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Application framework for building AI agents with Pydantic AI - environment abstractions, session management, and hierarchical agent patterns

Project description

Ya Agent SDK

Yet Another Agent SDK

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Yet Another Agent SDK for building AI agents with Pydantic AI.

Key Features

  • Environment-based architecture for file operations, shell access, and resources
  • Fully typed SDK validated with pyright
  • Resumable sessions with state export and restore
  • Hierarchical agents with subagent delegation
  • Tool search for large tool libraries
  • Skills system with hot reload and progressive loading
  • Human-in-the-loop approval workflows
  • Event system and streaming support
  • Message bus for agent coordination and user steering
  • Browser automation with Docker sandbox support

Installation

pip install ya-agent-sdk[all]
uv add ya-agent-sdk[all]

Selective extras:

pip install ya-agent-sdk[docker]
pip install ya-agent-sdk[web]
pip install ya-agent-sdk[document]
pip install ya-agent-sdk[s3]
pip install ya-agent-sdk[tool-search]

Quick Start

For workspace development, copy packages/ya-agent-sdk/.env.example to packages/ya-agent-sdk/.env. For the runnable example scripts, copy examples/.env.example to examples/.env.

from ya_agent_sdk.agents import create_agent, stream_agent

runtime = create_agent("openai:gpt-4o")

async with stream_agent(runtime, "Hello") as streamer:
    async for event in streamer:
        print(event)

Model Preset Tips

For Anthropic models, anthropic now resolves to adaptive thinking by default.

  • Use anthropic for the default adaptive preset.
  • Use anthropic_adaptive_xhigh for Claude Opus 4.7 long-horizon coding and agentic workloads.
  • Use openai_responses_xhigh for GPT-5.5 hard asynchronous agentic tasks and evals.
  • Use anthropic_off when you want thinking disabled.
  • Use anthropic_400k or claude_400k for a 400K context window between claude_200k and claude_1m.

Repository Context

This package lives in the ya-mono workspace.

Examples

Example Description
general.py Production pattern with streaming, HITL approval, and session persistence
deepresearch.py Autonomous research agent with web search and content extraction
browser_use.py Browser automation with Docker-based headless Chrome sandbox

Reference Files

Development

git clone git@github.com:YOUR_NAME/ya-mono.git
cd ya-mono
uv sync --all-packages

Workspace commands live at the repository root. See the contributing guide.

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