RRepoGEO

REPOGEO REPORT · LITE

deanxv/coze-discord-proxy

Default branch main · commit eff4485a · scanned 5/28/2026, 6:27:20 PM

GitHub: 3,804 stars · 973 forks

AI VISIBILITY SCORE
28 /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
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 deanxv/coze-discord-proxy, 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 and tagline to emphasize OpenAI-compatible API

    Why:

    CURRENT
    # coze-discord-proxy

_代理`Discord`对话`Coze-Bot`，实现以API形式请求GPT4模型，提供对话、文生图、图生文、知识库检索等功能_
    COPY-PASTE FIX
    # coze-discord-proxy: OpenAI-compatible API for Discord Coze-Bots

_将Discord Coze-Bot的能力通过OpenAI兼容API暴露，提供对话、文生图、图生文、知识库检索等功能。_
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    discord, coze, openai-api, proxy, generative-ai, gpt4, text-to-image, image-to-text, knowledge-base
  • mediumhomepage#3
    Add the project documentation site as the repository homepage

    Why:

    COPY-PASTE FIX
    https://cdp-docs.pages.dev

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 deanxv/coze-discord-proxy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
FastAPI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. FastAPI · recommended 1×
  2. Flask · recommended 1×
  3. Django REST Framework · recommended 1×
  4. Node.js · recommended 1×
  5. Express.js · recommended 1×
  • CATEGORY QUERY
    How to expose a Discord bot's AI capabilities as an OpenAI-compatible API?
    you: not recommended
    AI recommended (in order):
    1. FastAPI
    2. Flask
    3. Django REST Framework
    4. Node.js
    5. Express.js
    6. Go
    7. Gin Gonic

    AI recommended 7 alternatives but never named deanxv/coze-discord-proxy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an API to access advanced generative AI models from a chat platform.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Google Cloud Vertex AI
    4. Cohere API
    5. Azure OpenAI Service
    6. Hugging Face Inference API
    7. AWS Bedrock

    AI recommended 7 alternatives but never named deanxv/coze-discord-proxy. 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 deanxv/coze-discord-proxy?
    pass
    AI did not name deanxv/coze-discord-proxy — 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 deanxv/coze-discord-proxy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named deanxv/coze-discord-proxy 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 deanxv/coze-discord-proxy solve, and who is the primary audience?
    pass
    AI named deanxv/coze-discord-proxy explicitly

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

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deanxv/coze-discord-proxy — 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