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Packages
Uploads Python code coverage reports to coveralls.io, integrating coverage data with the Coveralls service for tracking test coverage over time.
However, be aware the package is unmaintained since 2019 and will not receive updates for API changes or Python version support.
Provides Prefect workflow integration for sending emails, enabling automated email notifications and communications within Prefect orchestration pipelines.
Semble is a code search library that indexes and searches codebases using embeddings, returning relevant code snippets in response to natural-language queries with minimal token overhead.
Install it if you work with coding agents or need fast, token-efficient code search; the MCP integration and CLI are both straightforward to set up.
XTGeo manipulates subsurface reservoir modelling data—3D grids, surfaces, seismic cubes, and wells—using NumPy and C backends for performance, with support for industry formats like RMS and Eclipse.
Generates interactive Highcharts data visualizations from Python, producing JavaScript code and static exports for web browsers and Jupyter environments.
However, clarify the licensing model—especially if you plan commercial use—before committing to a production deployment.
Converts Cerbos authorization query plans into SQLAlchemy Select queries, enabling attribute-based access control enforcement directly in database queries.
Install it if you use Cerbos and SQLAlchemy together and want to avoid loading unauthorized records into memory.
Syncs dbt project metadata (table relationships, descriptions, semantic types) to Metabase and extracts Metabase questions and dashboards back into dbt as exposures.
Install it if you use both tools and want a single source of truth for metadata.
Compares database schemas across two SQLAlchemy-connected databases, reporting structural differences in tables, columns, keys, indexes, constraints, and enums.
Provides plotting functions for xtgeo objects, enabling visualization of subsurface and geospatial data through matplotlib-backed rendering.
Converts text to normalized form and back (inverse normalization) for speech recognition and synthesis pipelines, using weighted finite-state transducers and language models.
Provides thread-safe, disk-based queue implementations using file storage or SQLite that persist across process restarts and support multiple serialization formats.
However, the aging maintenance status (293 days since last release) and lack of recent activity suggest evaluating whether active maintenance matters for your use case.
kcidb-io validates and manipulates Linux Kernel CI reports in JSON format, providing schema-based validation and report creation for kernel testing data.
Converts strings between different text case formats (snake_case, kebab-case, camelCase, PascalCase, etc.) with support for non-ASCII characters and custom word boundaries.
Install it if you need reliable case conversion; the low friction and permissive license make it a safe addition to any project.
A pytest plugin that displays real-time test progress counts (passed, failed, skipped) and instant failure messages during test runs.
However, the aging maintenance status (last commit 276 days ago) means it may not receive updates for new pytest features—verify compatibility with your pytest…
Kubeflow SDK provides Python APIs to submit and manage distributed AI training jobs, hyperparameter optimization, and ML pipelines on Kubernetes without requiring direct Kubernetes knowledge.
Install it if you need to programmatically submit AI workloads to Kubeflow; skip it if you have no Kubernetes infrastructure or prefer direct kubectl/YAML workflows.
Consulate is a Python client library for Consul, providing programmatic access to service registration, health checks, key-value storage, and distributed locking operations.
Norfair adds real-time multi-object tracking to any detector by matching detected coordinates across frames using configurable distance functions and Kalman filtering.
Install it if you need real-time multi-object tracking in video and already have a detector.
Implements root-finding algorithms (bisect, ridder, Brent) for single-variable functions without requiring scipy as a dependency.
No—not for new projects.
Provides a cross-platform wrapper around os.startfile that opens files and URLs with their default system applications on Windows, macOS, and Linux.
Install it if you need to open files or URLs with system defaults in a portable way.
TensorFlow Lite runtime enables on-device machine learning inference on mobile and embedded devices with low latency and minimal binary size.
However, the dormant maintenance status means no recent updates or security patches; verify compatibility with your target model format and hardware before committing…
pytoniq-core provides low-level primitives for working with the TON blockchain: binary object containers (cells, slices, builders), cryptographic operations, Merkle proof verification, and TL-schema serialization for blockchain data structures.
However, verify the license terms first—they are not declared in the metadata—and confirm it fits your use case, as this is a foundational library, not a high-level…
Encodes and decodes image data using the JPEG-LS lossless compression algorithm via the CharLS C++ library, producing compressed byte buffers that can be round-tripped with numpy arrays.
However, verify that the fork remains compatible with your use case and that the 655-day release gap does not signal abandonment; check the repository's recent…
Provides an `@override` decorator that lets you pass function parameters as a dictionary via a `kwargs` argument, ignoring extra keys and allowing parameter overrides without raising errors.
Converts between bounding box formats (COCO, YOLO, VOC, FiftyOne, Albumentations) and computes geometric operations like IoU, area, and intersection.
Provides the base driver interface and context objects that CloudShell shells use to interact with the CloudShell platform, including wrappers for the automation API and logging.
Install only if you are working within the CloudShell platform; it is not a general-purpose library.
Urduhack provides NLP preprocessing, tokenization, part-of-speech tagging, and named entity recognition for Urdu text, built on TensorFlow and designed to work with Urdu language datasets.
However, verify that its TensorFlow dependencies and pre-trained models work in your environment—no active maintenance means you may need to patch compatibility…
Provides structured JSON logging with integrated exception handling that tracks calling context automatically, allowing you to log messages with named parameters and chain exceptions without creating custom exception types.
Integrates the injector dependency-injection library with FastAPI, enabling constructor-based injection of dependencies into route handlers and application code.
Provides a runtime library for executing Open Job Description jobs in isolated sessions, with support for multi-step workflows, parameter spaces, and optional user impersonation on POSIX and Windows systems.
Fits the smallest-area quadrilateral that contains all points from a noisy polygon or point cloud, useful for cleaning up irregular detections before perspective correction or pattern matching.
Install it if your workflow involves cleaning up shape detections; skip it if you need active support or ongoing feature development.
PySequoia provides OpenPGP encryption, decryption, signing, and verification operations in Python by wrapping the Sequoia PGP library, following the IETF standardized protocol.
Provides basic contracts, interfaces, and utility classes for CloudShell orchestration and automation packages, including logging and common code shared across CloudShell shells.
python-freeipa is a lightweight client library for interacting with FreeIPA directory and authentication services over HTTP.
However, verify that the package's API coverage matches your FreeIPA version and use case, and be aware that aging maintenance means you may need to maintain patches…
An async Python wrapper for Discord's user account API, enabling programmatic control of user accounts with support for sessions, relationships, billing, and interactions.
Emits telemetry data from Python UDFs, UDTFs, and Stored Procedures running in Snowflake, using the OpenTelemetry API and SDK.
Install only if you're already using Snowflake's Python compute—it has no value outside that context.
Serializes and deserializes messages using AWS Glue Schema Registry with support for Avro and JSON Schema formats, including local caching and schema evolution checks.
However, maintenance is dormant (last release 2023-10-17), so do not expect active support or new features; use it only if your schema and messaging patterns are…
Makes HTTP requests with browser-like TLS fingerprinting to bypass anti-bot detection and fingerprinting-based blocking on modern websites.
This package is a historical reference to PyPI's infrastructure from 2018; it does not provide functional access to the Python Package Index.
tox-gh automatically selects and runs the appropriate tox environments for each Python version in a GitHub Actions matrix, enabling parallel test execution across multiple workers.
Install it if you use tox for local testing and want to run the same environments in GitHub Actions without manual synchronization.
Provides prebuilt Python wheels for OpenBabel, a molecular chemistry toolkit, making it easy to install OpenBabel via pip without compiling from source.