RRepoGEO

REPOGEO REPORT · LITE

BenedictKing/ccx

Default branch main · commit 3d07bbb5 · scanned 5/23/2026, 8:22:15 PM

GitHub: 1,541 stars · 129 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 BenedictKing/ccx, 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
    Strengthen README's opening sentence to clearly state its purpose and category

    Why:

    CURRENT
    CCX is a high-performance AI API proxy and protocol translation gateway for Claude, OpenAI Chat, OpenAI Images, Codex Responses, and Gemini. It provides a unified entrypoint, built-in web administration, channel orchestration, failover, multi-key management, and model routing.
    COPY-PASTE FIX
    CCX is a high-performance **AI API proxy and gateway** specifically designed for managing and orchestrating access to **Claude, OpenAI Chat, OpenAI Images, Codex Responses, and Gemini APIs**. It provides a unified entrypoint, built-in web administration, channel orchestration, failover, multi-key management, and model routing for generative AI services.
  • mediumtopics#2
    Add more specific topics related to API management and AI gateways

    Why:

    CURRENT
    claude, codex, gemini
    COPY-PASTE FIX
    claude, codex, gemini, openai, api-gateway, api-proxy, ai-management, generative-ai, llm-proxy
  • lowreadme#3
    Add a 'Why CCX?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why CCX? (or Comparison to Generic API Gateways)

While general-purpose API gateways like Azure API Management or Kong Gateway offer robust features, CCX is purpose-built for the unique demands of generative AI APIs. It provides specialized features such as multi-key management for AI services, smart scheduling tailored for LLMs, and protocol translation specifically for Claude, OpenAI, and Gemini, offering a more streamlined and optimized experience for AI integration compared to configuring a generic gateway.

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 BenedictKing/ccx
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure API Management · recommended 2×
  2. AWS API Gateway · recommended 2×
  3. Kong Gateway · recommended 1×
  4. Apigee · recommended 1×
  5. Tyk API Gateway · recommended 1×
  • CATEGORY QUERY
    Need a unified gateway for various AI model APIs with failover and monitoring.
    you: not recommended
    AI recommended (in order):
    1. Azure API Management
    2. AWS API Gateway
    3. Kong Gateway
    4. Apigee
    5. Tyk API Gateway
    6. Gloo Gateway
    7. Nginx Plus
    8. NGINX Unit
    9. OpenResty

    AI recommended 9 alternatives but never named BenedictKing/ccx. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to efficiently route and manage multiple generative AI service API keys?
    you: not recommended
    AI recommended (in order):
    1. AWS API Gateway
    2. Azure API Management
    3. Google Cloud Apigee
    4. NGINX
    5. Caddy
    6. AWS ELB/ALB
    7. Google Cloud Load Balancing
    8. Azure Load Balancer
    9. AWS Secrets Manager
    10. Azure Key Vault
    11. HashiCorp Vault
    12. LangChain
    13. LlamaIndex

    AI recommended 13 alternatives but never named BenedictKing/ccx. 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 BenedictKing/ccx?
    pass
    AI named BenedictKing/ccx explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of BenedictKing/ccx. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/BenedictKing/ccx.svg)](https://repogeo.com/en/r/BenedictKing/ccx)
HTML
<a href="https://repogeo.com/en/r/BenedictKing/ccx"><img src="https://repogeo.com/badge/BenedictKing/ccx.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

BenedictKing/ccx — 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
BenedictKing/ccx — RepoGEO report