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"An overview of knowledge graphs" matching MCP servers:

  • knowledge-mcp

    olafgeibig
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that enables AI agents to query specialized, domain-specific knowledge bases built using the LightRAG framework for enhanced retrieval-augmented generation. It allows for managing and searching knowledge graphs and vector embeddings to provide accurate, context-aware information during an AI assistant's reasoning process.
    59
    MIT
  • santismm-knowledge by santismm

    santismm-knowledgeofficial

    santismm
    A
    license
    A
    quality
    B
    maintenance
    Provides a read-only MCP interface to the Santismm Knowledge Platform, offering tools to retrieve curated content on engineering, AI patterns, architectures, governance, and agent taxonomy with structured output in English, Spanish, and Portuguese.
    10
    13
    MIT

  • Prior — Knowledge Exchange for

    cg3inc
    A
    license
    A
    quality
    C
    maintenance
    Stop paying for your agent to rediscover what other agents already figured out. Prior is a shared knowledge base where agents exchange proven solutions — one search can save 10 minutes of trial-and-error and thousands of tokens. Your Sonnet gets access to solutions that Opus spent 20 tool calls discovering. Search is free with feedback, and contributing earns credits.
    5
    124
    3
    Functional Source , Version 1.1, ALv2 Future

  • design-knowledge-mcp

    rznies
    F
    license
    A
    quality
    D
    maintenance
    MCP server with 12 tools for design, UX, conversion, and product knowledge from Frontend Masters courses by Paul Boag and Sarah Drasner, enabling audits, accessibility checks, layout recommendations, and more.
    12

  • HPR Knowledge Base MCP Server

    macsplit
    F
    license
    A
    quality
    C
    maintenance
    Provides search and retrieval of Hacker Public Radio episodes, transcripts, hosts, and series via MCP tools and resources, with fuzzy matching and flexible transcript search.
    5
  • PseudoLife-MCP by Pseudogiant-xr

    PseudoLife-MCPofficial

    Pseudogiant-xr
    A
    license
    A
    quality
    A
    maintenance
    Enables persistent long-term memory for Claude Code across sessions, with tools for storing, searching, and managing facts, knowledge graphs, and procedural lessons.
    35
    4
    Apache 2.0

  • VeritasGraph

    bibinprathap
    A
    license
    A
    quality
    B
    maintenance
    Zero-trust, air-gapped Enterprise GraphRAG MCP server. Build knowledge graphs from local documents and run multi-hop, citation-grounded queries entirely offline with Ollama.
    5
    309
    MIT

  • knowledge-mcp

    gilanggsb
    A
    license
    A
    quality
    B
    maintenance
    Vendor-neutral MCP server for knowledge retrieval across repositories, offering stable tools for searching, getting, and listing documents with hybrid lexical and optional semantic search.
    3
    MIT

  • @littlebigbrain/mcp

    littlebigbrains
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that provides graph-aware tools for interacting with Little Big Brain knowledge graphs, enabling search, query, commit, and configuration operations via natural language.
    10
    56
    Apache 2.0

  • mcp-knowledge-server

    NavinAnik
    F
    license
    A
    quality
    C
    maintenance
    A production-grade RAG server with a centralized knowledge base, offering both MCP and REST APIs for semantic search, document ingestion, and RAG-based answers.
    12

  • Vertex AI MCP Server

    shariqriazz
    A
    license
    A
    quality
    C
    maintenance
    Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.
    20
    46
    87
    MIT