"Interaction or Feedback Enhancement to Increase Frequency/Attempts" matching MCP servers:

• AI Interaction Tool

  KhaiHuynhVN

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  security

  F

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  An MCP server that provides an interactive PyQt5 UI for enhanced model communication, featuring multi-image management, file attachments, and customizable cognitive performance modes. It enables users to input complex content and manage workspace assets through a structured, tag-based output format.

  Last updated 2026-03-02

  29

• Drug Interaction MCP Server

  benjamin920101

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  security

  F

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  Enables querying of Chinese-Western medicine interactions with comprehensive drug information, risk assessment, and clinical recommendations. Supports searching medicines, checking interactions individually or in batches, and provides safety guidance with severity classifications.

  Last updated 2025-11-07

• MCP Feedback Collector

  zhaobu

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  security

  A

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  Enables AI assistants to collect interactive user feedback through a modern GUI that supports text input, multiple image uploads (via file selection or clipboard paste), allowing users to provide comprehensive feedback with screenshots and comments.

  Last updated 2025-06-17

  1

  MIT

• feedback-loop-mcp

  tuandinh-org

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  security

  A

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  feedback-loop-mcp

  Last updated 2025-06-04

  11

  5

  MIT

• MCP Feedback Enhanced

  find-xposed-magisk

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  F

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  Enables interactive feedback collection through a web interface with support for image uploads, extended timeout handling, and offline reconnection capabilities for long-running AI conversations.

  Last updated 2026-01-08

  2

• User Feedback

  mrexodia

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  A

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  Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. This is especially useful for developing desktop applications that require complex user interactions to test.

  Last updated 2025-03-26

  1

  52

  MIT

• Feedback Synthesis MCP

  sapph1re

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  security

  A

  license

  A

  quality

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

  Last updated 2026-04-13

  4

  MIT

• Interactive Feedback MCP

  ISimon3

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  security

  F

  license

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  MCP server that enables human-in-the-loop workflow in AI-assisted development tools by allowing users to provide direct feedback to AI agents without consuming additional premium requests.

  Last updated 2025-06-16

  1

  1

• Interactive Feedback MCP

  noopstudios

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  security

  A

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  A MCP server that enables human-in-the-loop workflow in AI-assisted development tools by allowing users to run commands, view their output, and provide textual feedback directly to the AI assistant.

  Last updated 2025-05-26

  1

  1,717

  MIT

• Interactive Feedback MCP

  duolabmeng6

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  security

  A

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  A powerful MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development, featuring a graphical interface with text and image support.

  Last updated 2025-09-08

  1

  44

  MIT

• Interactive Feedback MCP

  liaosiqian

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  A

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  Provides a Qt-based graphical interface for AI tools like Cursor to facilitate real-time human feedback and streamlined command execution. It features customizable shortcut responses, image processing, and a structured RIPER-5 workflow protocol to improve development accuracy and efficiency.

  Last updated 2025-06-30

  1

  MIT

• Slack Feedback MCP Server

  nmontoro44

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  security

  F

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  Enables Claude to collect and search for product feedback directly from Slack workspaces. It provides tools for pulling stakeholder messages with date filtering, retrieving full conversation threads, and searching feedback by keywords.

  Last updated 2026-01-16

• Interactive Feedback MCP

  zivhdinfo

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  security

  F

  license

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  quality

  A Node.js MCP server that enables human-in-the-loop workflow for AI development tools, allowing users to run commands, view output, and provide textual feedback directly to AI assistants.

  Last updated 2025-08-22

  1

  27

• Interactive Feedback MCP

  zengxiaolou

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  security

  A

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  quality

  Enables AI coding assistants like Cursor and Claude to engage in real-time two-way dialogue, allowing them to pause for clarification and request user confirmation before executing tasks. It features a modern UI for managing interaction prompts, predefined options, and project analysis to reduce errors and API costs.

  Last updated 2025-07-01

  14

  MIT

• TestFlight Feedback MCP Server

  BandaruDheeraj

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  security

  F

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  Enables AI assistants to access TestFlight beta tester feedback, including screenshots, crash logs, and text comments from App Store Connect. It works across any platform without requiring Xcode, using official API keys and optional browser automation for full text feedback.

  Last updated 2026-02-17

• Slack Feedback MCP Server

  Fastops-ai

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  F

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  Enables users to collect, search, and retrieve product feedback and full conversation threads directly from Slack channels. It supports filtering messages by specific stakeholders and time ranges to facilitate efficient feedback analysis.

  Last updated 2026-01-16

• Agent Feedback Loop

  AiAgentKarl

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  security

  F

  license

  A

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  Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.

  Last updated 2026-04-03

  4

• Feedback Pipeline MCP Server

  ericNotion

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  security

  F

  license

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  quality

  Bridges Notion custom agents with Claude Code to automate bug reproduction and fix implementation. It utilizes Playwright for browser automation to verify issues and Claude Code to develop and test software fixes.

  Last updated 2026-01-28

• Video Enhancement MCP Server

  z416479660

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  security

  A

  license

  C

  quality

  Provides video enhancement capabilities through MCP tools for creating, monitoring, and synchronously processing video enhancement tasks with configurable resolution options.

  Last updated 2026-04-14

  3

  MIT

• Swagger to MCP

  suhailtajshaik

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  security

  A

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  quality

  Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.

  Last updated 2025-12-05

  MIT

• OpenAPI to MCP

  EvilFreelancer

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  security

  A

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  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  21

  14

  MIT

• markdown-to-html

  fashionzzZ

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  security

  A

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  quality

  A Model Context Protocol server that converts Markdown content to HTML format.

  Last updated 2025-06-03

  1

  3,182

  3

  MIT

• docs-to-mcp

  fayazara

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  F

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  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• REST-to-Postman MCP

  runninghare

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  security

  F

  license

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  quality

  Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postman collections and environments, helping developers automatically sync their API endpoints with Postman.

  Last updated 2025-04-13

  2

  2

• code-to-tree

  micl2e2

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  security

  A

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  code-to-tree

  Last updated 2026-03-14

  82

  MIT

• Skill-to-MCP

  biocontext-ai

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  security

  A

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  Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.

  Last updated 2026-02-27

  3

  21

  Apache 2.0

• Anything-to-NotebookLM

  joeseesun

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  security

  A

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  An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

  Last updated 2026-04-10

  748

  MIT

• text-to-model

  mikan-atomoki

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  security

  A

  license

  B

  quality

  Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.

  Last updated 2026-03-16

  65

  1

  MIT

• commit-to-pr-mcp

  vltansky

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  security

  F

  license

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  An MCP server that enables AI agents to retrieve detailed GitHub Pull Request information using git commit hashes, branch names, or PR numbers. It automatically detects repositories and extracts comprehensive PR data including descriptions, labels, and reviews via the GitHub CLI.

  Last updated 2025-11-30

  1

  4

• OpenAPI to MCP Server

  TykTechnologies

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  security

  A

  license

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  quality

  A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.

  Last updated 2025-06-27

  3

  27

  41

  MIT

• MCP Interactive Service

  DanielZhao1990

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  security

  F

  license

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  quality

  An interface enabling high-frequency communication between AI tools (like Cursor and Windsurf) and users, allowing for option selection and information gathering through CLI, Web, or PyQt interfaces.

  Last updated 2025-06-27

  28

• Excel to PDF Converter

  kmexnx

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  security

  A

  license

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  quality

  An MCP server that converts Excel and Apple Numbers files to PDF format, enabling AI assistants like Claude to perform file conversion directly through conversation.

  Last updated 2025-08-08

  2

  29

  6

  MIT

• Figma to React MCP

  surisagar900

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  security

  A

  license

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  quality

  Automates the conversion of Figma designs into TypeScript React components and integrates with GitHub to create pull requests for the generated code. It includes visual regression testing with Playwright and accessibility validation to ensure implementations match the original designs.

  Last updated 2025-09-13

  5

  7

  MIT

• Yes or No MCP

  a-polishchuk

  A

  security

  F

  license

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  quality

  A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

  Last updated 2025-06-04

  1

  3

• Talk to Figma MCP

  pipethedev

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  security

  A

  license

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  quality

  Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.

  Last updated 2025-06-02

  38

  2,133

  1

  MIT

• Save-To-NAS MCP

  danielrosehill

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  security

  F

  license

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  quality

  Enables saving files and folders to a local NAS over NFS with automatic share discovery, smart mounting, and seamless file transfers.

  Last updated 2026-01-02

  6

• Agent to Figma MCP

  caelinsutch

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  security

  A

  license

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  quality

  Enables AI agents like Claude to interact with Figma designs through 50+ tools for creating, styling, and manipulating design elements, components, and variables via a WebSocket relay and Figma plugin.

  Last updated 2025-12-31

  MIT

• Talk to Figma MCP

  hyun1202

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  security

  A

  license

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  quality

  An MCP server that enables AI assistants to interact with Figma designs for tasks like reading document info, creating elements, and managing auto layouts. It facilitates real-time design automation via a custom Figma plugin and WebSocket server integration.

  Last updated 2025-06-25

  2,133

  MIT

• Interactive Feedback MCP

  nhatpse

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  security

  A

  license

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  quality

  Enables AI assistants to request user feedback and confirmation to prevent speculative tool calls and reduce resource usage. It streamlines task completion by consolidating multiple potential steps into a single, feedback-aware process.

  Last updated 2026-03-30

  MIT

• Google OR-Tools server

  Jacck

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  security

  A

  license

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  quality

  MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

  Last updated 2024-12-26

  18

  MIT

• Claude-to-Gemini MCP Server

  Yoon-jongho

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  security

  A

  license

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  quality

  Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.

  Last updated 2026-04-15

  4

  MIT

• MCP Feedback Collector

  keizman

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  security

  A

  license

  -

  quality

  A modern Model Context Protocol (MCP) server that enables AI assistants to collect interactive user feedback, supporting text and image-based responses.

  Last updated 2025-06-03

  3

  MIT

• Talk to Figma MCP

  grab

  A

  security

  A

  license

  -

  quality

  An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

  Last updated 2026-03-07

  19

  2,133

  6,605

  MIT

• Cursor Talk To Figma MCP

  toiletmadarchut

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  security

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  license

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  quality

  Enables users to control the cursor in Figma through verbal commands using an agentic AI agent, streamlining the design process with a new interaction method.

  Last updated 2025-03-27

  19

  2,133

  1

• Interactive Feedback MCP

  madasor

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  A Model Context Protocol server that enables AI assistants to request user feedback at critical points during interactions, improving communication and reducing unnecessary tool calls.

  Last updated 2025-07-31

  1

  3

  MIT

• Feedback Collector MCP

  ceciliomichael

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  security

  F

  license

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  quality

  Collects user feedback with text and image support through an Electron app, allowing AI tools to gather and process user input with customizable prompts and multiple response options.

  Last updated 2025-06-13

  1

  229

  2

• MCP-to-MCP Tic-Tac-Toe

  PsychoSmiley

  A

  security

  A

  license

  B

  quality

  Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.

  Last updated 2026-03-17

  1

  Apache 2.0

• Markdown to HTML MCP Server

  1623311678

  A

  security

  F

  license

  -

  quality

  An MCP server that converts Markdown to HTML, supporting both stdio and HTTP interfaces for easy integration with Cursor and other MCP clients.

  Last updated 2025-06-14

  1

  3

• MCP Figma to React Converter

  StudentOfJS

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  security

  A

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  quality

  Converts Figma designs into React components with TypeScript and Tailwind CSS by extracting components from Figma files and transforming them into ready-to-use code.

  Last updated 2025-04-24

  73

  MIT

• Video to Text MCP Server

  strzhao

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  security

  F

  license

  -

  quality

  Enables downloading videos from platforms like YouTube and converting them to text using OpenAI Whisper and ffmpeg. It supports multiple output formats including TXT, JSON, SRT, and VTT for transcriptions.

  Last updated 2026-01-13

  2

  1