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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • io.github.cdeust/prd-spec

    cdeust
    A
    license
    -
    quality
    B
    maintenance
    Generates structured, validated PRDs from feature descriptions via a staged reducer pipeline. Provides MCP tools for pipeline control, section/document validation, context budgeting, and failure-to-retrieval mapping.
    Last updated
    2
    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.
    Last updated
    3
    455
    MIT

  • craft-gtm-mcp

    shashwatgtm
    A
    license
    A
    quality
    C
    maintenance
    8 strategic GTM execution tools for founders, CMOs, and strategy leaders covering PMF assessment, launch planning, customer research, retention, partner programs, crisis management, and competitive intelligence.
    Last updated
    8
    37
    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.
    Last updated
    3
    49,142,013
    1
    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.
    Last updated
    1
    69
    1
    Apache 2.0

  • shortcut-mcp

    idyll
    A
    license
    B
    quality
    D
    maintenance
    MCP server for interacting with Shortcut (project management) directly from Claude, enabling viewing, searching, and creating stories, epics, and objectives with safe read-only and create operations.
    Last updated
    18
    MIT

  • Azure DevOps MCP Server

    allanbrunobr
    A
    license
    B
    quality
    D
    maintenance
    Enables management of Azure DevOps work items including Epics, Features, User Stories, Tasks, and Bugs through natural language. Supports CRUD operations, WIQL queries, work item relationships, and retrieval of project metadata such as iterations and area paths.
    Last updated
    45
    1,063
    MIT
  • 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.
    Last updated
    MIT
  • Avo MCP by avohq

    Avo MCPofficial

    avohq
    A
    license
    -
    quality
    B
    maintenance
    Enables reading and editing Avo tracking plans through natural language, with skills for designing new plans and working with existing ones.
    Last updated
    1
    MIT
  • Outset MCP by Outset-AI

    Outset MCPofficial

    Outset-AI
    A
    license
    -
    quality
    C
    maintenance
    Connects AI agents to the Outset research platform for creating studies, managing recruitment, and querying results via the Model Context Protocol.
    Last updated
    MIT