RRepoGEO

REPOGEO REPORT · LITE

theaiautomators/insights-lm-public

Default branch main · commit 76cf9d80 · scanned 6/14/2026, 4:31:51 PM

GitHub: 545 stars · 245 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 theaiautomators/insights-lm-public, 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 concise, keyword-rich sentence to the README's opening

    Why:

    CURRENT
    The current README immediately follows the H1 with a 'What if...' question, then describes it as an 'open-source, self-hostable alternative to NotebookLM' and 'powerful AI research tool.'
    COPY-PASTE FIX
    Insert this sentence immediately after the H1: "InsightsLM is a self-hostable, open-source AI assistant for chatting with your private documents, generating audio summaries, and grounding AI responses in your own knowledge base."
  • hightopics#2
    Expand the topics list with more specific keywords

    Why:

    CURRENT
    loveable, n8n, notebooklm, rag, rag-chatbot, react, research-tool, semantic-search, supabase
    COPY-PASTE FIX
    loveable, n8n, notebooklm, rag, rag-chatbot, react, research-tool, semantic-search, supabase, document-chat, private-ai, self-hosted-ai, ai-assistant, audio-summarization, knowledge-base-ai
  • mediumreadme#3
    Rephrase 'About The Project' to broaden its appeal beyond NotebookLM

    Why:

    CURRENT
    NotebookLM is one of the most powerful AI research tools available today. However, its closed-source nature limits its potential for customization and private hosting. InsightsLM was created to bridge this gap.
    COPY-PASTE FIX
    Many organizations struggle with leveraging their internal knowledge securely and efficiently with AI. Proprietary AI tools often lack the customization and privacy needed for sensitive data. InsightsLM bridges this gap by providing a robust, open-source, self-hostable platform for secure AI research, allowing you to ground AI responses exclusively in your company's knowledge base.

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 theaiautomators/insights-lm-public
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LocalGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalGPT · recommended 1×
  2. PrivateGPT · recommended 1×
  3. DocsGPT · recommended 1×
  4. Quivr · recommended 1×
  5. AnythingLLM · recommended 1×
  • CATEGORY QUERY
    What are open-source, self-hostable AI tools for chatting with private documents and research?
    you: not recommended
    AI recommended (in order):
    1. LocalGPT
    2. PrivateGPT
    3. DocsGPT
    4. Quivr
    5. AnythingLLM
    6. LlamaIndex
    7. Ollama
    8. vLLM (vllm-project/vllm)
    9. LangChain

    AI recommended 9 alternatives but never named theaiautomators/insights-lm-public. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source alternative to proprietary AI document assistants with audio summarization.
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. LlamaIndex (run-llama/llama_index)
    3. LangChain (langchain-ai/langchain)
    4. Llama 2
    5. Mistral
    6. Gemma
    7. Hugging Face
    8. ollama (ollama/ollama)
    9. text-generation-webui (oobabooga/text-generation-webui)
    10. OpenVoiceOS (OVOS) (OpenVoiceOS/OpenVoiceOS)
    11. Mycroft AI (MycroftAI/mycroft-core)
    12. Mozilla DeepSpeech (mozilla/DeepSpeech)
    13. Coqui STT (coqui-ai/STT)
    14. spaCy (explosion/spaCy)
    15. NLTK (nltk/nltk)
    16. Hugging Face Transformers (huggingface/transformers)

    AI recommended 16 alternatives but never named theaiautomators/insights-lm-public. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 theaiautomators/insights-lm-public?
    pass
    AI named theaiautomators/insights-lm-public explicitly

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

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