RRepoGEO

REPOGEO REPORT · LITE

WisdomShell/codeshell

Default branch main · commit 09d1adc8 · scanned 5/25/2026, 12:02:57 PM

GitHub: 1,628 stars · 118 forks

AI VISIBILITY SCORE
35 /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
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 WisdomShell/codeshell, 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

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

OVERALL DIRECTION
  • highreadme#1
    Ensure the primary README.md starts with a clear English introduction

    Why:

    CURRENT
    ## Introduction

CodeShell是北京大学知识计算实验室联合四川天府银行AI团队研发的多语言代码大模型基座.
    COPY-PASTE FIX
    Move the content from `README_EN.md` to be the primary introduction in `README.md`, ensuring the very first content section clearly describes CodeShell. For example, start with: 'CodeShell is a multilingual code large language model base developed by Peking University Knowledge Computing Lab in collaboration with Sichuan Tianfu Bank AI Team. CodeShell has 7 billion parameters, was trained on 500 billion tokens, and has a context window length of 8192. CodeShell achieves the best performance among models of similar scale on authoritative code evaluation benchmarks (HumanEval and MBPP).'
  • mediumlicense#2
    Add a clear statement about the repository's license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, perhaps under 'Introduction' or a new 'License' section, stating: 'This project is released under the terms specified in the [License.pdf](https://github.com/WisdomShell/codeshell/blob/main/License.pdf) file. Please refer to the PDF for full details on usage and distribution.'

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 WisdomShell/codeshell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
—
No competitor dominated
  • CATEGORY QUERY
    What are the best open source large language models for code generation?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Which code LLMs offer strong benchmark performance and good context window for development?
    you: not recommended
    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 WisdomShell/codeshell?
    pass
    AI named WisdomShell/codeshell explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite