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maintenanceHosted remote MCP server for issuing run receipts, summarizing agent changes, checking test evidence, flagging review risks, and exporting run logs for Antigravity agents.
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"How to run a Python file using Claude Desktop" matching MCP servers:
- Alicense-qualityBmaintenanceMCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability.Last updated28MIT
- Alicense-qualityAmaintenanceEnables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights.Last updated1MIT
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- AlicenseAqualityCmaintenanceRead-only AMD GPU monitoring for Claude on Linux — VRAM, temperature, clocks, power, and running ML processes via rocm-smi.Last updated5MIT
- AlicenseAqualityDmaintenanceMaintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard.Last updated4041104MIT
- FlicenseBquality-maintenanceProvides comprehensive telemetry and usage analytics for Claude Code sessions, including token usage tracking, cost monitoring, and tool usage patterns. Enables users to monitor their Claude usage with detailed metrics, warnings, and trend analysis.Last updated12
- Alicense-qualityCmaintenanceRead-only systemd inspection for Claude on Linux — list units, status, journal, failed units, unit files.Last updatedMIT
- Flicense-qualityCmaintenanceEcho tool MCP server that extracts and logs W3C Trace Context from requests to verify propagation from Claude Code.Last updated
- Flicense-qualityBmaintenanceEnables read-only Kubernetes incident investigation through MCP tools for listing pods, describing resources, fetching logs, and searching runbooks.Last updated1
- Alicense-qualityBmaintenanceSurface Claude Code token usage, estimated cost, and plan-limit status in any MCP client. Enables agents to query usage data from local logs and Anthropic API.Last updatedMIT
- Alicense-qualityCmaintenanceClaude Code token usage and cost visibility for MCP-capable agents.Last updated47MIT
- AlicenseAqualityCmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.Last updated31MIT
- AlicenseAqualityCmaintenanceEnables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.Last updated5MIT
Defense MCPofficial
Alicense-qualityCmaintenanceProvides Claude Desktop access to Defense.com threat intelligence data for risk assessment, threat analysis, and workload management. It also features interactive security training tools and supports over 200 source type aliases for simplified querying.Last updated3MIT- Alicense-qualityBmaintenanceAn 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.Last updatedMIT
- Flicense-qualityBmaintenanceEnables secure analysis of log files by listing, summarizing, and searching for error patterns, with defenses against path traversal, symlink attacks, and data leakage.Last updated
- FlicenseAqualityCmaintenanceEnables agents to interact with the Logflare API by writing JavaScript functions that run in a Vercel Sandbox, using three tools: search, execute_read, and execute_write.Last updated3
- AlicenseAqualityBmaintenanceA locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run diagnostic commands inside a container, all from a chat with Claude Desktop.Last updated31MIT
mcp-server-cloudflareofficial
AlicenseAqualityBmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.Last updated256,3174,003Apache 2.0