RRepoGEO

REPOGEO REPORT · LITE

Linfee/spec-kit-cn

Default branch main · commit a118e621 · scanned 6/15/2026, 4:21:30 AM

GitHub: 666 stars · 120 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 Linfee/spec-kit-cn, 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
  • highreadme#1
    Reposition the README H1 to specify category and methodology

    Why:

    CURRENT
    # 🌱 Spec Kit CN
### *更快地构建高质量软件.一个开源工具包, 让你专注于产品场景和可预期的结果, 而不是从零开始随意编写每一个部分.**
    COPY-PASTE FIX
    # 🌱 Spec Kit CN: 规范驱动与AI辅助的软件开发工具包
### *更快地构建高质量软件.一个开源工具包, 让你专注于产品场景和可预期的结果, 而不是从零开始随意编写每一个部分.**
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    specification-driven-development, ai-assisted-development, software-development-toolkit, cli, chinese-localization, spec-kit
  • mediumabout#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/Linfee/spec-kit-cn

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 Linfee/spec-kit-cn
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cucumber/cucumber
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. cucumber/cucumber · recommended 1×
  2. Gherkin · recommended 1×
  3. OAI/OpenAPI-Specification · recommended 1×
  4. swagger-api/swagger-ui · recommended 1×
  5. Postman · recommended 1×
  • CATEGORY QUERY
    How to implement specification-driven development for faster, high-quality software delivery?
    you: not recommended
    AI recommended (in order):
    1. Cucumber (cucumber/cucumber)
    2. Gherkin
    3. OpenAPI (OAI/OpenAPI-Specification)
    4. Swagger (swagger-api/swagger-ui)
    5. Postman
    6. Jira
    7. Confluence
    8. SpecFlow (SpecFlowOSS/SpecFlow)
    9. FitNesse (fitnesse/fitnesse)
    10. Gauge (getgauge/gauge)

    AI recommended 10 alternatives but never named Linfee/spec-kit-cn. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source toolkits help streamline software development with AI assistance?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Continue.dev
    3. Ollama
    4. OpenAI API
    5. Hugging Face Transformers
    6. LangChain
    7. LlamaIndex

    AI recommended 7 alternatives but never named Linfee/spec-kit-cn. 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 Linfee/spec-kit-cn?
    pass
    AI named Linfee/spec-kit-cn explicitly

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

  • If a team adopts Linfee/spec-kit-cn in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Linfee/spec-kit-cn 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 Linfee/spec-kit-cn solve, and who is the primary audience?
    pass
    AI named Linfee/spec-kit-cn 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
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