On this product
Utility tools
A small set of tools that don't fit the design/run/manage categories elsewhere in this section — useful on their own, without needing an agent in the loop at all.
| Tool | What it does |
|---|---|
llm_chat | Sends a one-off prompt to a model through one of your project's configured LLM providers, without creating or running an agent |
Scoped to your organization
Like every other tool, these run against your project's own configured providers and your organization's own knowledge base — there's no cross-organization access.
When to reach for these
- Use
llm_chatfor a quick one-off completion when you don't need the full agent runtime — permission checks, tool dispatch, and conversation memory don't apply.
Looking for file analysis?
Reading the text content of an uploaded file is a builtin agent tool
(extract_uploaded_file_content), not an MCP tool — see Builtin tools.