---
type: email
from: Abdul Kabir <notifications@github.com>
subject: [openai/openai-agents-python] docs: improve core components

 documentation (PR #1762)
received: 2026-03-06 07:36:55
date_header: Wed, 17 Sep 2025 03:28:40 -0700
priority: normal
status: awaiting_approval
uid: 30664
---

## Email Content

**From:** Abdul Kabir <notifications@github.com>
**Subject:** [openai/openai-agents-python] docs: improve core components

 documentation (PR #1762)
**Date:** Wed, 17 Sep 2025 03:28:40 -0700

### Body (preview)

# Documentation Improvements for Core SDK Components



## Overview

This PR enhances documentation across key components of the OpenAI Agents SDK to improve developer experience, maintainability, and code clarity.



## Changes



### Core Agent System

* `agent.py`

  - Enhanced `AgentBase` and `Agent` class documentation

  - Clarified generic type parameters and inheritance relationships

  - Added detailed descriptions for key attributes and methods

  - Improved documentation of lifecycle hooks



* `computer.py`

  - Added comprehensive interface documentation for computer control

  - Clarified differences between sync/async implementations

  - Documented platform-specific considerations

  - Added detailed method parameter descriptions



* `guardrail.py`

  - Enhanced input/output guardrail documentation

  - Added examples of validation patterns

  - Clarified guardrail execution flow

  - Improved error handling documentation



### Model System

* `models/interface.py`

  - Enhanced base Model interface documentation

  - Clarified provider implementation requirements

  - Added tracing configuration documentation

  - Improved stream handling documentation



* `models/multi_provider.py`

  - Added provider registry documentation

  - Clarified provider lookup and fallback behavior

  - Improved configuration documentation



* `models/chatcmpl_helpers.py`

  - Added OpenAI chat completion utility documentation

  - Clarified configuration options and defaults

  - Documented streaming behavior



### MCP (Model Context Protocol)

* `mcp/__init__.py`

  - Added module-level documentation

  - Clarified MCP&#39;s role in the SDK

  - Documented available server types



* `mcp/server.py`

  - Enhanced server implementation documentation

  - Clarified communication patterns

  - Added tool filtering documentation



### Memory System

* `memory/openai_conversations_session.py`

  - Added conversation session documentation

  - Clarified persistence and

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