A
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maintenanceA read-only MCP server for querying AI provider administration APIs, providing normalized usage, cost, and dashboard data for OpenAI and Anthropic.
4
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MIT
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"A server for improving AI math capability without using an API" matching MCP servers:
- AlicenseAqualityAmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.5327Apache 2.0
- Flicense-qualityDmaintenanceDependency health checker for AI agent skills. Analyzes external endpoints for uptime, SSL validity, domain reputation, ownership changes, and abuse scores. Returns a 0-100 trust score per endpoint.
- AlicenseAqualityDmaintenanceAn unofficial MCP server that connects AI assistants to Akamai APIs, providing tools for edge diagnostics, debugging, and network analysis.1481MIT
- AlicenseAqualityCmaintenanceMCP server for measuring, tracking, scoring, and improving AI agent reliability with tools for recording interactions, scoring reliability, analyzing failures, recommending improvements, generating audit reports, and checking MCP health.8MIT
- AlicenseAqualityAmaintenanceManage and monitor Hadoop clusters via Apache Ambari API, enabling service operations, configuration changes, status checks, and request tracking through a unified MCP interface for simplified administration. * Guide: https://call518.medium.com/llm-based-ambari-control-via-mcp-8668a2b5ffb9301MIT
- FlicenseBqualityDmaintenanceMonitors API endpoint health by checking availability, measuring response times, and providing detailed status reports with error handling and timeout protection for the localhost:8080/api/ticket endpoint.1
- AlicenseBqualityCmaintenanceConnects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.235MIT
- Alicense-qualityAmaintenanceSelf-hosted AI orchestrator that monitors and manages homelab services, exposing them as MCP tools for LLMs to drive.MIT
- Alicense-qualityDmaintenanceTransforms Elasticsearch into an AI-powered observability engine for analyzing logs, APM traces, and system metrics through natural language.4Apache 2.0
- Alicense-qualityAmaintenanceShows your current Claude Desktop activity as Discord Rich Presence, including model, status, usage, and subscription info.MIT
- Alicense-quality-maintenanceEnables benchmarking of Large Language Model APIs by measuring performance metrics such as generation throughput, prompt throughput, and Time To First Token (TTFT) with configurable concurrency levels and parameters.1
- Flicense-qualityBmaintenanceMeasure the network path quality to a voice/VoIP destination and get an estimated MOS (ITU-T G.107 E-model) plus live RTT, jitter, and packet loss. Agent-native: REST + MCP, free tier then pay-per-call via x402.
- Flicense-qualityDmaintenanceAn MCP server that provides access to Google Cloud Monitoring API, enabling interaction with cloud resources monitoring data through natural language commands.
- Flicense-qualityCmaintenanceCompresses log files into templates and statistics using Drain3, and exposes them to AI assistants via an MCP server for efficient log monitoring and anomaly detection.
- Flicense-qualityBmaintenanceUniversal database copilot for diagnostics, operations, and performance analysis via MCP and CLI.
- Flicense-qualityBmaintenanceEnables querying and managing AI logs through tools like listing logs, retrieving jobs, and performing AI-powered chat queries. Also provides access to gateway security reports and guardrail testing.
- Flicense-qualityBmaintenanceMCP server that wraps Nightjar's analytics API, enabling Claude Code to query events, funnels, dashboards, and metrics through natural language.
@margint-ai/mcpofficial
AlicenseAqualityDmaintenanceEnables querying Margint per-customer AI margins and costs from MCP clients. Provides tools to list customers, drill into costs, check budgets, and view workspace-wide cost breakdowns.4101MIT- AlicenseAqualityBmaintenanceProvides AI-aware failover for Mihomo proxy on macOS by validating real OpenAI paths and switching proxy groups after verified hard failures. It offers a local stdio MCP server for diagnostics, status, and safe management of the AI proxy group.14MIT