RRepoGEO

REPOGEO REPORT · LITE

coaidev/coai

Default branch main · commit 3048a493 · scanned 5/21/2026, 11:51:52 AM

GitHub: 9,176 stars · 1,216 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 coaidev/coai, 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 clearly state its core function

    Why:

    CURRENT
    # 🥳 CoAI.Dev #### 🚀 Next Generation AIGC One-Stop Business Solution
    COPY-PASTE FIX
    # 🥳 CoAI.Dev: Enterprise LLM Gateway & Multi-tenant AI Platform #### 🚀 The One-Stop Solution for Unified LLM Access, Billing, and Cost Management
  • mediumreadme#2
    Add a 'What is CoAI?' section to the README

    Why:

    COPY-PASTE FIX
    ## 💡 What is CoAI?
CoAI is an enterprise-grade, multi-tenant AI platform and unified LLM gateway designed to streamline AI operations for businesses. It provides a comprehensive solution for managing access to 200+ models and 35+ providers, featuring built-in admin and billing systems, load balancing, cost management, and advanced chat functionalities.
  • mediumtopics#3
    Expand repository topics to include enterprise and billing keywords

    Why:

    CURRENT
    ai-gateway, api, chat, chatgpt, cross-platform, gemini, golang, llm-gateway, openai, proxy, react
    COPY-PASTE FIX
    ai-gateway, api, chat, chatgpt, cross-platform, gemini, golang, llm-gateway, openai, proxy, react, enterprise-ai, multi-tenant, billing-system, cost-management, llm-platform

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 coaidev/coai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure AI Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure AI Studio · recommended 2×
  2. LangChain · recommended 2×
  3. Azure OpenAI Service · recommended 1×
  4. Azure Cost Management · recommended 1×
  5. AWS Bedrock · recommended 1×
  • CATEGORY QUERY
    How to build an enterprise-grade unified LLM gateway with billing and cost management?
    you: not recommended
    AI recommended (in order):
    1. Azure AI Studio
    2. Azure OpenAI Service
    3. Azure Cost Management
    4. AWS Bedrock
    5. AWS Cost Explorer
    6. AWS Billing
    7. Anyscale Endpoints
    8. Anyscale Workspaces
    9. OpenAI API
    10. NGINX
    11. Kong
    12. FastAPI
    13. Node.js
    14. Stripe
    15. Chargebee
    16. LangChain
    17. Hugging Face Inference Endpoints
    18. Portkey.ai

    AI recommended 18 alternatives but never named coaidev/coai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a multi-tenant AI platform with admin features and support for many LLM providers.
    you: not recommended
    AI recommended (in order):
    1. Azure AI Studio
    2. Azure Machine Learning
    3. AWS SageMaker
    4. Google Cloud Vertex AI
    5. Hugging Face Spaces
    6. Hugging Face Enterprise Hub
    7. OpenAI Platform
    8. LangChain
    9. LlamaIndex

    AI recommended 9 alternatives but never named coaidev/coai. 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 coaidev/coai?
    pass
    AI named coaidev/coai explicitly

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

  • If a team adopts coaidev/coai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named coaidev/coai 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 coaidev/coai solve, and who is the primary audience?
    pass
    AI named coaidev/coai 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 coaidev/coai. 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/coaidev/coai.svg)](https://repogeo.com/en/r/coaidev/coai)
HTML
<a href="https://repogeo.com/en/r/coaidev/coai"><img src="https://repogeo.com/badge/coaidev/coai.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

coaidev/coai — 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