RRepoGEO

REPOGEO REPORT · LITE

numman-ali/cc-mirror

Default branch main · commit 10ac0f90 · scanned 5/14/2026, 8:17:13 PM

GitHub: 2,214 stars · 294 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 numman-ali/cc-mirror, 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 README H1 to clarify project domain

    Why:

    CURRENT
    # CC-MIRROR
    COPY-PASTE FIX
    # CC-MIRROR: Create Isolated Claude Code Variants with Custom LLM Providers
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["claude-code", "ai-coding-assistant", "llm-providers", "cli", "generative-ai", "developer-tools", "code-generation"]
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/numman-ali/cc-mirror#readme

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 numman-ali/cc-mirror
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. Cursor · recommended 1×
  3. Continue · recommended 1×
  4. Open Interpreter · recommended 1×
  5. VS Code · recommended 1×
  • CATEGORY QUERY
    How to set up a personalized AI coding assistant with custom configurations and prompt packs?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue
    3. Open Interpreter
    4. VS Code
    5. GitHub Copilot
    6. JetBrains IDEs
    7. IntelliJ IDEA
    8. PyCharm
    9. JetBrains AI Assistant
    10. Ollama
    11. LM Studio
    12. Code Llama
    13. Mixtral

    AI recommended 13 alternatives but never named numman-ali/cc-mirror. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow integrating multiple large language model providers into a local coding environment?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. OpenAI Python Client
    5. Instructor
    6. Ollama
    7. vLLM

    AI recommended 7 alternatives but never named numman-ali/cc-mirror. 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 numman-ali/cc-mirror?
    pass
    AI named numman-ali/cc-mirror explicitly

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

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

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

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MARKDOWN (README)
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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