summarization-pydantic-ai

Name: summarization-pydantic-ai
Author: vstorm-co

vstorm-co January 20, 2026

29 copies 0 downloads

Context Management processor for Pydantic AI agents, providing LLM-powered summarization or zero-cost sliding window trimming to handle infinite/long-running conversations without context overflow. Supports flexible triggers, safe cutoffs, and custom prompts for efficient AI apps.

<h1 align="center">Context Management for Pydantic AI</h1> Automatic Conversation Summarization and History Management <a href="https://pypi.org/project/summarization-pydantic-ai/"><img src="https://img.shields.io/pypi/v/summarization-pydantic-ai.svg" alt="PyPI version"></a> <a href="https://www.python.org/downloads/"><img src="https://img.shields.io/badge/python-3.10+-blue.svg" alt="Python 3.10+"></a> <a href="https://opensource.org/licenses/MIT"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License: MIT"></a> <a href="https://github.com/vstorm-co/summarization-pydantic-ai/actions/workflows/ci.yml"><img src="https://github.com/vstorm-co/summarization-pydantic-ai/actions/workflows/ci.yml/badge.svg" alt="CI"></a> <a href="https://github.com/pydantic/pydantic-ai"><img src="https://img.shields.io/badge/Powered%20by-Pydantic%20AI-E92063?logo=pydantic&logoColor=white" alt="Pydantic AI"></a> Intelligent Summarization — LLM-powered context compression  •  Sliding Window — zero-cost message trimming  •  Limit Warnings — finish-soon guidance before hard caps  •  Context Manager — real-time token tracking + tool truncation  •  Safe Cutoff — preserves tool call pairs

Context Management for Pydantic AI helps your Pydantic AI agents handle long conversations without exceeding model context limits. Choose between intelligent LLM summarization or fast sliding window trimming.

Full framework? Check out Pydantic Deep Agents — complete agent framework with planning, filesystem, subagents, and skills.

Use Cases

What You Want to Build	How This Library Helps
Long-Running Agent	Automatically comp

Comments

More Agents

View all

agentic-ai

Agentsmith

Universal, model-agnostic operating harness for AI agents (Claude, Codex, Gemini, …) — a lean core + work-type profiles assembled by one setup script.

PromptPartner

308

agent-skills

Awesome Gamedev Agent Skills

Game-development Agent Skills for AI coding agents: install once and a master router loads the right skill for your engine and task. 66 original, version-pinned skills (plus a master router) in the portable SKILL.md format that runs across Claude Code, Cursor, Codex, Copilot, Gemini CLI and more, for Godot, Unity, Unreal, web and beyond.

gamedev-skills

303

ai-agents

Agentpet

A desktop pet for macOS & Windows that monitors your AI coding agents (Claude Code, Codex, Cursor, Gemini...) in real time, and grows as you code, feed it tokens, level it up, climb the leaderboard.

ntd4996

279

ai-agent

UltraGameStudio

UltraGameStudio - AI coding agent for game development: engine workflows, gameplay code, and asset generation.

wellingfeng

260

Zero

The coding agent that answers to you, your model, your machine, your rules.

Gitlawb

1,099

agent-bridge

Lucarne

Stop babysitting local AI agents. Just notifications, approve, and resume your Codex,Pi,Grok, or Claude code sessions anywhere. 0-Intrusion mobile control bridge via Telegram/微信/飞书. No hooks, no skills, no MCP.

tuchg

314