elicitation

[AISTATS2021] Official implementation of "Sample Elicitation"

Running UK AISI's Inspect in the Cloud

MCP as a Judge is a behavioral MCP that strengthens AI coding assistants by requiring explicit LLM evaluations

Simple MCP elicitation demo

Course-ready CLI reference for the Model Context Protocol. Demonstrates all six MCP primitives (tools, resources, prompts, sampling, elicitation, roots) wired to Anthropic's Claude. Adapted from Anthropic Academy for O'Reilly Live Training.

REST bridge to the MCP ecosystem, powered by mcp-use

Live requirements-elicitation assistant for client meetings. Detects ambiguity as it is spoken and surfaces the right follow-up question inside the conversational window — by pre-reasoning a question bank offline, so the fast path makes no model call at all. Rust + Tauri desktop, Python FastAPI service.

Enhanced FastMCP server with real-time progress reporting, Pydantic elicitation, context logging & Claude Sonnet 4.5 integration — file operations with BASE_DIR security

This is official repository for LadderTeam: Dual-Agent Laddering Elicitation Framework. The repository houses laddering conversations and related codes

Let existing MCP servers ask for missing required tool arguments through MCP elicitation, without changing the upstream server.

MCP server for conversational meal planning with OAuth 2.1 auth, multi-step elicitation, LLM sampling, and background tasks. Built with FastMCP, deployed to GKE.

Transparent MCP proxy that gates destructive tool calls behind human approval — elicitation, webhooks, WhatsApp. Drop-in for any MCP server.

A meeting becomes a scope tree a build can run against. Agent skills for Claude Code and Codex.