RRepoGEO

REPOGEO REPORT · LITE

unfish/AI_Proxy_United

Default branch master · commit 3c81ab39 · scanned 6/13/2026, 3:18:02 PM

GitHub: 515 stars · 49 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 unfish/AI_Proxy_United, 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
    Add a clear H1 to emphasize Feishu chatbot focus

    Why:

    COPY-PASTE FIX
    # unfish/AI_Proxy_United: Full-featured AI Backend for Feishu (Lark) Chatbots with Multi-Agent Capabilities
  • hightopics#2
    Add specific topics for AI categorization

    Why:

    COPY-PASTE FIX
    feishu, lark, chatbot, ai-proxy, multi-agent, large-language-models, llm, api-gateway, workplace-integration, enterprise-ai
  • mediumlicense#3
    Add a LICENSE file or clarify license in README

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects the project's intended usage, or add a clear statement about the applicable license(s) directly in the 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 unfish/AI_Proxy_United
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure AI Studio / Azure OpenAI Service
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure AI Studio / Azure OpenAI Service · recommended 1×
  2. Google Cloud Vertex AI · recommended 1×
  3. AWS Bedrock · recommended 1×
  4. LangChain · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    Seeking a unified AI model gateway for custom chatbot integrations in workplace apps.
    you: not recommended
    AI recommended (in order):
    1. Azure AI Studio / Azure OpenAI Service
    2. Google Cloud Vertex AI
    3. AWS Bedrock
    4. LangChain
    5. OpenAI API
    6. Hugging Face Inference Endpoints

    AI recommended 6 alternatives but never named unfish/AI_Proxy_United. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to integrate complex AI functions and rich content display into a corporate messenger.
    you: not recommended
    AI recommended (in order):
    1. Microsoft Bot Framework Composer
    2. Rasa
    3. Google Dialogflow CX
    4. Botpress
    5. Amazon Lex
    6. Twilio Autopilot
    7. Routetalk.io

    AI recommended 7 alternatives but never named unfish/AI_Proxy_United. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 unfish/AI_Proxy_United?
    pass
    AI did not name unfish/AI_Proxy_United — 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 unfish/AI_Proxy_United in production, what risks or prerequisites should they evaluate first?
    pass
    AI named unfish/AI_Proxy_United 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 unfish/AI_Proxy_United solve, and who is the primary audience?
    pass
    AI named unfish/AI_Proxy_United 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 unfish/AI_Proxy_United. 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/unfish/AI_Proxy_United.svg)](https://repogeo.com/en/r/unfish/AI_Proxy_United)
HTML
<a href="https://repogeo.com/en/r/unfish/AI_Proxy_United"><img src="https://repogeo.com/badge/unfish/AI_Proxy_United.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

unfish/AI_Proxy_United — 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