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#2066 asked for input_examples on the top ~20 tools by call volume. The binding constraint turned out to be budget, not writing: after #2089 reclaimed 3 763 tokens, its own policy required ratcheting the tools/list ceiling down with it, so the real headroom was 317 tokens. Ten examples across five tools cost 199, leaving ~118. The ceiling is not raised. Tools picked from 30 days of mcp.tool_called crossed with the combinations the descriptions already warn about and callers still get wrong: account_override without an explicit vat_treatment (books gross, no moms line), representation without deltagare and syfte, confirmed on a high-risk approval, a balanced voucher where the moms leg is its own line, and get_kpi_report, where one caller sent `metric` 604 times over seven days to a tool whose only parameter is period_id. Examples are also surfaced in the unknown-parameter error. That costs nothing in tools/list, because it only ships on the response to a call that already failed, and it reaches the caller that most needs it: a key list told DueCue's agent which parameter was wrong but not what a correct call looks like, and the same rejected call repeated for a week. Every example is validated against its own schema by the same findUnknownArgKeys guard the server runs, plus required/type/enum/pattern checks. An example our own boundary would reject is worse than none: it teaches the exact mistake the guard then punishes. That test caught three invented enum values in this change's own first draft. Claude-Session: https://claude.ai/code/session_01L3P2hr19PhQuCoTSGoegcY Co-authored-by: Jakob Wennberg <311770904+jakobwennberg-oss@users.noreply.github.com> Co-authored-by: Claude Opus 5 <noreply@anthropic.com>