Harnesses & SDKs

Modular Python agent framework with a tool-calling loop, context management, retrieval, persistent memory and MCP tools.

Model-agnostic SDK for building agents and multi-agent systems in Python, .NET and Java; Microsoft names Agent Framework as its successor.

Python framework for real-time voice and vision agents that process video with pluggable models and processors over WebRTC.

Python framework for agents that discover MCP tools by themselves, with optional memory, guardrails, cache and tracing.

Python interface for running and evaluating agents from several frameworks, with OpenTelemetry traces; now in soft deprecation.

Multi-interface agent framework with tools, memory and MCP, serving agents through Telegram, Discord, Twitter, Farcaster and a REST API.

Python framework for durable AI agents built as dataflows that resume after crashes, retry safely and record each step.

Python agent framework for OpenAI-compatible agents with tools, memory, MCP connections, multi-agent collaboration and workflows.

Python framework for LLM applications built on Qwen models, with function calling, MCP, a code interpreter and RAG options.

Python framework for autonomous agents that work in a sandboxed workspace, and task agents with tools and MCP support.

Python framework for MCP-based agents with composable workflow patterns, MCP server creation and Temporal-backed durable execution.

Managed Microsoft Foundry service for building, deploying and scaling AI agents, with a Python client library on PyPI.