Packages

Experimental lightweight multi-agent framework from OpenAI exploring ergonomic interfaces for multi-agent orchestration. Swarm introduces two core primitives: Agents (LLM + tools + instructions) and Handoffs (agents transferring control to other agents). Minimal abstraction over OpenAI Chat Completions API. Educational reference implementation for exploring agent handoff patterns. NOT production-ready — OpenAI recommends Agents SDK for production use.

Collection of reference MCP server implementations for Oracle products including database tools and OCI API servers. Supports polyglot runtimes (Python, Node.js, Java) with stdio and HTTP streaming transports. Explicitly positioned as proof-of-concept/reference implementations, not production-ready.

Open-source Python framework that evaluates RAG pipelines across metrics like faithfulness, answer relevancy, context precision, and context recall using LLM-as-judge and statistical methods.

Rev.ai provides a speech recognition API with async job-based transcription, real-time streaming, speaker diarization, and custom vocabulary, built on Rev's human-transcription heritage.

Sci-Hub MCP server enabling AI agents to retrieve academic papers via Sci-Hub — fetching full-text PDFs of research papers by DOI, PMID, or URL, bypassing academic publisher paywalls. Primarily used by researchers in institutions without journal subscriptions for accessing scientific literature.

Twitch's Helix REST API provides access to stream data, channel information, clips, subscriptions, chat, and EventSub webhooks — enabling agent-driven Twitch bots, analytics, and streaming tools.

Twitch Helix is the current Twitch REST API (v2) providing access to stream data, users, clips, games, channel points, subscriptions, and EventSub webhooks — enabling agents to monitor live events, manage channels, and automate Twitch platform interactions.

Document parsing library and API that converts PDFs, Word docs, HTML, and emails into structured elements (Title, NarrativeText, Table) ready for LLM ingestion and RAG pipelines.

Open-source developer platform for building and running scripts, flows, and internal apps in Python, TypeScript, Go, SQL, and Bash, with a visual flow editor and built-in UI builder.

Messaging library for Python — provides a unified high-level interface over AMQP and other message transports (Redis, SQS, MongoDB, SQLite, in-memory). kombu features: Connection for transport-agnostic broker connections, Producer/Consumer for publish-subscribe, Exchange (direct/fanout/topic/headers), Queue with routing keys, SimpleQueue for Redis/memory queues, kombu.serialization for JSON/pickle/msgpack, retry policies, drain_events() loop, acks/nacks for reliability, dead letter queues, task routing for Celery, connection pooling, heartbeats, and failover URLs. Celery's transport layer — usable standalone without Celery.

Official Azure SDK for Python. Modular packages per Azure service: azure-storage-blob, azure-cosmos, azure-servicebus, azure-ai-openai, azure-identity, azure-keyvault-secrets, and 200+ others. Follows Azure SDK design guidelines with consistent patterns across all services — same credential types, same retry policies, same paging patterns. Supports both sync and async (asyncio) variants for each service client.

Checkly is a programmable synthetic monitoring platform that runs scheduled API checks and Playwright-based browser tests from global locations, with a REST API and CLI for managing checks, groups, alert channels, and retrieving check results.

Provides SQLite-compatible serverless SQL databases that bind directly to Cloudflare Workers, enabling structured data persistence at the edge.

Google's computer vision API for label detection, object localization, OCR (including handwriting), face detection, landmark recognition, safe search, and logo detection.

Provides programmatic access to NASA's public datasets including the Astronomy Picture of the Day, near-Earth object tracking, Mars Rover photos, EPIC Earth imagery, and dozens of other space and planetary science endpoints.

Creates branded short links with custom domains, QR codes, and link analytics via a REST API.

High-performance async Python web framework powered by uvloop, offering decorator-based routing, Blueprints for modular route organization, signals, and built-in HTTPS support.

SuperTokens — open-source, self-hostable authentication platform with pre-built UI components and backend SDKs for session management, social login, MFA, and enterprise SSO.

100ms REST API and SDK — programmable video/audio rooms, live streaming, and recording infrastructure for building real-time video experiences, enabling agents to create rooms, manage sessions, and control recording workflows.

API-first headless commerce platform specializing in multi-market, multi-currency, and B2B commerce with a JSON:API compliant REST interface.