RRepoGEO

REPOGEO REPORT · LITE

aiwaves-cn/RecurrentGPT

Default branch main · commit ea520e99 · scanned 5/10/2026, 12:57:47 AM

GitHub: 1,002 stars · 159 forks

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 aiwaves-cn/RecurrentGPT, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    llm-framework, long-text-generation, recurrent-llm, prompt-engineering, memory-augmented-llm, interactive-ai, writing-assistant, large-language-models, ai-agents
  • highreadme#2
    Reposition the README's opening paragraph to clarify its purpose and audience

    Why:

    CURRENT
    > RecurrentGPT replaces the vectorized elements (i.e., cell state, hidden state, input, and output) in a Long-short Term Memory RNN (LSTM) with natural language (i.e., paragraphs of texts), and simulates the recurrence mechanism with prompt engineering.
    COPY-PASTE FIX
    RecurrentGPT is a novel framework designed to empower Large Language Models (LLMs) with persistent memory and recurrent processing, enabling the generation of arbitrarily long, coherent, and stateful text. It's ideal for researchers and developers building advanced interactive AI applications like writing assistants, interactive fiction, or autonomous agents that require long-term context and self-reflection.
  • mediumhomepage#3
    Fill the 'Homepage' field in the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://www.aiwaves.org/recurrentgpt

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 aiwaves-cn/RecurrentGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NovelAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NovelAI · recommended 2×
  2. AI Dungeon · recommended 2×
  3. Anthropic Claude · recommended 1×
  4. OpenAI GPT-4 · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How to generate extremely long, coherent narratives or documents with large language models?
    you: not recommended
    AI recommended (in order):
    1. Anthropic Claude
    2. OpenAI GPT-4
    3. Google Gemini
    4. NovelAI
    5. AI Dungeon
    6. Latitude.sh
    7. Llama 3 70B
    8. Mixtral 8x22B
    9. LangChain
    10. LlamaIndex

    AI recommended 10 alternatives but never named aiwaves-cn/RecurrentGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable interactive, stateful long-form text generation for creative writing applications?
    you: not recommended
    AI recommended (in order):
    1. AI Dungeon
    2. NovelAI
    3. GPT-3 Playground
    4. OpenAI API
    5. Hugging Face Transformers Library
    6. Sudowrite
    7. InferKit
    8. Write with Transformer

    AI recommended 8 alternatives but never named aiwaves-cn/RecurrentGPT. 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 aiwaves-cn/RecurrentGPT?
    pass
    AI named aiwaves-cn/RecurrentGPT explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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