A
license-
quality-
maintenanceA Playwright-based MCP server that exposes a live browser as a traceable, inspectable, debuggable and controllable execution environment for AI agents.
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"Using Python to Locate and Retrieve Browser Element Selectors" matching MCP servers:
- Alicense-qualityDmaintenanceA Model Context Protocol (MCP) server for comprehensive monitoring and observability of systems using Langfuse.Last updated1MIT
- Alicense-qualityBmaintenanceEnables AI agents to monitor and debug browser runtime errors, console logs, and page diagnostics in real time via a Chrome extension and local MCP server.Last updatedMIT
- AlicenseCqualityDmaintenanceEnables 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.Last updated401Apache 2.0
- Alicense-qualityBmaintenanceMCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability.Last updated28MIT
- Alicense-qualityBmaintenanceMCP server for browser debugging, inspection, and verification that streams console logs, network errors, and user actions into AI coding assistants.Last updated65AGPL 3.0
- Flicense-qualityCmaintenanceEnables Claude Code to inspect network traffic, query the DOM, read console logs, and capture WebSocket frames in Firefox.Last updated
- Alicense-qualityAmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.Last updated1MIT
- FlicenseAqualityDmaintenanceEnables AI agents to access New Relic logs and APM data through the NerdGraph API. It allows users to execute NRQL queries, retrieve application performance metrics, and analyze transaction traces using natural language.Last updated61
- Alicense-qualityCmaintenanceA Python utility for adding usage tracking, analytics, and audit trails to MCP servers using SQLite-backed persistence. It enables developers to monitor tool, prompt, and resource activity and expose these statistics directly to LLM clients.Last updated4MIT
- 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
- AlicenseAqualityDmaintenanceAn MCP server that automatically instruments Python AI agents with the ioa-observe-sdk, adding OpenTelemetry-based tracing, metrics, and logs with zero manual effort.Last updated2Apache 2.0
- AlicenseAqualityCmaintenanceA Python MCP server that reduces token usage by ~98% when working with log files by auto-detecting format and stripping noise to return only actionable signal.Last updated52MIT
- FlicenseAqualityCmaintenanceEnables searching Sumo Logic logs using the search_logs tool, with support for query parameters such as time range and maximum results.Last updated11
Logfire MCP Serverofficial
AlicenseAqualityAmaintenanceA Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.Last updated4162MIT- AlicenseAqualityDmaintenanceAn MCP server for Microsoft Defender Advanced Hunting that enables AI assistants to investigate security events using natural language by translating queries to KQL and executing them against Defender.Last updated2MIT
- AlicenseAqualityAmaintenanceEnables AI assistants to analyze, filter, and capture network traffic using Wireshark/tshark, allowing natural language interaction with packet captures.Last updated1449MIT
- AlicenseAqualityCmaintenanceEnables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace context through MCP tools.Last updated6MIT
- FlicenseAqualityCmaintenanceCollects page performance metrics using Playwright, CDP, and Lighthouse, and returns a normalized PerformanceReport.Last updated11
- AlicenseAqualityDmaintenanceEnables querying a self-hosted Plausible Analytics instance to retrieve compressed analytics data such as overview stats, top pages, traffic sources, and trends, with computed deltas and human-readable filters.Last updated62MIT