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  • A
    license
    Not graded
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    maintenance
    A read-only MCP server exposing SLURM, GPFS, Prometheus (node exporter + DCGM GPU metrics) and generic Elasticsearch exploration as diagnostic tools for LLM-based HPC support assistants.
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server for AppDynamics that exposes 12 task-oriented tools to query applications, topology, metrics, snapshots, health rules, anomalies, events, alerting config, analytics events, and dependency maps via OAuth API-client credentials.
    12
    1
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Unofficial MCP server that lets AI agents query Aptabase analytics using cookie-authenticated dashboard endpoints, providing tools for metrics, events, and sessions.
    17
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Model Context Protocol server for managing and diagnosing GlassFlow streaming pipelines, exposing pipeline CRUD, metrics queries, log search, and a composite diagnostic tool as MCP tools that AI agents can call over SSE transport.
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    MCP server that enables AI assistants to query and analyze Prometheus metrics through PromQL, with support for metric discovery and authentication.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to report the actions they take — emails sent, forms submitted, purchases made, code pushed — into a single private timeline, and optionally read back that timeline with filtering and pagination. Write and read access are granted separately through OAuth scopes, so agents can log their own changes without seeing other agents' reports.
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    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.
    8 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Monitors development server logs in real-time and provides Claude with immediate error notifications via Server-Sent Events. Intelligently parses TypeScript, Svelte, and Vite errors with severity classification and file correlation.
    9
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Self-hosted web analytics platform that exposes analytics data via the Model Context Protocol, enabling natural language queries about traffic, page views, web vitals, and custom events.
    12
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lets AI agents inspect Kubernetes clusters in plain English, exposing read-only tools for pods, deployments, services, events, and logs, with mock and real backend support.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables querying and managing Sentry projects, issues, and events through natural language.
    9 npm
    ISC
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that filters Kubernetes warning/failure events and presents them to AI assistants for diagnostics. Enables AI to identify and troubleshoot cluster issues without consuming context on normal events.
    ISC
  • A
    license
    Not graded
    quality
    C
    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
  • A
    license
    Not graded
    quality
    B
    maintenance
    A read-only MCP server that exposes Kubernetes cluster telemetry tools (pods, events, logs, metrics, ArgoCD syncs) with automatic redaction for incident triage and hypothesis ranking.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A TypeScript MCP server starter kit supporting stdio and HTTP/SSE transports. Includes tools for system metrics, HTTP fetching with URL restrictions, and temporary key-value memory with namespace and TTL support.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A TypeScript implementation of a Model Context Protocol server that connects to Sentry error tracking service, allowing AI models to query and analyze error reports and events.
    11 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to interact with Signoz observability platform, providing tools to query dashboards, metrics, traces, logs, and APM data with time range support.
    14
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A middleware service that uses Model Context Protocol to analyze and automate Zabbix events with AI, enabling automated incident response and workflow automation through n8n integration.
    1
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Read-only diagnostic MCP server that exposes system stats, Docker status, OOM events, container logs, Sidekiq queues, and local Chatwoot health checks for Claude to review a Hetzner server.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP bridge exposing Hermes gateway monitoring tools (status, mission control, channels, approvals) to ChatGPT via HTTP/SSE.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    A persistent activity log server that allows MCP-compatible AI assistants to log events, decisions, and system logs over HTTP, with a built-in web dashboard for monitoring and searching logs.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables running and learning from a production-shaped MCP server that exposes ticket-desk operations, server administration, timers, events, and schema-driven queries across stdio, SSE, and Streamable HTTP with configurable auth, rate limiting, and observability.
    1
    -
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that records agent execution metrics and exposes a Context Window Explorer to visualize exactly what entered the model's context window across sessions, tokens, and tool calls.
    8
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events, filtered by level/target), filter_log (predicate filtering), summarize_errors (grouped error taxonomy). Pure Rust. MIT OR Apache-2.0.
    3
    6
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Unofficial MCP server for Vexo analytics. Enables querying event names, counts, timelines, sessions, and recent events from Vexo Export API through natural language.
    6
    12 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that exposes local coding-agent session logs as three tools for introspection of recent work, debugging tool failures, and tracking token usage and estimated cost without parsing log files.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Minimal MCP server that integrates with Graylog, enabling agents to search, analyze, and inspect log messages across streams, discover fields and streams, and query multiple Graylog instances.
    5
    37 npm
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that connects language models to a Wazuh SIEM cluster, enabling read-only plain-language queries, schema inspection, field coverage analysis, and decoder testing.
    10
    18 PyPI
    Apache 2.0