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    Enables coding agents to control a locally connected Android phone or emulator over ADB through MCP tools for device setup, UI inspection, taps, swipes, Unicode text input, app launching, and bounded batch actions, plus a live screen sidebar with clipboard capture.
    26
    MIT
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    MCP server that lets agents create, display, and export rich UI widgets (cards, dashboards, charts, forms) inline in conversations, with interactive iframe support in MCP Apps hosts and PNG image fallback for other clients.
    3
    MIT
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    A parametric CAD workspace as an MCP server, enabling agents to create, edit, and manipulate 3D models through tools, with a live studio UI and STL/OBJ import/export.
    12
    58 npm
    4
    MIT
  • F
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    Records and visualizes evidence from a coding agent's own testing tools in a private local workspace, with live activity, domain charts, screenshot maps, findings, reproduction steps, human priorities, and persisted testing preferences. Runs 54 bundled CARBON command workflows over local stdio and serves a loopback-only visual workspace with strict evidence and permission gates.
    11
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    An interactive digital audio workstation as an MCP server, enabling music production with a channel rack, piano roll, mixer, effects, automation, microphone recording, and offline WAV rendering.
    26
    58 npm
    2
    MIT
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    Enables AI agents and MCP clients to control an Android phone or emulator through ADB, including reading the screen, finding and tapping controls, typing, scrolling, and verifying results, with a live view and optional UI-decision assistance.
    27
    10
    MIT
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    Enables control and monitoring of an ADT Control / Alarm.com security system from MCP-compatible hosts, including checking system and device state, reviewing activity, and safely arming, disarming, locking, or adjusting devices through confirmation-gated actions and a local audit trail.
    11
    MIT
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    Enables cross-platform real device debugging for React Native development, supporting Android, iOS, and HarmonyOS with real-time connection status, screenshots, logs, diagnostics, evidence, and Codex context.
    7
    19 npm
    1
    Apache 2.0
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    Enables AI assistants to automate mobile app testing and development for iOS and Android through natural language interactions. Supports intelligent element identification, session management, automated test generation, and comprehensive device interactions including clicks, swipes, screenshots, and app management.
    32
    14,478 npm
    518
    Apache 2.0
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    Enables AI assistants to automate Android and iOS mobile apps through natural-language interactions, intelligent element location, session management, screenshots, and automated test generation.
    40
    14,478 npm
    Apache 2.0
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    A batteries-included Python template that ships a shared service registry as a CLI, MCP server, and HTTP API, enabling rapid development of MCP tools like the included Gmail skill.
    50
    MIT
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    Read-only VMware vCenter/ESXi monitoring. 8 MCP tools for VM inventory, host status, datastore capacity, cluster info, alarms, events, and VM details. Code-level enforced safety — no destructive operations exist in the codebase. Supports vSphere 6.5–8.0. Works with local models via Ollama/LM Studio.
    33
    1,072 PyPI
    18
    MIT
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    Enables Claude to query the DocuSky digital humanities platform, providing full-text search across its databases, distribution and tag statistics, and full-text retrieval of individual documents, with optional credentials for accessing a user's own private collections.
    10
    1
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    An MCP server for Action1, a cloud-native RMM platform, enabling remote monitoring, patch management, and endpoint management through Action1's API.
    6
    4
    Apache 2.0
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    A server implementing Model Context Protocol that enables LLMs to interact with the ZenML platform, providing access to pipeline data, stack information, and the ability to trigger new pipeline runs.
    16
    49
    MIT
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    Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with a local LLM.
    8
    2
    MIT
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    Provides seamless access to TomTom's location services including search, routing, traffic and static maps data, enabling easy integration of precise geolocation data into AI workflows and development environments.
    17
    439 npm
    59
    Apache 2.0
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    Enables interaction with the SuperOps.ai PSA/RMM platform via its GraphQL API, providing tools for managing clients, tickets, assets, technicians, and custom queries.
    21
    Apache 2.0
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    Connects TestDino test management platform to AI agents, enabling users to check test runs, analyze failures, upload Playwright test results, and manage test cases through natural language commands.
    58
    230 npm
    10
    MIT
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    The GitKraken MCP Server turns your AI assistant into a context-aware development partner by connecting it to git history, branches, issues, pull requests, and multi-repo workflows through GitKraken. It works with all the providers you would expect from the GitKraken software suite such as GitHub, GitLab, Azure DevOps, Bitbucket, Jira, and more.
    28
    3
    MIT
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    Enables viewing Tongji University AI platform credit balances and detailed usage inside WorkBuddy through a native MCP App panel, with automatic refresh, browser-assisted token renewal, budget reminders, and update notifications.
    4
    MIT
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    Local server that lets Claude Code and Claude Desktop drive NotebookLM and Google Flow through the user's own logged-in Edge or Chrome session instead of a paid API, covering notebooks, sources, cited answers, Studio outputs (audio/video overviews, slides, reports, mind maps, quizzes) and image/video generation with Veo. It also self-verifies the buttons, menus and internal calls it relies on and reports exactly what the provider changed.
    58
    MIT
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    Fulcra is the world's best agent-first data platform, allowing you to easily and securely store your data in a context lake and connect it to any agent, anywhere. Use Fulcra to store personal data, coordinate your work with other agents, and more.
    47
    10
    Python
    Apache 2.0
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    Enables natural language interaction with the Zenskar billing platform, covering customers, contracts, invoices, payments, accounting, products, plans, and more.
    100
    38 npm
    1
    MIT
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    Enables AI assistants to read a user's ILIAS learning-platform content, including courses, folders, assignment deadlines, file text, announcements, news, and forum topic lists, plus download files locally. It also tracks new, changed, and removed course items against saved snapshots, all through read-only access with local caching and rate-limited requests.
    14
    2
    MIT
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    An MCP server for C++ development that currently provides a server_status diagnostic tool. It validates a workspace directory and is designed to expand into build, test, and debugging capabilities.
    72
    MIT