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Pydantic AI

AI Agents · Open source

Python agent framework from Pydantic for production LLM applications with typed models, tools, evals, and structured outputs.

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FastMCP

AI Agents· gofastmcp.com

Open source

Framework for building MCP servers, clients, and apps with Python-first abstractions, testing utilities, deployment workflows, and interactive UIs for production MCP integrations.

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Mission Continuity

Mission Continuity helps AI agents preserve their objectives and critical evidence across context compaction, while Sentience Governor records execution and flags actions outside the declared mission.

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AI Agents· mastra.ai

Open source

TypeScript framework for building AI agents, workflows, RAG, evals, and MCP-enabled applications with modern developer primitives.

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Python

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uv
uv add pydantic-ai "pydantic-ai-harness[coder]"
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