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"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • open-edison by Edison-Watch

    open-edisonofficial

    Edison-Watch
    A
    license
    Not graded
    quality
    D
    maintenance
    Deterministic agentic data firewall that secures, monitors, and controls AI agent interactions with data and software via MCP, preventing data leaks.
    287
    GPL 3.0

  • search-console-mcp

    jurgisgavenas
    A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server for Google Search Console that lets you query search performance data, sitemaps, and URL index status from any MCP client.
    5
    MIT

  • MCP Server for Splunk

    deslicer
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    56
    27
    Apache 2.0

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0
  • seosiri-search-governance-mcp by SEOSiri-Official

    seosiri-search-governance-mcpofficial

    SEOSiri-Official
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for AI search crawler governance, brand safety, and search infrastructure auditing. Provides tools to audit robots.txt, canonical links, sitemaps, redirects, and send IndexNow notifications.
    MIT

  • MCP Search Analytics Server

    vesivanov
    A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server that provides unified access to Google Analytics 4 and Google Search Console data through real-time analytics queries.
    2
    MIT

  • search-console-mcp

    OrellBuehler
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to access Google Search Console search performance and index health data, including clicks, impressions, rankings, URL inspection, and sitemap management.
    MIT

  • CDRP-for-Claude

    Arikazei
    A
    license
    Not graded
    quality
    A
    maintenance
    Shows your current Claude Desktop activity as Discord Rich Presence, including model, status, usage, and subscription info.
    MIT

  • AI-DBA

    steveramos21
    F
    license
    Not graded
    quality
    B
    maintenance
    Universal database copilot for diagnostics, operations, and performance analysis via MCP and CLI.

  • ai-usage-mcp

    flaviozantut
    F
    license
    Not graded
    quality
    B
    maintenance
    Read-only MCP server for querying AI usage metrics (exact tokens, cost, latency, errors, productivity) from a local SQLite database, enabling charts and analysis in Claude Code and Cursor.
  • @margint-ai/mcp by margint-ai

    @margint-ai/mcpofficial

    margint-ai
    A
    license
    A
    quality
    D
    maintenance
    Enables querying Margint per-customer AI margins and costs from MCP clients. Provides tools to list customers, drill into costs, check budgets, and view workspace-wide cost breakdowns.
    4
    6
    1
    MIT