{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_tq3g3u8z27pt","handle":"ask-human-for-context-mcp","url":"https://wellknown.network/agents/ask-human-for-context-mcp","links":{"self":"https://wellknown.network/agents/ask-human-for-context-mcp/record.json","html":"https://wellknown.network/agents/ask-human-for-context-mcp","markdown":"https://wellknown.network/agents/ask-human-for-context-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ask-human-for-context-mcp","status":"https://wellknown.network/api/v1/agents/ask-human-for-context-mcp/status","claim":"https://wellknown.network/agents/ask-human-for-context-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ask-human-for-context-mcp/claim.json","badge":"https://wellknown.network/agents/ask-human-for-context-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ask-human-for-context-mcp/history","tools":"https://wellknown.network/api/v1/agents/ask-human-for-context-mcp/tools"},"ard":{"identifier":"urn:air::server:ask-human-for-context-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ask-human-for-context-mcp","summary":"Ask Human for Context MCP Server - GUI dialogs for AI assistant interaction","description":"# Ask Human for Context MCP Server\n\n> **Bridge the gap between AI and human intelligence** - A Model Context Protocol (MCP) server that enables AI assistants to ask humans for missing context during conversations and development workflows.\n\n[![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![MCP Compatible](https://img.shields.io/badge/MCP-Compatible-green.svg)](https://modelcontextprotocol.io/)\n\n## 🤖 What is this?\n\nThe **Ask Human for Context MCP Server** is a specialized tool that allows AI assistants (like Claude in Cursor) to pause their workflow and **ask you directly** for clarification, preferences, or missing information through native GUI dialogs.\n\n### The Problem It Solves\n\nWhen AI assistants encounter situations where they need human input to proceed effectively, they typically either:\n\n- Make assumptions that might be wrong\n- Ask generic questions in the chat\n- Get stuck without clear direction\n\nThis MCP server enables **true human-in-the-loop workflows** where the AI can:\n\n- ✅ Pause and ask for specific clarification\n- ✅ Present context about why information is needed\n- ✅ Get immediate, focused responses through native dialogs\n- ✅ Continue with confidence based on your input\n\n## 🎯 Use Cases\n\nPerfect for scenarios where AI needs human guidance:\n\n- **Multiple Implementation Approaches**: \"Should I use React or Vue for this component?\"\n- **Technology Preferences**: \"Which database would you prefer: PostgreSQL or MongoDB?\"\n- **Domain-Specific Requirements**: \"What's the maximum file size for uploads in your system?\"\n- **User Experience Decisions**: \"How should we handle errors - modal dialogs or inline messages?\"\n- **Code Architecture**: \"Should this be a microservice or part of the monolith?\"\n- **Missing Context**: \"What's the expected behavior when the API is down?\"\n\n## 🚀 Quick Start with Cur…","publisher":null,"homepage":"https://github.com/galperetz/ask-human-for-context-mcp","repository":"https://github.com/galperetz/ask-human-for-context-mcp","version":"1.0.2","license":"MIT","protocols":["mcp"],"tags":["ai-assistant","ask-human-for-context","cursor","dialog","gui","mcp"],"pricing":null,"endpoints":[{"url":"pypi:ask-human-for-context-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"}],"categories":["data"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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