RRepoGEO

REPOGEO REPORT · LITE

romgX/openrelay

Default branch main · commit a3077a22 · scanned 5/21/2026, 7:17:04 AM

GitHub: 2,040 stars · 275 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
35 /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
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 romgX/openrelay, 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 descriptor to the README's main heading

    Why:

    CURRENT
    <h1 align="center">OpenRelay</h1>
    COPY-PASTE FIX
    <h1 align="center">OpenRelay: AI Model Proxy & Quota Manager</h1>
  • mediumreadme#2
    Add a 'Why OpenRelay?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, under the title 'Why OpenRelay Stands Out', with content like: 'While tools like LiteLLM and OpenRouter focus on API routing, OpenRelay uniquely aggregates *local and direct* AI model quotas, providing one-click integration for your existing AI development tools like Claude Code, Aider, and Cursor, simplifying access to dozens of free and paid providers through a single endpoint.'
  • lowabout#3
    Add the project homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://openrelay.cc

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 romgX/openrelay
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 2×
  2. LangChain · recommended 2×
  3. OpenRouter · recommended 1×
  4. Instructor · recommended 1×
  5. Helicone · recommended 1×
  • CATEGORY QUERY
    How can I unify access to various AI model providers and manage their quotas for local development?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. LangChain
    4. Instructor
    5. Helicone
    6. NGINX
    7. Flask
    8. FastAPI

    AI recommended 8 alternatives but never named romgX/openrelay. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help integrate diverse AI models and free quotas into my local development environment?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. OpenRouter.ai
    5. direnv
    6. python-dotenv
    7. LocalAI
    8. Ollama
    9. Vercel AI SDK

    AI recommended 9 alternatives but never named romgX/openrelay. 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 romgX/openrelay?
    pass
    AI named romgX/openrelay explicitly

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

  • If a team adopts romgX/openrelay in production, what risks or prerequisites should they evaluate first?
    pass
    AI named romgX/openrelay 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 romgX/openrelay solve, and who is the primary audience?
    pass
    AI named romgX/openrelay explicitly

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

Embed your GEO score

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MARKDOWN (README)
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romgX/openrelay — 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