RRepoGEO

REPOGEO REPORT · LITE

BenedictKing/ccx

Default branch main · commit e55f5827 · scanned 6/22/2026, 8:27:21 PM

GitHub: 3,697 stars · 283 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
33 /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
2 / 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 the README's opening sentence to explicitly state the core purpose

    Why:

    CURRENT
    CCX is a high-performance AI API proxy and protocol translation gateway for Claude, OpenAI Chat, OpenAI Images, Codex Responses, and Gemini.
    COPY-PASTE FIX
    CCX is a high-performance **AI API proxy and protocol translation gateway** specifically designed for managing and routing requests to large language models like Claude, OpenAI Chat, OpenAI Images, Codex Responses, and Gemini.
  • mediumtopics#2
    Expand topics to include broader AI API management and gateway terms

    Why:

    CURRENT
    claude, codex, gemini
    COPY-PASTE FIX
    claude, codex, gemini, llm-proxy, api-gateway, ai-proxy, large-language-models, model-routing, failover
  • lowreadme#3
    Add a 'Comparison' section to differentiate from alternatives

    Why:

    COPY-PASTE FIX
    ## Comparison

(Add a section here comparing CCX to alternatives like LiteLLM, Kong Gateway, or other AI API management tools, highlighting CCX's unique features such as integrated backend+frontend, dual-key authentication, smart scheduling, context routing, and multi-turn session tracking.)

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
BerriAI/litellm
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. BerriAI/litellm · recommended 1×
  2. Kong Gateway · recommended 1×
  3. Kong Konnect · recommended 1×
  4. Apigee · recommended 1×
  5. Azure API Management · recommended 1×
  • CATEGORY QUERY
    How to manage multiple large language model API keys and route requests efficiently?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/litellm)

    AI recommended 1 alternative but never named BenedictKing/ccx. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a unified API gateway for different AI models with failover and admin console.
    you: not recommended
    AI recommended (in order):
    1. Kong Gateway
    2. Kong Konnect
    3. Apigee
    4. Azure API Management
    5. AWS API Gateway
    6. Tyk API Gateway
    7. Gloo Gateway

    AI recommended 7 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 did not name BenedictKing/ccx — likely talking about a different project

    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?

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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