LLM CLI Files

This release adds support for the new GPT-5 family of models from OpenAI. It also enhances tool calling in a number of ways, including allowing templates to bundle pre-configured tools.

New features

• New models: gpt-5, gpt-5-mini and gpt-5-nano. #1229
• LLM templates can now include a list of tools. These can be named tools from plugins or arbitrary Python function blocks, see Tools in templates. #1009
• Tools can now return attachments, for models that support features such as image input. #1014
• New methods on the Toolbox class: .add_tool(), .prepare() and .prepare_async(), described in Dynamic toolboxes. #1111
• New model.conversation(before_call=x, after_call=y) attributes for registering callback functions to run before and after tool calls. See tool debugging hooks for details. #1088
• Some model providers can serve different models from the same configured URL - llm-llama-server for example. Plugins for these providers can now record the resolved model ID of the model that was used to the LLM logs using the response.set_resolved_model(model_id) method. #1117
• Raising llm.CancelToolCall now only cancels the current tool call, passing an error back to the model and allowing it to continue. #1148
• New -l/--latest option for llm logs -q searchterm for searching logs ordered by date (most recent first) instead of the default relevance search. #1177

Bug fixes and documentation

• The register_embedding_models hook is now documented. #1049
• Show visible stack trace for llm templates show invalid-template-name. #1053
• Handle invalid tool names more gracefully in llm chat. #1104
• Add a Tool plugins section to the plugin directory. #1110
• Error on register(Klass) if the passed class is not a subclass of Toolbox. #1114
• Add -h for --help for all llm CLI commands. #1134
• Add missing dataclasses to advanced model plugins docs. #1137
• Fixed a bug where llm logs -T llm_version "version" --async incorrectly recorded just one single log entry when it should have recorded two. #1150
• All extra OpenAI model keys in extra-openai-models.yaml are now documented. #1228