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New release of LLM adds support for reasoning traces, OpenAI Responses, server-side tools, and smarter logging

ID
10944
Status
summarized
Published
05 Aug 2026, 7:58 AM
Fetched
06 Aug 2026, 4:02 AM
Provider
Simon Willison
Category
developer-ai
Original URL
https://simonwillison.net/2026/Aug/4/new-release-of-llm/
Source URL
https://simonwillison.net/atom/everything/

Summary

Score
8.0
Created
07 Aug 2026, 1:30 PM
Tags
Audience
developersai_ml_learnersai_agent_users

What happened

Simon Willison released LLM 0.32, a major update to his command-line tool for interacting with LLMs. The update adds visible reasoning traces sent to stderr, out-of-the-box support for the GPT-5.6 model family (defaulting to GPT-5.6 Luna), and the ability to use server-side provider tools like OpenAI's CodeInterpreter and Anthropic's new AnthropicMCP. It also introduces a `llm openai endpoint` command for running one-off prompts against any OpenAI-compatible endpoint, such as a local LM Studio server.

Why it matters

Developers can now use the `llm` CLI to easily invoke server-side tools and MCP servers from Anthropic in a single command, or run quick prompts against local models via LM Studio without a full installation using `uvx`. If you script LLM interactions, you should update to leverage reasoning traces being separated into stderr so they don't break your piped stdout.

Discussion angle

Exploring how the new `AnthropicMCP` server-side tool allows developers to chain external MCP servers directly into a single Anthropic API request via the CLI, and how this compares to running tools client-side.

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