RRepoGEO

REPOGEO REPORT · LITE

BoCloud/folib

Default branch main · commit 630325ba · scanned 5/18/2026, 3:32:15 PM

GitHub: 2,333 stars · 145 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 BoCloud/folib, 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 GitHub 'About' description to be in English and clearly state its core function

    Why:

    CURRENT
    全语言制品仓库，涵盖npm、Maven、PyPi、Docker、Gradle、SBT、Cocoapods、Swift、RPM、Debian、PHP、Go、Pub、Ivy、NuGet、Conda、Cargo、Conan、Yarn、GitLFS、Helm、OHPM等主流工具,涵盖Huggingface 等主流AI模型仓库的代理与同步
    COPY-PASTE FIX
    A comprehensive, multi-language software supply chain platform for AI R&D, providing proxy and synchronization for mainstream AI model repositories (Huggingface, Ollama, ModelScope) and various package types (npm, Maven, Docker, PyPi, etc.).
  • highreadme#2
    Add a concise English summary at the very top of the main README.md

    Why:

    CURRENT
    <h3 align="center">一个为Ai研发而生的、全语言软件供应链服务平台</h3>
    COPY-PASTE FIX
    # FOLib: A Unified Software Supply Chain Platform for AI Development
FOLib is a comprehensive, multi-language software supply chain service platform designed for AI R&D. It provides proxy and synchronization for mainstream AI model repositories like Huggingface, Ollama, and ModelScope, alongside support for over 23 types of traditional software packages including npm, Maven, Docker, PyPi, and more.

<h3 align="center">一个为Ai研发而生的、全语言软件供应链服务平台</h3>
  • mediumreadme#3
    Reorder the key feature sections in the README to prioritize AI models and platform capabilities

    Why:

    CURRENT
    The current order is '语言支持范围' (Language support scope) then 'AI模型库与生态' (AI model library and ecosystem).
    COPY-PASTE FIX
    Reorder the main feature sections in the README to place 'AI模型库与生态' (AI model library and ecosystem) before '语言支持范围' (Language support scope).

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 BoCloud/folib
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Nexus Repository Manager
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Nexus Repository Manager · recommended 2×
  2. Git · recommended 1×
  3. Git LFS · recommended 1×
  4. DVC · recommended 1×
  5. MLflow · recommended 1×
  • CATEGORY QUERY
    How to manage diverse software packages and AI models in a unified repository?
    you: not recommended
    AI recommended (in order):
    1. Git
    2. Git LFS
    3. DVC
    4. MLflow
    5. Pachyderm
    6. Artifactory
    7. Nexus Repository Manager
    8. LakeFS
    9. Weights & Biases

    AI recommended 9 alternatives but never named BoCloud/folib. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a private registry solution for various development artifacts and machine learning models.
    you: not recommended
    AI recommended (in order):
    1. JFrog Artifactory
    2. GitLab Container Registry
    3. GitLab Generic Packages
    4. GitLab MLflow Integration
    5. Harbor
    6. Azure Artifacts
    7. AWS CodeArtifact
    8. Google Cloud Artifact Registry
    9. MLflow Model Registry
    10. Amazon S3
    11. Google Cloud Storage
    12. Azure Blob Storage
    13. PostgreSQL
    14. Nexus Repository Manager

    AI recommended 14 alternatives but never named BoCloud/folib. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 BoCloud/folib?
    pass
    AI named BoCloud/folib explicitly

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

  • If a team adopts BoCloud/folib in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BoCloud/folib 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 BoCloud/folib solve, and who is the primary audience?
    pass
    AI named BoCloud/folib explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite