RRepoGEO

REPOGEO REPORT · LITE

lich0821/ccNexus

Default branch master · commit bae47bd6 · scanned 6/3/2026, 8:26:56 AM

GitHub: 957 stars · 133 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 lich0821/ccNexus, 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's opening to clearly state its purpose

    Why:

    COPY-PASTE FIX
    # ccNexus: Intelligent API Gateway for AI Models

ccNexus is an intelligent API gateway designed for Claude Code, Codex CLI, and other AI platforms. It provides robust features like endpoint rotation, usage monitoring, and seamless API format conversion between OpenAI, Gemini, and Claude models.
  • hightopics#2
    Expand topics to include broader AI API gateway/proxy terms

    Why:

    CURRENT
    ai-coding, claude-code, claude-code-proxy, claude-code-router
    COPY-PASTE FIX
    ai-coding, claude-code, claude-code-proxy, claude-code-router, ai-api-gateway, api-proxy, llm-proxy, openai-proxy, gemini-proxy, api-management, usage-monitoring, failover
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/lich0821/ccNexus#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 lich0821/ccNexus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure API Management
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure API Management · recommended 1×
  2. AWS API Gateway · recommended 1×
  3. Google Cloud Apigee · recommended 1×
  4. Kong Gateway · recommended 1×
  5. Apache APISIX · recommended 1×
  • CATEGORY QUERY
    How to manage multiple AI model API endpoints with usage monitoring and failover?
    you: not recommended
    AI recommended (in order):
    1. Azure API Management
    2. AWS API Gateway
    3. Google Cloud Apigee
    4. Kong Gateway
    5. Apache APISIX
    6. Envoy Proxy
    7. Nginx
    8. Nginx Plus
    9. HAProxy
    10. OpenAI's API Gateway

    AI recommended 10 alternatives but never named lich0821/ccNexus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to proxy and convert API requests between Claude, OpenAI, and Gemini models?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. Portkey.ai
    4. Helicone
    5. LangChain
    6. FastAPI
    7. Flask

    AI recommended 7 alternatives but never named lich0821/ccNexus. 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 lich0821/ccNexus?
    pass
    AI named lich0821/ccNexus explicitly

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

  • If a team adopts lich0821/ccNexus in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lich0821/ccNexus 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 lich0821/ccNexus solve, and who is the primary audience?
    pass
    AI named lich0821/ccNexus explicitly

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

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lich0821/ccNexus — 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