RRepoGEO

REPOGEO REPORT · LITE

Zen4-bit/Proxima

Default branch main · commit 0aa6914b · scanned 6/29/2026, 1:36:55 AM

GitHub: 1,108 stars · 156 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)

3 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 Zen4-bit/Proxima, 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 project scope in README to counter misinterpretation

    Why:

    CURRENT
    Use ChatGPT, Claude, Gemini & Perplexity directly inside your coding tools — through your existing accounts.
    COPY-PASTE FIX
    Use ChatGPT, Claude, Gemini & Perplexity directly inside your coding tools — through your existing accounts. **Note: Despite the repository name, Proxima is a general-purpose AI integration server and is not specific to AMD Zen4 CPUs or local LLM inference.**
  • hightopics#2
    Add descriptive topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["multi-ai", "ai-proxy", "llm-gateway", "chatgpt", "claude", "gemini", "perplexity", "developer-tools", "no-api-key", "local-server", "ai-integration"]
  • mediumreadme#3
    Clarify existing license details in README

    Why:

    COPY-PASTE FIX
    Proxima is released under [Your Specific License Name(s) Here]. Please refer to the [LICENSE](LICENSE) file for full details on the terms and conditions.

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 Zen4-bit/Proxima
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Hugging Face Transformers & Inference API · recommended 1×
  4. OpenAI API · recommended 1×
  5. Google Cloud Vertex AI · recommended 1×
  • CATEGORY QUERY
    How can I integrate multiple AI models into my coding tools using existing accounts?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers & Inference API
    4. OpenAI API
    5. Google Cloud Vertex AI
    6. Microsoft Azure AI Studio / Azure Machine Learning
    7. Zapier / Make

    AI recommended 7 alternatives but never named Zen4-bit/Proxima. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a local proxy to unify access to several AI providers for development.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter.ai
    3. LocalAI
    4. NGINX
    5. Caddy
    6. Envoy Proxy

    AI recommended 6 alternatives but never named Zen4-bit/Proxima. 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 Zen4-bit/Proxima?
    pass
    AI named Zen4-bit/Proxima explicitly

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

  • If a team adopts Zen4-bit/Proxima in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Zen4-bit/Proxima 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 Zen4-bit/Proxima solve, and who is the primary audience?
    pass
    AI named Zen4-bit/Proxima 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 Zen4-bit/Proxima. 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/Zen4-bit/Proxima.svg)](https://repogeo.com/en/r/Zen4-bit/Proxima)
HTML
<a href="https://repogeo.com/en/r/Zen4-bit/Proxima"><img src="https://repogeo.com/badge/Zen4-bit/Proxima.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Zen4-bit/Proxima — 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