Use server-initiated model calls and user prompts responsibly, so a server can ask for reasoning or input without seizing control. Use when a server needs the model's help or a decision from the user mid-operation.
Scanned 9/5/2026
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---
name: mcp-sampling-and-elicitation
description: Use server-initiated model calls and user prompts responsibly, so a server can ask for reasoning or input without seizing control. Use when a server needs the model's help or a decision from the user mid-operation.
---
# MCP sampling and elicitation
Most MCP flows run one way: the client asks, the server answers.
Sampling and elicitation reverse it, letting a server request a model
completion or ask the user something. Both are powerful and both invert
the trust relationship, so they need discipline.
## Method
1. **Use sampling only when the server genuinely needs reasoning.**
Classifying free text or summarising a large result is reasonable;
work the server could do deterministically is not.
2. **Keep the client in control of the model.** The client decides
whether to honour a sampling request, with what model and limits,
because an unbounded server-initiated call is a cost and safety hole.
3. **Show the user what was requested.** Server-initiated model calls
are invisible otherwise, and invisible spend and reasoning erode
trust.
4. **Elicit only what cannot be inferred.** Interrupting for information
already available is friction, and frequent elicitation makes an
automated flow feel broken (see agent-human-checkpoint).
5. **Ask precisely and offer options.** A specific question with choices
is answerable quickly; an open request mid-flow is not.
6. **Handle refusal and timeout.** The user may decline or ignore, and
the operation must fail cleanly rather than hanging.
7. **Never elicit secrets through this channel.** Credentials belong in
the authentication flow, not in a mid-operation prompt (see
mcp-authentication).
## Boundaries
These features depend on client support and may be unavailable, so
servers need a fallback path. Sampling spends the user's budget on the
server's behalf, which requires consent and limits. Elicitation breaks
automation, making it unsuitable for unattended runs.
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