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  • A
    license
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    quality
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    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
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for the Chrome UX Report, providing real-user Core Web Vitals (LCP, INP, CLS) and historical trends for any origin or URL via natural language queries.
    3
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Ask your AI agent about your MCP servers: which tools fail, how a release compares, what clients look for and do not find. Reads from mcpspan with a read token.
    10
    12
    21
    MIT
  • A
    license
    A
    quality
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    maintenance
    A read-only MCP server for Umami analytics, enabling natural language queries of website stats, traffic trends, events, sessions, and analytics reports.
    13
    9 npm
    1
    Elastic 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to browse and filter experiment runs, retrieve metrics, logs, tables, and artifacts, plot comparisons as PNG images, and download full-fidelity training history for local analysis against a self-hosted Open Train server. It also provides diagnostic tooling that surfaces metric evidence and investigation leads without asserting causality.
    16
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to inspect a live Celery deployment over RabbitMQ or Redis — checking which workers are responding, their pools, concurrency and consumed queues, and how many messages are backed up in each queue — so agents can diagnose stuck or unrouted tasks. Read-only by default, with broker credentials masked in all output.
    2
    24 PyPI
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A multi-tenant control plane for MCP that aggregates upstream MCP servers behind a single authenticated URL, with deny-by-default policy enforcement and a replayable audit trail.
    MIT
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    Not graded
    quality
    D
    maintenance
    MCP server for Umami Analytics that provides read-only tools to query website stats, events, sessions, reports, and more, enabling natural language analytics queries.
    24 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables grading a website's security headers with per-gap fixes and a README badge, and analyzing logs, code, configs or suspicious messages to determine what happened, how severe it is, and what to fix first. Requests are masked for sensitive data and automatically retried across multiple AI providers when one refuses, subject to a defensive-use-only policy.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables querying Plausible Analytics data for website statistics, traffic, engagement, and conversions through natural language, with support for filters, dimensions, and time-series.
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables administrators to enforce configured URL reputation checks and result scanning on selected MCP fetch tools, refusing disallowed, malformed, or unscannable traffic before it reaches the model. It also supports HMAC-signed ToolHive request validation webhooks for fail-closed policy enforcement.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to check website uptime, measure page speed and Core Web Vitals, and monitor cron jobs or backups, returning alerts, trends, and fix-first recommendations through natural language.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Connects AI assistants to turbometrics.de for website performance analysis, scans, real user monitoring, and alerts management.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying privacy-focused website analytics from Plausible's read-only Stats API v2, with tools for overview, timeseries, breakdown, and goal performance metrics.
    340 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes Umami analytics (Cloud or self-hosted) as read-only tools for querying website stats, pageviews, metrics, and active visitors.
    5,402 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables running SPL searches, paging through job results, and inspecting indexes and metadata on a Splunk instance by logging into Splunk Web with just a URL, username, and password. Requires no admin port, authentication token, or app installation, and supports result pagination, read-only command blocking, and self-signed certificate handling.
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    Enables access to Hitsteps analytics and website operations through a remote MCP server, using OAuth for authentication and Streamable HTTP transport.
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  • A
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    Not graded
    quality
    C
    maintenance
    Enables read-only access to JavaMelody monitoring data from one or more Java web applications, covering HTTP/SQL/Spring counters, JVM and thread snapshots, and database reports. Users can query several configured microservices from a single server process and inspect what is slow or failing without opening the JavaMelody dashboard.
    17 npm
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Dead-man's-switch monitoring for cron jobs and AI agents: your job or agent pings a URL each run, and Kywio alerts you when the pings stop. MCP-native (create/ping/get heartbeat) plus REST — an outside observer for agents that can't detect their own death.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP server providing Microsoft 365 service health status and known incident/outage information from Microsoft Graph. Enables quick answers to whether an issue is a widespread Microsoft outage or specific to a tenant.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    A read-only, OAuth 2.1-authenticated MCP server that lets Claude inspect the live state of a self-hosted server — system resources, containers, service and website health, n8n automations, video jobs, backups, repositories, error summaries, a component design system, uptime monitoring, and its own audit trail. All twenty-one tools are strictly observation-only, with no shell, file browser, SQL console, or Docker socket, so nothing can be started, stopped, deployed, or deleted.
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