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MCP tools ​

npx shibbo mcp serves four tools over stdio. All four are read-only and say so in their annotations (readOnlyHint), so a client can see that none of them changes anything.

ToolInputReturns
check_texttext; optional model, kind (markdown, text, html, css, markup-code, code)Score, band, word count, up to 40 hits with fixes, and questions to judge by reading
check_filepath; optional modelThe same for a file on disk, read by its extension
rulesoptional model, domainsThe rule block: a “Say it clearly” section, then tells ranked for the model
tellidThe registry entry as JSON, with per-model measurements

check_text treats input as Markdown unless kind says otherwise. Pass html, css or markup-code to check a page or component for interface tells, and code for code tells.

check_file reads any path you pass, so give the server only to agents you'd let read those files.

The questions cover what patterns can't settle: the three questions from Say it clearly, and others such as “are three-item lists used where one or two items would carry the point?”. An agent can answer them by rereading its draft.

Measurements from Graphite’s AI Tells (2026), CC BY 4.0. Code under MIT.