Benchmarks

MobileWorld (Tongyi-MAI)

A containerized Android evaluation environment with GUI-only, agent-user interaction and MCP-augmented tasks, plus checks on application and backend state.

AI-assisted editorial review against a primary source. This is a catalog annotation, not an independent reproduction or endorsement.

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What is this resource?

Resource type
Benchmarks
Environment
android
Topics
evaluation, mobile-navigation, human-in-the-loop, tool-integration
Record publication date
Not recorded
Evidence retrieved
2026-10-17T09:12:16Z
Resource ID
github:tongyi-mai/mobileworld

What licenses are recorded?

Code, training data, weights, and documents can have different terms. A blank declaration means unknown, not unrestricted use.

Code
Apache-2.0 (Repository code license; self-hosted applications, model APIs and MCP services keep their own terms.)
Data
Not recorded
Document
Not recorded
Weights
Not recorded

License review notes

Evaluation protocol

Focus
Android task completion, agent-user interaction, hybrid GUI and MCP use
Setting
interactive
Observations
Android application interface, user-agent interaction when enabled
Actions / outputs
Android GUI operations, MCP calls when enabled, agent-user interaction when enabled
Evaluation
The publisher documents text-answer matching, backend database verification, local-storage inspection and application callbacks.

Scale and counting units

Publisher-reported inventory. GUI-only, agent-user and MCP-augmented configurations have different dependencies and task eligibility; preserve enabled modes and step budget with results.

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Recorded specifications

availability
Public task definitions, evaluator and container orchestration source.
leaderboard url
https://tongyi-mai.github.io/MobileWorld/#leaderboard
repository revision
e7eee8981135ecbe39005a231edf63574defd79c

Explore related topics

EvaluationMobile navigationHuman in the loopTool integration

Scope and limitations

This is Tongyi-MAI/MobileWorld, distinct from jacklishufan/MobileWorld (MobileWorldBench). Public source includes task definitions, verification logic and environment orchestration. The README reports 201 tasks across 20 applications; this is not an independent count of the evolving task tree. Linux/KVM or WSL2/KVM is required by the documented host setup, with macOS support in progress. MCP and simulated-user settings can require separate external services.

Related resources

Primary evidence and verification

Source retrieval is separate from experiment reproduction. Use the original publication or publisher page when citing claims about the resource.

  1. editorial primary review

    Retrieved 2026-10-17T09:12:16Z. Supports: name, kind, summary, environments, topics, scope, notes, relations, details.

    Content fingerprintfbc306b3414dfdb230171358efd6eb8d67573fbb94e11487a4a7e971e2abf0d9
  2. editorial primary review

    Retrieved 2026-10-17T09:12:15Z. Supports: identity.

    Content fingerprint266e1fe5b5b1a4c1540ab0fd5eba206395084ee283f0079f424930a156cf8e18
  3. editorial primary review

    Retrieved 2026-10-17T09:14:08Z. Supports: release_status.

    Content fingerprint14500ed2dfa14bb5c34211090f0c8827e4a16c3233e35a2d695c0d7261f9358b
  4. editorial primary review

    Retrieved 2026-10-17T09:14:09Z. Supports: licenses.code.

    Content fingerprintb09fcaf4fbc265223c2479c410beef2b98c5e687c78ecedf3452aa12ffc465f1

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