ZBS Index What actually exists in applied AI, with the source next to it

mcp server

Ghost in the Droid

Give any LLM agent a real Android or iPhone as its body. 62 MCP tools for mobile automation.

Description as published by the maintainer. Source

  • version 1.3.2
  • active
  • workflow automation

active — Most recent push to the repository was 2026-07-31. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 297 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-07-31 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 0 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 1.3.2 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-07-19 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License MIT Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2026-07-19 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • io.github.ascript-cn/ascript-mcp — last commit 2026-04-30, shares android-automation, automation, webdriveragent
    Control Android/iOS/Windows devices from Claude, Cursor, and other AI tools. iOS without jailbreak.
  • Icemoon — control a real iPhone with AI — last commit 2026-08-03, shares automation, ios, iphone
    Control real, physical iPhones with AI: screen reading, human-like touch, no jailbreak.
  • io.github.droidrun/mobilerun — last commit 2026-08-03, shares android, android-automation
    Control real Android and iOS devices with LLM agents — tap, swipe, type, automate flows.
  • io.github.fullread/deepadb — last commit 2026-08-07, shares adb, android
    Full-featured ADB MCP server — 204 tools across 45 modules, from UI to baseband.
  • agent-device — last commit 2026-08-06, shares adb, automation
    Let AI agents inspect, control, and debug real iOS, Android, desktop, and TV apps
  • io.github.Forge-Space/ui-mcp — archived, last commit 2026-04-20, shares open-source, vue
    Forge Space MCP server for UI and backend generation via stdio transport.
  • io.elaan/mcp — last commit 2026-08-05, shares vue
    Create Elaan notification types, templates and brands, trigger sends, and debug delivery.
  • EasyEDA Copilot — last commit 2026-08-04, shares vue
    Connect MCP clients to EasyEDA Desktop for schematic and PCB design, routing, inspection, and DRC.
  • io.github.devlint/gitwand — last commit 2026-07-23, shares vue
    Auto-resolves Git merge conflicts so agents only touch the complex hunks.
  • io.github.fabkho/nuxt-i18n-mcp — last commit 2026-08-08, shares vue
    MCP server for managing i18n translations in Nuxt projects.

These share tags the maintainers applied themselves, such as android-automation, automation, webdriveragent, ios. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

How the author describes it

Topics the maintainer set on GitHub: adb, android, android-automation, automation, bot-framework, fastapi, ios, iphone, mcp, open-source, phone-farm, python, skill-system, vue, webdriveragent.

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. ghost-in-the-droid/android-agent on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.