather prediction models.
Python SDK for accessing AI21 Labs' language models (including Jamba) via REST API, with support for chat completions, text completion, streaming, and agent orchestration.
However, verify the license terms first, and be aware that the package is aging (last release 281 days ago) with no visible recent maintenance activity—suitable for…
AI4TS provides a framework for building machine learning models that work with time-series data, including incomplete, irregularly sampled, and partially observed sequences through imputation, interpolation, classification, clustering, and forecasting.
Install it if you work with incomplete or irregularly sampled time-series data and need a framework to handle imputation, classification, clustering, or forecasting.
Builds and validates TLS certificate chains by fetching missing intermediate certificates via the AIA (Authority Information Access) extension, working around CPython issue 18617 where servers don't provide the full chain.
However, its pre-alpha status and dormant maintenance (last release 2021-11-27) mean no active support or updates; use it as a workaround, not a long-term solution.
Python bindings for ai-coustics audio enhancement, voice activity detection, and analysis SDK, supporting real-time audio processing with numpy arrays.
Aider is an AI pair programming tool that runs in your terminal, letting you collaborate with LLMs to build new projects or modify existing codebases through natural conversation.
However, you must: (1) address the 4 known security vulnerabilities before using it in production or with sensitive code, (2) have an API key for a supported LLM and…
Aigie is the Python SDK for Kytte, a runtime reliability platform that detects and autonomously remediates failures in agentic AI systems during execution.
AILment provides the intermediate language (IL) representation used by the angr binary analysis framework to represent and manipulate program semantics across different CPU architectures.
Aim logs training runs and AI metadata, then provides a web UI and Python API to compare, visualize, and query experiments programmatically.
Install it if you can tolerate the medium dependency footprint and are willing to verify the four known security vulnerabilities do not affect your threat model.
aimmspy provides Python bindings to run AIMMS optimization models headless from Python scripts, exchanging data via pandas, polars, or PyArrow and executing AIMMS procedures programmatically.
Provides core molecular featurization and similarity comparison utilities for analyzing chemical diversity and structure relationships in molecular datasets.
However, maintenance is aging—the project is no longer actively developed—so evaluate whether you need ongoing support or can work with a stable snapshot.
Provides async access to GeoJSON feeds with automatic feed management, tracking new, updated, and removed entries across updates.
Provides async access to the GeoNet NZ Quakes feed, parsing earthquake data as GeoJSON with filtering by radius, magnitude, and time interval.
Async client library for retrieving New Zealand volcanic alert data from GeoNet's GeoJSON feed, with distance filtering and feed management capabilities.
Async client library for fetching and filtering NSW Rural Fire Service incident data as GeoJSON, with support for geographic radius and category filtering.
Install it if you need async access to NSW RFS incident data with geographic and category filtering.
Provides async access to GeoRSS feeds with support for multiple geometry types and feed management tracking of new, updated, and removed entries.
Provides async access to Global Disaster Alert and Coordination System (GDACS) feeds, parsing disaster events with geographic filtering and status tracking.
Install it if you need to monitor disaster events with geographic filtering; skip it if you don't need real-time emergency data.
aio-pika is an asyncio-based wrapper around aiormq that provides a high-level, object-oriented API for publishing and consuming messages on RabbitMQ via AMQP.
Asynchronous Python library for retrieving real-time and historical sensor data from local air-Q air quality monitoring devices over the network.
Install it if you own an air-Q device and need to integrate its data into a Python application.
An async Python library for controlling and monitoring Airzone HVAC devices over their local API, using aiohttp for non-blocking network communication.
Async Python library for controlling Airzone Cloud HVAC devices using aiohttp.
However, the aging maintenance status (353 days since last release) and small community footprint (3 GitHub stars) suggest limited real-world validation—evaluate…
Async Python library for controlling and querying Amazon Alexa devices and routines through their web API.
An async Python library for querying Ambient Weather personal weather stations via REST and WebSocket APIs, with support for both authenticated and public data access.
However, expect no active maintenance—dormant status means no bug fixes or updates for new API changes.