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"B&R Automation" matching MCP servers:

  • GraphRAG Llama Index MCP

    T-NhanNguyen
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to query a local knowledge graph built from document collections using hybrid search (BM25 + vector fusion) and entity-relationship extraction. Supports privacy-first, offline operation with tools for semantic search, entity graph exploration, and corpus statistics.
    3
  • Astra DB MCP Server by datastax

    Astra DB MCP Serverofficial

    datastax
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that allows Large Language Models to interact with Astra DB databases, providing tools for managing collections and records through natural language commands.
    16
    72
    41
    Apache 2.0

  • Hystersis MCP Server

    Himan-D
    A
    license
    A
    quality
    C
    maintenance
    Connects AI assistants to a persistent memory engine with Neo4j knowledge graph and ProMem extraction, enabling long-term context and associative memory across chats and workspaces.
    6
    7
    MIT

  • KB-MCP Server

    isshiki-dev
    F
    license
    A
    quality
    Not graded
    maintenance
    A local-first knowledge base server that enables AI clients to store, retrieve, and manage documents using semantic search. Provides privacy-focused, offline-capable memory for AI assistants with tools for ingesting, querying, updating, and deleting knowledge.
    7
    16

  • r3 (Recall)

    n3wth
    A
    license
    B
    quality
    C
    maintenance
    An intelligent memory MCP server that provides AI applications with semantic search, entity extraction, and knowledge graph capabilities using local Redis caching and optional cloud sync. It enables LLMs to store and retrieve long-term context across sessions with high-performance multi-tier storage.
    12
    11
    2
    MIT

  • ragx

    JIEAO-re
    A
    license
    Not graded
    quality
    C
    maintenance
    RAGX MCP Server enables retrieval-augmented generation with document ingestion, hybrid search, and agentic answering using Claude, exposing tools for querying, searching, and managing documents.
    2
    MIT

  • n8n-fabric

    ry-ops
    A
    license
    Not graded
    quality
    C
    maintenance
    Wraps n8n with an MCP server and vector storage to enable semantic search, management, and execution of automated workflows. It integrates with other tools to make workflows searchable and orchestratable within a larger automation ecosystem.
    1
    MIT

  • Files-DB-MCP

    randomm
    A
    license
    Not graded
    quality
    D
    maintenance
    A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
    7
    MIT

  • Qdrant MCP Server

    mcandiav
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.
    Apache 2.0

  • Elasticsearch MCP Server

    gpremo-re
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to directly interact with Elasticsearch for searching, aggregating, and retrieving documents from indices, supporting full-text search, semantic search, and various query modes.
    15
    MIT

  • Doclea MCP

    quanticstudios
    A
    license
    Not graded
    quality
    D
    maintenance
    A local MCP server providing persistent memory for AI coding assistants by storing and searching architectural decisions, patterns, and solutions. It also includes tools for git automation and mapping codebase expertise based on project history.
    MIT

  • MCP-Ragdocs

    qpd-v
    A
    license
    Not graded
    quality
    F
    maintenance
    A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.
    24
    135
    Apache 2.0

  • claude-kb

    tenequm
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables searching and retrieving Claude Code conversation history via hybrid semantic and keyword search, allowing the agent to access its own past interactions.
    4
    MIT

  • agent-kb

    zmij
    A
    license
    Not graded
    quality
    B
    maintenance
    A local-first knowledge base for LLM coding agents that indexes repository documentation, concept ontology, and build targets into Qdrant and exposes retrieval as MCP tools (search, get, list sources, reindex).
    2
    MIT