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

  • mcp-feedback-enhanced

    EarthChen
    F
    license
    A
    quality
    B
    maintenance
    MCP server that establishes feedback-oriented development workflows with dual Web UI and desktop application interfaces, enabling AI to confirm with users via prompts and real-time feedback to reduce speculative operations and improve efficiency.
    2

  • mcp-feedback-ultra

    YangHang0210
    F
    license
    A
    quality
    B
    maintenance
    Interactive feedback server for AI-assisted development with Web UI and desktop app support, enabling user feedback collection after AI tasks.
    2

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    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.
    3
    27
    Apache 2.0

  • DrugWise

    VidyasreeJayaprasad
    F
    license
    B
    quality
    B
    maintenance
    An MCP server that provides AI-assisted clinical decision support for medication safety, integrating trusted biomedical sources to detect drug interactions and suggest therapeutic alternatives.
    5

  • business-day-mcp

    fbdo
    A
    license
    A
    quality
    C
    maintenance
    MCP server for business-day arithmetic with country-aware holiday calendars. It offers tools to check, calculate, and list business days and holidays for over 60 countries.
    9
    MIT
  • actors-mcp-server by apify

    actors-mcp-serverofficial

    apify
    A
    license
    A
    quality
    A
    maintenance
    Use 3,000+ pre-built cloud tools from Apify, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
    10
    17,539
    4,287
    MIT

  • rosbridge-mcp

    hieutachi
    A
    license
    A
    quality
    A
    maintenance
    Connects AI agents to ROS 2 robots via rosbridge, enabling observation, inspection, and control of robot topics, services, and actions through natural language.
    11
    1
    MIT

  • azure-updates-mcp

    jonnybottles
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search and filter Azure platform updates, including previews, general availability, and retirements, through natural language queries.
    1
    1
    MIT

  • mcp-python-exec-sandbox

    lu-zhengda
    A
    license
    A
    quality
    D
    maintenance
    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    3
    1
    MIT

  • wasmagent-mcp-server

    WasmAgent
    A
    license
    A
    quality
    A
    maintenance
    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    2
    5
    Apache 2.0

  • filemaker-mcp

    nietsneuah
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data summaries.
    13
    10
    GPL 3.0

  • SEC Ownership Graph

    alexwoolford
    A
    license
    A
    quality
    B
    maintenance
    MCP server for querying the SEC Ownership Graph, providing curated read-only tools to analyze activist campaigns, control chains, and board interlocks from SEC filings. Answers cite accession numbers and abstain when data is insufficient.
    8
    MIT

  • OpenSCAD MCP Server

    quellant
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to render 3D models from OpenSCAD code, generating single views or multiple perspectives with full camera control. Supports animations, custom parameters, and returns base64-encoded PNG images for seamless integration.
    15
    127
    MIT

  • Intervals.icu MCP Server

    VSidhArt
    F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with Intervals.icu fitness tracking and wellness data, allowing users to fetch, filter, and group activities or health metrics. It provides structured summaries of workouts and physical well-being through natural language queries.
    4

  • Kylas CRM MCP Server

    akshaykylas94
    A
    license
    A
    quality
    D
    maintenance
    Enables management of Kylas CRM lead operations, including creating leads, searching and filtering records, and resolving user, product, or pipeline IDs. It provides specialized tools for monitoring idle leads and accessing lead schema instructions through natural language.
    8
    MIT

  • PolicyGuard

    PrateekKumar1709
    F
    license
    A
    quality
    F
    maintenance
    Provides policy-based access control, incident tracking, and compliance monitoring to govern AI agent behavior. It enables organizations to enforce security rules and maintain audit trails by validating agent actions against trust levels and pattern-based policies.
    6
    1