RRepoGEO

REPOGEO REPORT · LITE

kaitranntt/ccs

Default branch main · commit 0d856fc0 · scanned 6/19/2026, 3:06:30 AM

GitHub: 2,569 stars · 222 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 kaitranntt/ccs, 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 and H2 to explicitly state AI/LLM focus

    Why:

    CURRENT
    # CCS - Claude Code Switch
### The multi-provider profile and runtime manager for Claude Code and compatible CLIs
    COPY-PASTE FIX
    # CCS - Multi-Provider AI/LLM Profile & Runtime Manager
### Switch between Claude, Gemini, Copilot, OpenRouter (300+ models) via CLIProxyAPI OAuth proxy.
  • highabout#2
    Update the 'about' description to be more explicit about 'AI' and 'LLM'

    Why:

    CURRENT
    Switch between Claude accounts, Gemini, Copilot, OpenRouter (300+ models) via CLIProxyAPI OAuth proxy. Visual dashboard, remote proxy support, WebSearch fallback. Zero-config to production-ready.
    COPY-PASTE FIX
    An AI/LLM gateway and CLI to switch between Claude accounts, Gemini, Copilot, OpenRouter (300+ models) via CLIProxyAPI OAuth proxy. Visual dashboard, remote proxy support, WebSearch fallback. Zero-config to production-ready.
  • mediumtopics#3
    Add broader 'AI' and 'LLM' related topics

    Why:

    CURRENT
    ai-gateway, anthropic-api, claude, claude-code, cli-tool, cliproxyapi, developer-productivity, gemini, github-copilot, multi-account, nodejs, oauth, openrouter, profile-switching, react-dashboard, typescript, websearch
    COPY-PASTE FIX
    ai-gateway, anthropic-api, claude, claude-code, cli-tool, cliproxyapi, developer-productivity, gemini, github-copilot, multi-account, nodejs, oauth, openrouter, profile-switching, react-dashboard, typescript, websearch, large-language-models, llm-gateway, ai-cli, ai-tools

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 kaitranntt/ccs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Chrome Profiles
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Chrome Profiles · recommended 1×
  2. Mozilla Firefox Container Tabs · recommended 1×
  3. Multi-Account Containers · recommended 1×
  4. Microsoft Edge Profiles · recommended 1×
  5. Ferdium/ferdium-app · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple AI assistant accounts and switch between them efficiently?
    you: not recommended
    AI recommended (in order):
    1. Google Chrome Profiles
    2. Mozilla Firefox Container Tabs
    3. Multi-Account Containers
    4. Microsoft Edge Profiles
    5. Ferdium (Ferdium/ferdium-app)
    6. Franz
    7. Rambox
    8. Station
    9. OpenAI API
    10. LangChain (langchain-ai/langchain)
    11. LlamaIndex (run-llama/llama_index)
    12. VMware Workstation Player
    13. VirtualBox
    14. Windows
    15. macOS
    16. Linux

    AI recommended 16 alternatives but never named kaitranntt/ccs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good AI API gateway solution for unifying access to diverse LLM providers?
    you: not recommended
    AI recommended (in order):
    1. OpenRouter
    2. LiteLLM (BerriAI/litellm)
    3. Azure AI Studio
    4. AWS Bedrock
    5. NVIDIA NIM
    6. Kong Gateway (Kong/kong)
    7. Apigee
    8. NGINX Plus

    AI recommended 8 alternatives but never named kaitranntt/ccs. 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 kaitranntt/ccs?
    pass
    AI named kaitranntt/ccs explicitly

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

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

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

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kaitranntt/ccs — 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