RRepoGEO

REPOGEO REPORT · LITE

tencentmusic/cube-studio

Default branch master · commit 9dd1c333 · scanned 6/23/2026, 5:17:25 AM

GitHub: 5,061 stars · 885 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface tencentmusic/cube-studio, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Update the repository description to reflect its archived status and direct users to the new repository

    Why:

    CURRENT
    cube studio开源云原生一站式机器学习/深度学习/大模型AI平台，mlops算法链路全流程，算力租赁平台，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU虚拟化，边缘计算，标注平台自动化标注，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库，AI模型市场，支持国产cpu/gpu/npu 昇腾生态，支持RDMA，支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano等分布式
    COPY-PASTE FIX
    此仓库已于 2026-05-18 归档，不再维护。请访问新仓库获取最新版本。新仓库提供了原Cube Studio的云原生一站式机器学习/深度学习/大模型AI平台功能。
  • highhomepage#2
    Add the URL of the new repository to the homepage field in the 'About' section

    Why:

    COPY-PASTE FIX
    [URL of the new repository]
  • mediumreadme#3
    Add a clear statement about the repository's license(s) to the README

    Why:

    COPY-PASTE FIX
    ### License
This project is licensed under [Specify License Name(s) here, e.g., Apache-2.0 and MIT]. Please refer to the LICENSE file for full details.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface tencentmusic/cube-studio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubeflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubeflow · recommended 2×
  2. MLflow · recommended 2×
  3. KServe · recommended 1×
  4. Argo Workflows · recommended 1×
  5. Seldon Core · recommended 1×
  • CATEGORY QUERY
    What open-source cloud-native platforms support end-to-end MLOps for large language models?
    you: not recommended
    AI recommended (in order):
    1. Kubeflow
    2. MLflow
    3. KServe
    4. Argo Workflows
    5. Seldon Core
    6. OpenShift AI
    7. Pachyderm

    AI recommended 7 alternatives but never named tencentmusic/cube-studio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a platform for distributed deep learning, hyperparameter tuning, and VGPU inference services.
    you: not recommended
    AI recommended (in order):
    1. Kubeflow
    2. MLflow
    3. Ray
    4. NVIDIA AI Enterprise
    5. Amazon SageMaker
    6. Google Cloud Vertex AI
    7. Azure Machine Learning
    8. H2O.ai MLOps

    AI recommended 8 alternatives but never named tencentmusic/cube-studio. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of tencentmusic/cube-studio?
    pass
    AI named tencentmusic/cube-studio explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts tencentmusic/cube-studio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tencentmusic/cube-studio explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo tencentmusic/cube-studio solve, and who is the primary audience?
    pass
    AI did not name tencentmusic/cube-studio — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of tencentmusic/cube-studio. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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tencentmusic/cube-studio — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite