RRepoGEO

REPOGEO REPORT · LITE

dyndynjyxa/aio-coding-hub

Default branch main · commit f0ae8d34 · scanned 5/30/2026, 4:51:50 AM

GitHub: 545 stars · 43 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 dyndynjyxa/aio-coding-hub, 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
    Clarify the project's core identity in the README's opening

    Why:

    CURRENT
    # AIO Coding Hub

**本地 AI CLI 统一网关** — 让 Claude Code / Codex / Gemini CLI 请求走同一个入口
    COPY-PASTE FIX
    # AIO Coding Hub

**本地 AI CLI 统一网关 / AI Proxy** — 专为开发者设计，统一管理和优化 Claude Code / Codex / Gemini 等多供应商 AI 模型请求。
  • hightopics#2
    Add relevant GitHub topics

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-cli, ai-gateway, llm-proxy, local-ai, ai-tools, developer-tools, cli-tools, claude, gemini, codex, usage-tracking, failover, observability
  • mediumabout#3
    Refine the repository description for clarity and keyword density

    Why:

    CURRENT
    一个All In One的本地AI工具, 支持Win/Mac/Linux
    COPY-PASTE FIX
    本地AI CLI统一网关，支持多供应商AI模型请求的智能路由、用量追踪、成本估算与故障转移。适用于Win/Mac/Linux开发者。

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 dyndynjyxa/aio-coding-hub
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. OpenRouter · recommended 1×
  3. LocalAI · recommended 1×
  4. Ollama · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    Need a local unified gateway to manage AI CLI requests across different model providers.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. LocalAI
    4. Ollama
    5. LangChain
    6. LlamaIndex
    7. FastAPI
    8. Express.js
    9. Nginx
    10. Caddy

    AI recommended 10 alternatives but never named dyndynjyxa/aio-coding-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to track AI model usage, estimate costs, and implement smart failover for CLI tools?
    you: not recommended
    AI recommended (in order):
    1. OpenCost
    2. Prometheus
    3. Grafana
    4. Datadog
    5. Langfuse
    6. Weights & Biases (W&B) Prompts
    7. Elasticsearch
    8. Logstash
    9. Kibana
    10. Honeycomb

    AI recommended 10 alternatives but never named dyndynjyxa/aio-coding-hub. 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 dyndynjyxa/aio-coding-hub?
    pass
    AI did not name dyndynjyxa/aio-coding-hub — 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 dyndynjyxa/aio-coding-hub in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dyndynjyxa/aio-coding-hub 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 dyndynjyxa/aio-coding-hub solve, and who is the primary audience?
    pass
    AI named dyndynjyxa/aio-coding-hub 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 dyndynjyxa/aio-coding-hub. 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/dyndynjyxa/aio-coding-hub.svg)](https://repogeo.com/en/r/dyndynjyxa/aio-coding-hub)
HTML
<a href="https://repogeo.com/en/r/dyndynjyxa/aio-coding-hub"><img src="https://repogeo.com/badge/dyndynjyxa/aio-coding-hub.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

dyndynjyxa/aio-coding-hub — 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