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74,581 servers. Updated

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"Connecting to a vector knowledge base" matching MCP servers:

  • Knowledge

    fulminate-io
    A
    license
    -
    quality
    A
    maintenance
    A local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and structural search, evidence-backed reasoning, and tracked plans that persist across sessions and teams.
    6
    Apache 2.0

  • runmeter

    Aptica-Solutions
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT
  • Auralogs MCP Server by auralogs-ai

    Auralogs MCP Serverofficial

    auralogs-ai
    A
    license
    -
    quality
    C
    maintenance
    A read-only MCP server for the Auralogs logging platform, enabling AI agents to query production logs, search errors, and retrieve AI analyses without write access. It allows you to ask your coding assistant 'what's broken in production right now?' by connecting to your logs via a simple bearer auth key.
    MIT

  • Enterprise Operations Hub

    JilongSun
    A
    license
    -
    quality
    B
    maintenance
    An MCP-native enterprise operations platform that unifies team management, product catalog, order processing, knowledge base, location intelligence, analytics, and DevOps monitoring into a single server accessible from any MCP-compatible AI agent.
    31
    MIT

  • CrowdSentinel MCP Server

    thomasxm
    A
    license
    -
    quality
    A
    maintenance
    Enables natural language threat hunting and incident response by connecting LLMs to enterprise security data sources like Elasticsearch, EVTX logs, PCAP files, and Velociraptor.
    206
    GPL 3.0

  • suitecrm-mcp

    Anirudhx7
    A
    license
    -
    quality
    A
    maintenance
    Open-source MCP gateway connecting AI agents like Claude Desktop and Claude Code to SuiteCRM. 24 CRM tools over SSE with OAuth2/OIDC auth, multi-entity support, ACL enforcement, and Prometheus/Grafana observability.
    1
    MIT

  • Observe MCP Server

    rustomax
    A
    license
    -
    quality
    -
    maintenance
    A Model Context Protocol server that provides access to Observe API functionality, enabling LLMs to execute OPAL queries, manage datasets/monitors, and leverage vector search for documentation and troubleshooting runbooks.
    1

  • Hybrid RAG MCP Server

    jiarongli517021911144
    A
    license
    -
    quality
    D
    maintenance
    A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.
    1
    MIT

  • nexus-mcp

    jasleen27
    A
    license
    -
    quality
    B
    maintenance
    An enterprise-grade MCP gateway and security router that gives AI agents secure, observable access to internal corporate knowledge through hybrid vector+BM25 retrieval, RBAC, and prompt injection protection.
    MIT

  • Splunk SOC MCP Server

    netguru1966
    F
    license
    -
    quality
    B
    maintenance
    Enables AI-assisted SOC workflows by connecting Claude Desktop to Splunk Enterprise for security event analysis and incident response.

  • Sentinel MCP Server

    iramishtiaq
    F
    license
    -
    quality
    B
    maintenance
    Enables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics, and simulating system commands, all integrated into an AI-driven incident response workflow.

  • PilotOps MCP

    muhammedehab35
    F
    license
    -
    quality
    D
    maintenance
    Enables AI-driven incident response by connecting Claude to monitoring tools like Prometheus, Grafana, Loki, PagerDuty, and Slack for automated investigation and runbook generation.
    9

  • Wazuh MCP Server

    devopsfixes-com
    F
    license
    -
    quality
    C
    maintenance
    Enables AI assistants to query Wazuh security alerts, investigate hosts, detect brute-force attempts, and generate security summaries by connecting to a Wazuh manager.

  • tiny-loki-mcp

    myers-gh1328
    A
    license
    A
    quality
    C
    maintenance
    Enables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.
    4
    MIT

  • Grafana MCP Server

    DrDroidLab
    A
    license
    A
    quality
    D
    maintenance
    A server that enables AI assistants to access and query Grafana dashboards, metrics, logs, and configurations through an MCP protocol interface.
    10
    6
    MIT

  • Matomo MCP Server

    thichcode
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that provides tools to interact with Matomo Analytics API, enabling management of sites, users, goals, segments, and access to analytics reports through a MCP interface.
    11
    16
    ISC