RRepoGEO

REPOGEO REPORT · LITE

ai-forever/ru-gpts

Default branch master · commit 1e4b33d0 · scanned 5/13/2026, 7:28:19 AM

GitHub: 2,089 stars · 434 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 ai-forever/ru-gpts, 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 README's opening to emphasize open-source repository of models

    Why:

    CURRENT
    #### Russian GPT-3 models # ruGPT3XL, ruGPT3Large, ruGPT3Medium, ruGPT3Small and ruGPT2Large This repository contains bunch of autoregressive transformer language models trained on a huge dataset of russian language.
    COPY-PASTE FIX
    This repository provides a comprehensive collection of **open-source, pre-trained autoregressive transformer language models** (ruGPT3XL, ruGPT3Large, ruGPT3Medium, ruGPT3Small, and ruGPT2Large) specifically designed for the Russian language. These models are ideal for developers and researchers building advanced Russian NLP applications.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://ai-forever.org/
  • mediumreadme#3
    Add a 'Why choose ru-gpts?' or 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Why Choose ru-gpts?' or 'Key Differentiators' that highlights its strengths compared to other *open-source* Russian LLMs, such as specific model sizes, training data, or performance benchmarks.

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 ai-forever/ru-gpts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GigaChat
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GigaChat · recommended 2×
  2. GPT-4 · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. YandexGPT · recommended 1×
  5. Llama 3 · recommended 1×
  • CATEGORY QUERY
    What are the best large language models for generating natural Russian text?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. GPT-3.5 Turbo
    3. YandexGPT
    4. Llama 3
    5. Mistral Large
    6. GigaChat

    AI recommended 6 alternatives but never named ai-forever/ru-gpts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a pre-trained transformer for text generation and understanding in Russian.
    you: not recommended
    AI recommended (in order):
    1. ruGPT-3
    2. mGPT
    3. mT5
    4. XLM-RoBERTa
    5. RuBERT
    6. GigaChat

    AI recommended 6 alternatives but never named ai-forever/ru-gpts. 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 ai-forever/ru-gpts?
    pass
    AI did not name ai-forever/ru-gpts — 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 ai-forever/ru-gpts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ai-forever/ru-gpts 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 ai-forever/ru-gpts solve, and who is the primary audience?
    pass
    AI named ai-forever/ru-gpts explicitly

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

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ai-forever/ru-gpts — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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