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pydantic-ai

MCP ServerDeepSeek Harness Development & Runtime Low risk

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

Python如何实现AI:代理、实时语音、图像生成、嵌入。每个模型、每个接口,端到端类型化。

How to install

DeepSeek Harness dsh plugin add github:pydantic/pydantic-ai

About

Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end. --- **Pydantic AI** is the Python AI SDK: a typed, extensible agent loop with every model a string swap away. The same agent runs everywhere you need it: behind a web frontend, in the terminal, on a voice call, on a durable background queue, or as a plain object you call run() on. Image generation and embeddings come in the same box. **Pydantic AI Harness** has everything an agent needs for complex, long-running work, snapped on as capabilities, from memory, sub-agents, and context management …

Recommendation signals

72 Tool quality · Based on stars, downloads, maintenance, security and docs
– User interest · Adjusted by in-site views, install copies and download clicks
72 Overall
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Meta

License
MIT
Language
Python
GitHub stars
20.2K
mo. downloads
–
Last push
2026-09-24
Created
2024-06-21

Links

Basic safety check

Findings
curated 收录但无 npm 包/安装命令
Sources
curated:punkpeye/awesome-mcp-servers
Topics
agent-framework, genai, harness, harness-engineering, llm, pydantic, python

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