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    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
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    license
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    quality
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    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
  • 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
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    quality
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    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
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    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
  • A
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    A
    quality
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    A pre-action risk gate for AI agents. Your agent calls the forecast tool before any irreversible action — send email, run SQL, make a payment, delete a file — and gets a risk score (0–100) and a GO / CONFIRM / STOP verdict in a few seconds.
    1
    519
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to alert users locally by playing a notification sound and showing a system banner when a task finishes or attention is needed, with support for custom sounds and multiple MCP clients.
    2
    243
    MIT
  • F
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    A
    quality
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    Exposes a connected-vehicle OBD-II/telematics platform to AI agents, enabling vehicle health scoring, live data queries, DTC decoding, maintenance prediction, and gated remote commands via a pluggable data layer.
    9
  • F
    license
    A
    quality
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    maintenance
    A local MCP server that tracks token usage and costs for Claude Desktop and Claude Code, providing a live dashboard at localhost:6789.
    5
    17
  • A
    license
    A
    quality
    A
    maintenance
    A lightweight, self-hosted MCP server that connects LLM-based agents to Red Hat Lightspeed services, enabling natural language querying of read-only (and optionally write) operations across Advisor, Image Builder, Inventory, Planning, Remediations, and Vulnerability services.
    39
    24
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Integrates with the SecurityScorecard API to provide security metrics, risk analysis, asset discovery, and remediation planning through natural language.
    9
    142
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that provides tools to interact with Matomo Analytics API, enabling management of sites, users, goals, segments, and access to analytics reports through a MCP interface.
    11
    15
    ISC
  • A
    license
    B
    quality
    D
    maintenance
    A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.
    16
    89
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Enables management and monitoring of farm operations including field and crop tracking, livestock monitoring, equipment management, and sensor readings through a Model Context Protocol interface built with FastMCP.
    11
  • A
    license
    B
    quality
    C
    maintenance
    A Model Context Protocol server for Hackle API providing tools and resources for querying A/B Test data.
    19
    520
    3
    MIT