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"Using Qdrant vector database for code indexing" matching MCP servers:

  • @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.
    3
    104
    MIT

  • PM Context MCP Server

    jackhendon
    F
    license
    A
    quality
    D
    maintenance
    A Python MCP server that gives Claude access to PM workflow data such as sprints, roadmap, blockers, and workload, using synthetic fixture data (no API keys required) and can be forked for real Linear/Jira integration.
    7

  • @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.
    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.
    3
    52,100,476
    1
    MIT
  • goaltree by GOAL-T

    goaltreeofficial

    GOAL-T
    A
    license
    -
    quality
    A
    maintenance
    MCP server for GoalT, a multi-parent value-propagating goal graph. It enables building and querying goal trees, listing priorities, and opening a live dashboard that highlights the active goal during Claude Code sessions.
    Apache 2.0
  • featurejet-mcp by featurejet

    featurejet-mcpofficial

    featurejet
    A
    license
    -
    quality
    C
    maintenance
    Official MCP server for FeatureJet, enabling agents to read and act on customer feedback boards: list/search posts, file feature requests, and pull top-voted planned items.
    MIT
  • Sunex Optics MCP Server by Sunex-AI

    Sunex Optics MCP Serverofficial

    Sunex-AI
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to search Sunex's lens and imager catalog using natural language queries. It provides tools for finding compatible lenses, sensor specifications, and product details through a public Model Context Protocol server.
    MIT

  • tokei-agent

    gilesdawe
    A
    license
    -
    quality
    B
    maintenance
    MCP server for managing Tokei pre-launch and waitlist campaigns, wrapping the Tokei v1 REST API. Enables querying pages, stats, leaderboards, signups, and performing write operations like cloning pages and uploading media through natural language.
    313
    MIT

  • elm-mcp v2

    brettscharm
    A
    license
    -
    quality
    A
    maintenance
    A federated MCP server that combines IBM's engineering-ai-hub tools with its own authoring and orchestration tools for IBM ELM, enabling AI hosts to manage requirements, models, and compliance through a single interface.
    MIT

  • AutoPM

    fluidumber
    A
    license
    -
    quality
    A
    maintenance
    Transforms raw business ideas into complete product strategies by orchestrating a specialized AI team for market research, competitive analysis, persona building, and financial modeling, culminating in a pitch-ready presentation.
    404
    1
    Mozilla Public 2.0

  • HyperXosist Agent

    KG-NINJA
    A
    license
    -
    quality
    B
    maintenance
    MCP server for noise-reduced X (Twitter) search planning and Feedback-to-Fix engineering handoffs. Enables AI agents to generate structured search plans, filter signals, and build handoff packages via MCP tools.
    1
    MIT

  • simpson-strong-agent

    srotzin
    A
    license
    -
    quality
    D
    maintenance
    Headless MCP server for Simpson Strong-Tie product data. Provides AI agents with structural connector lookups, load calculations, code compliance verification, and engineering specifications.
    MIT

  • prioritization

    aurelijusb
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that provides a drag-and-drop UI for prioritizing list items, allowing users to reorder items interactively and send the prioritized list back to the chat. It supports MCP Apps UI rendering and falls back to text instructions for hosts without UI support.
    MIT