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"How to evaluate an app in an Android emulator" matching MCP servers:

  • android-mcp-server

    us-all
    A
    license
    Not graded
    quality
    A
    maintenance
    Android MCP — 76 ADB-based tools for device, apps, UI, logcat, emulator, files, system, and debug. Includes 7 workflow Prompts (crash investigation, ANR, battery drain).
    157
    7
    MIT

  • Shepherd MCP

    neuralis-in
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT
  • uptrack-mcp by Uptrack-App

    uptrack-mcpofficial

    Uptrack-App
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI agents like Claude, ChatGPT, and Cursor.
    17
    MIT

  • Proms MCP Server

    app-sre
    A
    license
    Not graded
    quality
    D
    maintenance
    A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations.
    4
    GPL 2.0

  • iris-eval/mcp-server

    iris-eval
    A
    license
    A
    quality
    A
    maintenance
    MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.
    9
    252
    7
    MIT

  • yokozuna-mcp

    mbe24
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.
    14
    18
    Apache 2.0

  • postgres-mcp-hardened

    Eszetael
    A
    license
    A
    quality
    A
    maintenance
    A drop-in Model Context Protocol (MCP) server that lets an AI agent query PostgreSQL — read-only, enforced at the database level, with real SQL validation, timeouts, cost limits, OAuth 2.1, and an audit trail.
    10
    MIT

  • mcp-deadmansnitch

    jamesbrink
    A
    license
    A
    quality
    C
    maintenance
    An MCP server for Dead Man's Snitch that enables AI assistants to manage monitoring snitches, including creating, updating, checking in, and pausing monitors for scheduled tasks and cron jobs.
    1
    2
    MIT

  • mcp-debug-claude-desktop

    rsascha
    A
    license
    A
    quality
    B
    maintenance
    An instrumented MCP server for debugging lost tool calls in Claude Desktop, using ping, echo, sized_echo, and slow_echo tools to record and analyze the full protocol flow.
    4
    MIT

  • Gizmo Analytics

    sudomichael
    A
    license
    A
    quality
    C
    maintenance
    Privacy friendly, cookieless web analytics built MCP-first. "Add analytics to my Next.js app" → an AI agent runs the setup_analytics_for_site tool, picks the right install snippet, edits your layout file, and verifies the script is loading. OAuth onboarding, no API keys to paste.
    28
    37
    1
    MIT

  • Specter MCP

    abd3lraouf
    A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to build, test, debug, and interact with Kotlin Multiplatform Mobile (Android/iOS) applications through automated build pipelines, UI automation, crash analysis, and app state inspection.
    15
    12
    1
    MIT

  • Weekly Report Checker

    kaneyxx
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that monitors and provides analytics on weekly report submissions in a Google Sheet, allowing users to check missing submissions, view statistics, and track individual reporting status.
    3

  • looplens-mcp

    musaceylan
    A
    license
    B
    quality
    D
    maintenance
    An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.
    16
    5
    MIT

  • SuperDev

    Xsxdot
    A
    license
    C
    quality
    A
    maintenance
    SuperDev is a local-first desktop app + MCP server that gives AI coding agents (Claude Code, Codex, Cursor — anything MCP-compatible) access to the runtime: live and historical logs across services, breakpoints in already-running processes (same PID, no restart), real browser control, and DAG deploy pipelines — with human approval and an audit trail on protected writes.
    75
    1
    Apache 2.0

  • mcp-server-health-monitor

    dbsectrainer
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP-native health monitoring that probes MCP servers using the list_tools protocol handshake, detects version drift, stores history in SQLite, and generates an HTML dashboard.
    43
    MIT

  • vigilante

    retamayo
    A
    license
    Not graded
    quality
    D
    maintenance
    Records runtime events from any app via zero-code instrumentation and exposes them to LLMs through MCP for autonomous debugging.
    8
    MIT

  • ha-exception-debug

    bbangert
    A
    license
    Not graded
    quality
    B
    maintenance
    A live post-mortem debugger MCP server for Home Assistant that lets AI agents list captured exceptions, walk traceback frames, read local variables, and optionally evaluate Python in the context of a captured frame for true post-mortem debugging.
    MIT