"How to allow an LLM to ask questions to a user" matching MCP servers:

• anchor-mcp

  amitboker

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that reads a team's interviews, tickets, and docs to build a model of the product, exposing tools to ask questions, list contradictions and gaps, and draft documents, with all answers citing their source fragments.

  Updated 11 hours ago (2026-08-14 06:35 UTC)

  6

  10

  MIT

• mcp-surveys

  EzzySoft

  A

  license

  -

  quality

  A

  maintenance

  Public MCP server for agent-created, human-friendly, short-lived surveys. Enables agents to ask structured questions and retrieve answers.

  Updated 6 days ago (2026-08-08 16:04 UTC)

  2

  MIT

• Timers Studio MCP Server

  bouamargemini-droid

  A

  license

  -

  quality

  D

  maintenance

  Enables LLM clients to answer prospect questions about Timers Studio, a professional broadcast timer platform, with first-party data on competitive positioning, use cases, personas, and recommended plans.

  Updated 3 months ago (2026-05-02 00:48 UTC)

  MIT

• M365 Roadmap MCP Server

  jonnybottles

  A

  license

  A

  quality

  C

  maintenance

  A Python-based MCP server that enables AI agents to query the Microsoft 365 Roadmap programmatically.

  Updated 6 months ago (2026-02-04 21:30 UTC)

  1

  1

  MIT

• @themelt/mcp-server

  omer907

  A

  license

  A

  quality

  A

  maintenance

  Enables AI assistants to identify and quantify value leaks in organizations using Melt's methodology, providing structured estimates instead of generic vendor lists.

  Updated 4 days ago (2026-08-10 14:59 UTC)

  3

  104

  MIT

• Feedback Synthesis MCP

  sapph1re

  A

  license

  A

  quality

  D

  maintenance

  MCP server that synthesizes user feedback from multiple sources into actionable insights. Aggregates reviews, support tickets, and survey responses to identify patterns and priorities.

  Updated 2 months ago (2026-06-15 21:26 UTC)

  4

  MIT

• divergent-thinking-mcp

  Fridayxiao

  A

  license

  A

  quality

  D

  maintenance

  Provides a comprehensive creative thinking tool with methods like structured process, perspective shift, and constraint-based innovation to enhance divergent thinking.

  Updated a year ago (2025-07-18 10:59 UTC)

  1

  3

  MIT

• mk-plan-master

  kao273183

  A

  license

  A

  quality

  C

  maintenance

  MCP server bridging product ideas to prioritized roadmaps + spec drafts. Hands directly off to mk-spec-master. (AI 規劃大師)

  Updated 3 months ago (2026-05-18 00:02 UTC)

  15

  2

  MIT

• competlab-mcp-server

  competlab

  A

  license

  A

  quality

  B

  maintenance

  Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.

  Updated a month ago (2026-07-08 14:13 UTC)

  33

  2

  MIT

• Capacities MCP Enhanced

  Nyrest

  A

  license

  A

  quality

  A

  maintenance

  An MCP server for Capacities API 2.0 that enables AI agents to discover, create, read, update, and delete objects, blocks, and daily notes with structured JSON or Markdown, using personal API tokens.

  Updated 12 days ago (2026-08-03 03:45 UTC)

  2

  17

  101

  2

  MIT

• @trigvale/mcp

  sydacos-development

  A

  license

  A

  quality

  D

  maintenance

  Validates startup ideas with a deterministic scorecard, evidence brief, and verdict before code is written, integrating with MCP-aware build agents to avoid building dead-on-arrival products.

  Updated 3 months ago (2026-05-02 11:53 UTC)

  1

  19

  MIT

• loupe-mcp

  mohamed-ashraf-elsaed

  A

  license

  A

  quality

  A

  maintenance

  Turns product feedback pinned to a live UI into an actionable backlog for Claude Code — list comments, open one with its target element's HTML, computed styles and screenshot, and update its status.

  Updated 25 days ago (2026-07-20 14:01 UTC)

  3

  52,100,476

  1

  MIT

• RC Engine

  originalrashmi

  F

  license

  A

  quality

  C

  maintenance

  An AI-native product development pipeline that guides users from idea to shipping with structured research, architecture, build, validation, and traceability using 52 tools across 4 domains.

  Updated 4 months ago (2026-04-26 05:22 UTC)

  53

  1
• 

  featurepulse-mcpofficial

  featurepulse

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server for FeaturePulse feedback management, enabling AI assistants to query feature requests, analyze MRR impact, and manage product roadmaps through natural language.

  Updated 6 months ago (2026-02-23 16:49 UTC)

  6

  7

  MIT

• usuarios

  Sebtiago

  A

  license

  A

  quality

  B

  maintenance

  Creates synthetic user profiles from research data to validate service designs through natural conversation.

  Updated 2 months ago (2026-06-22 21:05 UTC)

  14

  MIT

• kontra-mcp

  bluwork

  A

  license

  A

  quality

  D

  maintenance

  Enables users to stress-test decisions and plans with structured contrarian analysis, surfacing blind spots, hidden assumptions, and failure scenarios through multiple modes such as counter, probe, redteam, and premortem.

  Updated 5 months ago (2026-03-03 22:43 UTC)

  1

  58

  2

  Apache 2.0

• impact-mcp

  shashwatgtm

  A

  license

  A

  quality

  D

  maintenance

  A hypothesis-driven B2B positioning engine with 8 tools for strategic positioning, competitive analysis, and go-to-market messaging.

  Updated 7 months ago (2026-01-17 14:11 UTC)

  8

  36

  1

  MIT

• @kjadeja/open-featurebase-mcp

  K-Jadeja

  A

  license

  A

  quality

  A

  maintenance

  MCP server for reading public Featurebase feedback boards, enabling agents to query user feedback, posts, comments, and statistics.

  Updated 23 days ago (2026-07-23 05:28 UTC)

  7

  14

  1

  MIT

• eazy-ba

  God1n

  A

  license

  B

  quality

  B

  maintenance

  Captures and organizes requirements as markdown, tracks relationships between personas, requirements, use cases, and user stories.

  Updated a month ago (2026-07-01 10:58 UTC)

  12

  11

  MIT

• Context Engineering MCP Server

  croakingtoad

  F

  license

  B

  quality

  D

  maintenance

  Automates Cole Medin's context engineering methodology to generate high-quality Product Requirements Prompts (PRPs) by analyzing existing codebases, asking contextual questions, and synthesizing insights.

  Updated 10 months ago (2025-09-30 22:14 UTC)

  9

  11