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    Enables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.
    3
    15 npm
    ISC
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    Enables coding agents to diagnose production incidents by traversing a FalkorDB graph of services, deploys, feature flags, owners and past incidents to find the true root cause rather than the alerting service. It also lets agents act on that reasoning — rolling back, restarting or flipping flags with dry-run-first safety — then verify recovery, notify owners, and store the incident and its fix as memory for faster future resolution.
    24
    1
    Apache 2.0
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    Enables LLMs to directly query a Matomo analytics instance, execute reporting methods, fetch historical trends, report metadata, and dynamically generated chart images through typed MCP tools.
    6
    MIT
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    Monitor the real-time status of 200+ popular APIs and services. Check if services like GitHub, Stripe, AWS, and Slack are experiencing outages or degraded performance directly from your AI assistant.
    5
    8 npm
    1
    MIT
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    Session replay and click heatmaps for AI agents. Read a site’s visits as timed narratives, find repeated or dead clicks and the JavaScript errors behind them, and measure the impact of shipped changes.
    122 npm
    2
    MIT
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    Enables an MCP-capable agent to operate a heterogeneous cluster of Debian/Armbian Linux nodes over SSH from a single inventory, inspecting status and logs, managing packages, services, files, storage and NFS, and deploying new capabilities to nodes through installable modules. Built-in cluster tools fan out to nodes by explicit names, roles or tags with bounded concurrency, while modules can be installed on compatible nodes and run on demand or as systemd services.
    MIT
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    Enables tracing mcp-use tool callbacks and capturing tool errors and exceptions in Sentry via MCP middleware, without SDK changes or additional services.
    MIT
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    Enables Cursor and Claude Code to inspect Kibana APM data—services, transaction and error groups, trace samples, and trace waterfalls—through Kibana's internal APM APIs. It focuses on Kibana-computed aggregates rather than raw logs or Elasticsearch documents.
    Apache 2.0
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    Provides secure, multi-user access to Oracle Database for MCP clients, enabling SQL querying, execution, schema exploration, and performance analysis through various connection methods including TNS, JDBC, and TCPS.
    139 npm
    MIT
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    A Model Context Protocol server that connects to Veeam Backup for Microsoft 365 to review backup configuration, find protection gaps, and optionally run jobs and restores with opt-in safety controls.
    2
    MIT
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    Provides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.
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    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
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    Provides cryptographically signed, tamper-evident compute usage receipts via a Model Context Protocol server, exposing tools to record usage, verify receipts, list the ledger, and verify ledger integrity without requiring any account, API key, or single cloud provider.
    4
    14 npm
    Apache 2.0
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    8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC credits
    4
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    MIT