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"Querying Elasticsearch (ES)" matching MCP servers:

  • agent-memory-os

    yamantaka520
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    maintenance
    Local-first memory engine for AI-agent teams: private/team/project ACL, associative recall, and federated sync across nodes. One SQLite file, no LLM required.
    12
    3
    Apache 2.0

  • mcp-virtual-fs

    lu-zhengda
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    quality
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    An MCP server that provides AI agents with a persistent, PostgreSQL-backed virtual filesystem, supporting session-isolated file operations, cross-session shared stores, and glob/grep search.
    11
    45
    3
    MIT

  • Agent Knowledge MCP

    itshare4u
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    A comprehensive Model Context Protocol server that integrates Elasticsearch search with file operations, document validation, and version control to transform AI assistants into powerful knowledge management systems.
    27
    27
    MIT

  • Elasticsearch Knowledge Graph

    j3k0
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    license
    B
    quality
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    maintenance
    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.
    20
    16
    20
    MIT

  • hipocampo

    carrasquelalex1
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    quality
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    maintenance
    Dual-memory MCP system with PostgreSQL 17 + pgvector + NVIDIA NIM embeddings. 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES.
    30
    3
    MIT

  • Confluence Communication

    KS-GEN-AI
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    quality
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    maintenance
    Enables querying and retrieving content from Confluence through CQL searches and page content fetching, allowing Claude to seamlessly access information stored in Confluence workspaces.
    3
    14
    MIT
  • tribeRef MCP Server by tribecast-org

    tribeRef MCP Serverofficial

    tribecast-org
    A
    license
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    quality
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    maintenance
    Provides persistent tribal memory for Claude Code sessions, enabling querying of decisions and entities, logging artifacts, and managing tasks with Supabase.
    1
    MIT

  • skillfinder-mcp

    Chin-mae
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    quality
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    An MCP server that provides on-demand skill discovery for AI coding agents by querying GitHub repositories, using BM25 search to return relevant SKILL.md content.
    6
    MIT

  • Decision OS MCP

    marianstefi20
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    quality
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    An LLM-native decision tracking system that captures unexpected engineering outcomes as 'pressure events' to build a persistent learning foundation. It enables AI assistants to manage cases, log surprises, and promote recurring insights into global or project-specific knowledge bases.
    20
    MIT

  • Elastic Brain ZH

    TocharianOU
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    quality
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    maintenance
    An Elasticsearch-based AI memory system optimized for Chinese that enables persistent knowledge storage and complex entity relationship management via the Model Context Protocol. It features advanced semantic search using the IK analyzer and supports multi-zone memory isolation for specialized knowledge graphs.
    16
    MIT

  • joa

    neethanwu
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    quality
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    maintenance
    Persistent activity journal for AI agents - enables logging and querying decisions, changes, errors, and observations across sessions.
    7
    1
    MIT

  • Super-Memory-TS

    Veedubin
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    quality
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    maintenance
    Local-first semantic memory server with project indexing for AI assistants. It enables AI assistants to store, retrieve, and search memories and project code using embeddings and vector search.
    71
    MIT

  • mcp-vl-msa-rs

    DioNanos
    A
    license
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    quality
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    maintenance
    A searchable long-term memory server for AI agents using BM25 indexing over document chunks, enabling durable recall across sessions without cloud dependencies.
    1
    Apache 2.0

  • Cortex OS

    qi-mouren
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    quality
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    maintenance
    MCP server that provides AI agents with persistent memory, cross-agent sharing, and context management, enabling them to remember conversations, track complex tasks, and evolve skills across tools.
    2
    MIT