RRepoGEO

REPOGEO REPORT · LITE

henrydaum/second-brain

Default branch main · commit dd9624ee · scanned 6/2/2026, 12:46:52 AM

GitHub: 547 stars · 62 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 henrydaum/second-brain, 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
    Reposition the README's opening to clearly state its purpose as an AI agent runtime, distinct from PKM systems.

    Why:

    CURRENT
    # Second Brain

Second Brain is a local-first AI runtime for your machine.
    COPY-PASTE FIX
    # Second Brain: A Local-First AI Operating System & Agentic Framework

Second Brain is an agentic framework that acts as an operating system, using local file intelligence, workflow automation, and LLMs to complete tasks and communicate over multiple modalities and messaging platforms. It is *not* an Obsidian-based personal knowledge management system.

<div align="center">
  
  
</div>

Atlas Cloud is a full-modal AI inference platform...
  • mediumtopics#2
    Add more specific topics to improve category visibility for AI agent queries.

    Why:

    CURRENT
    agentic-ai, agentic-workflow, ai, ai-agent-tools, ai-agents, cronjob-scheduler, data-science, database, llms, multimodal, open-source, orchestrator, python, python3, rag, tool-use, workflow-automation
    COPY-PASTE FIX
    agentic-ai, agentic-workflow, ai, ai-agent-tools, ai-agents, cronjob-scheduler, data-science, database, llms, multimodal, open-source, orchestrator, python, python3, rag, tool-use, workflow-automation, local-ai, file-indexing, ai-runtime, agent-framework, task-automation, ai-os
  • mediumhomepage#3
    Add a homepage URL to the repository metadata.

    Why:

    COPY-PASTE FIX
    https://secondbrain.ai

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 henrydaum/second-brain
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 2×
  3. Haystack · recommended 2×
  4. OpenWebUI · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How to build a local AI agent with file indexing and workflow automation?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. OpenWebUI
    5. Ollama
    6. MemGPT
    7. Chroma
    8. FAISS
    9. PyPDF2
    10. python-docx
    11. pandas
    12. scikit-learn
    13. NLTK
    14. os

    AI recommended 14 alternatives but never named henrydaum/second-brain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source programmable AI runtime with memory, tool use, and scheduling capabilities.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. Marvin

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

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

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