Packages
Metaflow extension that pre-bakes conda and PyPI dependencies into Docker images at deploy time, eliminating conda bootstrap overhead when tasks start on remote runners.
Install only if you have a registry and build service already available or planned; it adds no value for local-only flows.
Provides type stubs for the Metaflow package, enabling static type checking and IDE autocompletion for Metaflow workflows and APIs.
Provides a Metaflow decorator that integrates PyTorch distributed training via torchrun, allowing you to run multi-node torch programs as parallel Metaflow tasks without modifying your training code.
Metagit provides cross-repository awareness and management for multi-repo projects, capturing dependencies and relationships in version-controlled manifests to help teams understand project structure and context.
However, verify the license terms before use—the fact sheet shows license treatment as unclear despite the description claiming MIT.
MetaKernel is a base class for building custom Jupyter kernels in Python, providing core magic functions like help, completion, parallel processing, and shell integration.
Install it if you are building a custom Jupyter kernel or want to add MetaKernel magics to IPython.
Python client library for indexing and querying documents through the Metal API, handling authentication and request serialization.
However, the dormant maintenance status means you should verify compatibility with your Metal instance before relying on it in production, and be prepared to maintain…
Implements the Metaphone and Double Metaphone phonetic encoding algorithms to generate approximate phonetic codes for words and names, useful for fuzzy matching and handling misspellings.
However, verify compatibility with your Python version first—requires_python is unspecified, and the last release was 2016-08-24.
Python SDK for the Exa web search API, providing search, content retrieval, and agent-based research capabilities with structured output and streaming support.
Parses METAR and SPECI coded aviation weather reports into structured data, extracting temperature, wind, visibility, pressure, and other meteorological observations.
Connects Python to MetaTrader 5 Terminal to retrieve financial market data (bars, ticks, instrument details) and execute trading operations via the platform's API.
Python client for the private Météo-France API, providing access to weather forecasts, rain predictions, and weather alerts for French departments and Andorre.
Connects Python applications to the Meteomatics Weather API to retrieve historic, current, and forecast weather data globally in time series and areal formats.
Meteostat provides access to historical weather and climate data from weather stations worldwide, allowing you to retrieve and analyze temperature, precipitation, and other meteorological measurements for specific locations and time periods.
Verify the actual license terms in the repository before use, since the package metadata does not formally declare them.
Python client library for the Method API, enabling programmatic access to entity management, identity verification, account connections, and credit scoring across financial institutions.
However, it is tightly coupled to Method's proprietary API and requires a valid account and API key; it is not useful outside that ecosystem.
Adds single-dispatch method support to Python classes, allowing methods to dispatch on the type of their first argument with independent dispatch tables per subclass.
Provides LRU caching for methods, classmethods, and staticmethods with proper lifetime management tied to instances or classes, extending functools.lru_cache to work correctly on class-bound callables.
Parses and manipulates ISO 8601 date-time strings according to the 2004 specification, providing a Python API similar to the standard datetime module for working with dates, times, durations, and recurrences.
Install it if your application receives or generates ISO 8601 formatted dates.
MetPy provides tools for reading, visualizing, and performing calculations on weather data, integrating with the scientific Python ecosystem (NumPy, SciPy, Matplotlib).
Install it if you work with weather or atmospheric data.
MetricFlow compiles metric definitions into reusable SQL queries, handling multi-hop joins, complex metric types, and aggregations across different time granularities.
Provides a Python client library for the Metronome REST API with full type definitions, supporting both synchronous and asynchronous operations via httpx.
Install it if you need to integrate with Metronome's usage ingestion or billing APIs from Python.
mf2py parses HTML documents to extract microformats2 data structures, with backwards compatibility for microformats1 and experimental metaformats support.
However, dormant maintenance (980 days since last release) means you should not expect bug fixes or spec updates; use it only for stable, well-established…
An MCP server that connects ServiceNow instances via browser-based MFA/SSO authentication (Okta, Entra ID, SAML) or API keys, exposing ServiceNow operations as tools for AI clients.
mfusepy provides Python bindings to libfuse 2 and 3, enabling you to create custom filesystems in userspace that the kernel exposes as mountable volumes.
Install it if you need to build a custom filesystem in Python and have libfuse available on your system.
Converts between MGRS (Military Grid Reference System) coordinates and decimal degrees latitude/longitude using a ctypes wrapper around GeoTrans C code.
Calibrates multiscale and traditional geographically weighted regression (GWR/MGWR) models to analyze spatial heterogeneity in regression relationships across geographic regions.
Install it if you need to model geographic variation in regression relationships; skip it if your analysis is non-spatial or you need only global regression…
mgzip provides a drop-in replacement for Python's standard gzip module that uses multi-threading to compress and decompress files in parallel, compatible with standard GZIP format.
Unified Python interface to multiple MHC binding, presentation, immunogenicity, and antigen processing prediction tools, returning structured peptide results with affinity, percentile rank, and other prediction kinds.
Install it if you need to predict peptide-MHC binding, presentation, or immunogenicity; the main gotcha is that some wrapped predictors may require additional model…
Encodes molecular structures as MinHash fingerprints (MHFP6) for fast similarity search and nearest-neighbor queries using locality-sensitive hashing.
Not recommended for new projects requiring ongoing support or frequent updates.
Extracts rich metadata (title, author, thumbnail, embed HTML) from URLs to videos, images, and other media, and replaces links in text or HTML with embedded content.
Performs Multiple Imputation by Chained Equations (MICE) using LightGBM to fill missing values in pandas DataFrames and numpy arrays with statistical rigor and speed.
Logs into Xiaomi cloud accounts and retrieves device information and authentication tokens from the Xiaomi cloud service.
Provides OpenTelemetry-based telemetry, tracing, and monitoring for AI agents, with structured spans for agent invocation, tool execution, and LLM inference.
Provides core runtime utilities, environment configuration, and authentication scope resolution for AI agent applications built on Microsoft Power Platform.
However, this is an alpha package—expect the API to evolve—and you should consult the official Microsoft documentation before integrating it into production systems.
Provides core types and schemas implementing the Activity protocol for building conversational AI agents across Microsoft 365 platforms like Teams, Copilot Studio, and web chat.
Install it if you are building agents for Microsoft 365 platforms or integrating with the Microsoft Agents SDK ecosystem.
Provides MSAL-based authentication for Microsoft Agents, handling token acquisition from Azure AD so agents can securely communicate with Microsoft services including Teams, Graph API, and Azure resources.
Install it if you are using the Microsoft Agents framework and need to authenticate with Azure resources.
Connects Python applications to AI agents created in Microsoft Copilot Studio, enabling direct interaction with agents without traditional chat channel intermediaries.
Install it if you need direct programmatic access to Copilot Studio agents outside traditional chat channels.
Provides HTTP hosting integration for Microsoft 365 Agents using aiohttp, enabling you to build web-based agent applications with request processing, authentication, and routing.
Install it if you are building a web-based agent application and prefer aiohttp over other frameworks.
Provides the core hosting infrastructure for building conversational AI agents that work across Microsoft 365 platforms, handling activity processing, state management, authentication, and channel communication.
Install it if you are building agents for Teams, M365 Copilot, or other Microsoft platforms; skip it if you need agents for non-Microsoft channels only.
Provides FastAPI integration for building and hosting conversational agents using the Microsoft Agents framework, including JWT authorization, channel service endpoints, and streaming response support.
Provides Teams-specific handlers and utilities for building Microsoft Teams agents using the Microsoft 365 Agents SDK, including support for messaging extensions, task modules, adaptive cards, and meeting events.
Install it if you are building a Teams agent and need Teams-specific handlers; skip it if you are targeting a different platform or do not require Teams features.