RRepoGEO

REPOGEO REPORT · LITE

ogx-ai/ogx

Default branch main · commit 263877d6 · scanned 5/20/2026, 3:22:15 PM

GitHub: 8,381 stars · 1,309 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 ogx-ai/ogx, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    openai-api-compatible, llm-inference, self-hosted-llm, ai-agents, open-source-ai, api-server, large-language-models, python
  • mediumabout#2
    Make the repository description more specific

    Why:

    CURRENT
    Open GenAI Stack
    COPY-PASTE FIX
    Open-source agentic API server for building AI applications, OpenAI-compatible with any model.
  • lowreadme#3
    Ensure key differentiators are immediately visible in the README

    Why:

    CURRENT
    **Open-source agentic API server for building AI applications. OpenAI-compatible. Any model, any infrastructure.**
    COPY-PASTE FIX
    **OGX is an open-source agentic API server for building AI applications, offering OpenAI API compatibility with any model on any infrastructure.**

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 ogx-ai/ogx
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LocalAI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalAI · recommended 1×
  2. Ollama · recommended 1×
  3. LiteLLM · recommended 1×
  4. vLLM · recommended 1×
  5. FastChat · recommended 1×
  • CATEGORY QUERY
    How can I self-host an OpenAI-compatible API server for various large language models?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What open-source server allows building AI agents using any LLM with an OpenAI-like interface?
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. Ollama
    3. LiteLLM
    4. vLLM
    5. FastChat

    AI recommended 5 alternatives but never named ogx-ai/ogx. 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 ogx-ai/ogx?
    pass
    AI named ogx-ai/ogx explicitly

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

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

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

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ogx-ai/ogx — 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