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"Design Architecture of Ontology-based AI-PHM Using Life Acceleration Algorithms" matching MCP servers:

  • Universal Ontology MCP

    seonwookim92
    A
    license
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    quality
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    maintenance
    Enables AI assistants to navigate and populate complex ontologies by transforming unstructured data into structured, SHACL-validated knowledge graphs. It features semantic hybrid search and proactive schema guidance to help users build deeply linked, reasoning-ready data.
    Last updated

  • Design MCP

    S-s-Spudd
    A
    license
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    quality
    B
    maintenance
    Provides source-backed design context, route card validation, contract generation, critique and verification reports, evidence packages, Penpot change plans, and anti-repeat checks for design workflows. Does not directly mutate Penpot, but consumes read-only Penpot snapshots.
    Last updated
    1
    MIT
  • Aiqbee AI by AIQBee

    Aiqbee AIofficial

    AIQBee
    A
    license
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    quality
    D
    maintenance
    Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy.
    Last updated
    7
    MIT

  • Primitiv

    AI-by-design
    A
    license
    A
    quality
    A
    maintenance
    Design contract layer for AI agents. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth so every agent gets the same authoritative design rules before it builds. Local-first.
    Last updated
    6
    510
    17
    Apache 2.0

  • Out of Context

    HJeon139
    A
    license
    A
    quality
    D
    maintenance
    An MCP server for managing contextual data as markdown files with metadata, enabling agents to save, retrieve, search, and delete contexts using simple CRUD operations.
    Last updated
    5
    Apache 2.0

  • CKG-NVIDIA-AI

    WangHuikong
    A
    license
    A
    quality
    B
    maintenance
    Provides a compressed knowledge graph of the NVIDIA AI developer stack for deterministic traversal, enabling agents to answer questions about dependencies and prerequisites with minimal tokens.
    Last updated
    8
    MIT

  • AI-Collab-Memory

    sodam-ai
    A
    license
    A
    quality
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    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    Last updated
    7
    3

  • File AI

    flyfish-dev
    A
    license
    B
    quality
    C
    maintenance
    A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.
    Last updated
    5
    101
    2
    Apache 2.0

  • Coach AI

    94aharris
    F
    license
    B
    quality
    D
    maintenance
    A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.
    Last updated
    28
    1

  • ai-dememory

    GonzaloTorreras
    A
    license
    B
    quality
    A
    maintenance
    Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write proposals.
    Last updated
    74
    Apache 2.0

  • Atom-of-thoughts

    kbsooo
    A
    license
    B
    quality
    D
    maintenance
    AoT MCP server enables AI models to solve complex reasoning problems by decomposing them into independent, reusable atomic units of thought, featuring a powerful decomposition-contraction mechanism that allows for deep exploration of problem spaces while maintaining high confidence in conclusions.
    Last updated
    3
    60
    MIT

  • Scrapbox AI Assistant

    yoheitabo
    A
    license
    B
    quality
    -
    maintenance
    Enables AI-powered knowledge management and creative support by connecting Scrapbox data to Claude. Supports advanced search, relationship analysis between pages, theme extraction, and literary analysis of personal knowledge bases.
    Last updated
    3
    2

  • Hi-AI

    ssdeanx
    A
    license
    C
    quality
    D
    maintenance
    AI development assistant with 36 specialized tools for memory management, code analysis, project planning, and problem-solving through natural language interactions in Korean and English.
    Last updated
    36
    3
    MIT

  • widemem-ai

    remete618
    A
    license
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    quality
    A
    maintenance
    Open-source AI memory layer for LLM agents. Importance scoring, temporal decay, hierarchical memory (facts, summaries, themes), YMYL prioritization, and active retrieval with contradiction detection. Supports OpenAI, Anthropic, Ollama. Local-first with SQLite + FAISS.
    Last updated
    49
    Apache 2.0

  • simple-ai-provenance

    beedev
    A
    license
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    quality
    D
    maintenance
    An MCP server that tracks AI prompts in Claude Code and automatically annotates git commits with the history of what was asked. It provides tools to query session summaries, retrieve uncommitted work, and manage AI provenance directly within Claude.
    Last updated
    AGPL 3.0