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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to register and inspect database instance profiles, record observations and audits, compute scalar and quantile baselines, manage technical-debt findings and incident timelines, link related instances, and import/export sanitized knowledge packages.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that decodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents, enabling them to analyze CPU consumption, call trees, GC pressure, and async bottlenecks.
    6
    69 npm
    MIT
  • 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
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables named, authenticated callers to run read-only introspection of a Google Cloud project and to read and write per-tenant notes that stay isolated between callers. Every request is scope-checked against a reviewed policy, rate-limited per caller, and audited without ever logging argument values.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables local computer diagnostics by sampling CPU, memory, disk, and network activity and displaying the busiest processes in an interactive dashboard. It also supports human-confirmed process-stop proposals while keeping diagnostics local and bounded.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes a synthetic issue tracker and pipeline warehouse as callable tools so an agent can answer operational questions about tickets, pipeline health, runs, incidents, and governed metrics with every claim cited to the exact tool call it came from. All writes are proposal-only, requiring human approval through a gated apply path that logs each step for audit.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive MCP server providing advanced Redmine project analytics, web automation via Playwright, and iTunes music integration. It enables detailed tracking of sprint metrics, bug counts, and team performance through a token-optimized tool architecture.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents and users to manage workspace files, monitor system metrics, take persistent notes, and retrieve weather data via MCP tools and resources.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to fetch app reviews from Apple's App Store and Google Play per country store, newest first, filtered by date or star rating, with each scheduled run returning only reviews not seen before. It also returns a per-app, per-country rating trend row with the current rating, rating count, change since the last run, and the star split of new reviews.
    1
    121 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables secure, auditable access to Home Assistant through MCP, with a read-only observer profile and an operator profile for controlled mutations.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables users to query and analyze cloud spending, EC2 cost breakdowns, service-level spend, and model usage logs through natural-language interactions. It also supports cross-account spend retrieval when configured.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables querying AWS spend data via Cost Explorer and Amazon Bedrock usage data from CloudWatch logs using natural language. Supports cross-account access, local and remote deployment, and integration with Claude Desktop and LangGraph agents.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables querying logs and metrics with plain SQL from any MCP client via pooml's read-only query API.
    3
    10 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    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
    D
    maintenance
    MCP server for system monitoring, enabling users to ask about CPU, memory, disk, network, and processes on their system.
    9
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Bridges Microsoft Clarity's analytics API with Claude, enabling custom date ranges and page-level filtering on top of Clarity's native limitations.
    3
    41 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Web analytics and AI session replay for agents: visitors, breakdowns, funnels, goals, revenue attribution, and AI-found site issues. Connects to the hosted Flowsery MCP server.
    27
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to discover and call Xyte's device management API endpoints with typed validation, supporting fleet investigation, ticket management, and routine operations through natural language.
    3
    14 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Read-only MCP server for XServer API, enabling Claude to check server status like disk usage, domains, mail, and cron via natural language.
    5
    74 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Read-only MCP server for Grafana Loki: lets AI agents (Claude Code, Cursor, Copilot) discover labels, read bounded LogQL pages, count lines by label or time, and export logs — across several Loki stands
    5
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).
    5
    107 PyPI
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides read-only access to daily trading figures for multi-site restaurant groups, detecting anomalies in control blocks such as void rates and labor percentages to uncover subtle financial leaks.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that reports BI pipeline readiness, blockers, and the next allowed action for governed Power BI workflows. It never writes files, executes warehouse work, or grants human approvals.
    6
    6 npm
    2
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    8 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for querying OpenAI usage and cost data, including spend summaries, daily breakdowns, month-over-month comparisons, and token usage by model.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables querying and analyzing Tenable Vulnerability Management audit logs, including activity summaries, API key usage, and anomaly detection through MCP tools.
    6
    MIT