RRepoGEO

REPOGEO REPORT · LITE

coleam00/second-brain-starter

Default branch main · commit 4cf6d484 · scanned 6/4/2026, 5:57:45 PM

GitHub: 574 stars · 140 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 coleam00/second-brain-starter, 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 H1 and opening sentence to clarify the tool's nature

    Why:

    CURRENT
    # Build Your AI Second Brain with Claude Code
A skill for Claude Code that generates a personalized Product Requirements Document (PRD) for building your own AI second brain - a proactive, persistent AI assistant that knows your context, remembers across sessions, and keeps you informed.
    COPY-PASTE FIX
    # Build Your AI Second Brain with Claude Code: A PRD Generator Skill
A Claude Code skill that generates a personalized Product Requirements Document (PRD) to guide you in building your own AI second brain. This tool helps you design a proactive, persistent AI assistant that understands your context, remembers across sessions, and keeps you informed.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-assistant, claude-code, second-brain, prd-generator, ai-agent, knowledge-management, personal-ai
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository, for example, with the MIT License text.

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 coleam00/second-brain-starter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Microsoft Semantic Kernel · recommended 2×
  4. OpenAI API · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How to build a personalized AI assistant that remembers context and integrates with my tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. GPT-4
    4. Pinecone
    5. Weaviate
    6. LlamaIndex
    7. Chroma
    8. FAISS
    9. Microsoft Semantic Kernel
    10. Azure OpenAI Service
    11. GPT-3.5
    12. Redis
    13. PostgreSQL
    14. Voiceflow
    15. Botpress

    AI recommended 15 alternatives but never named coleam00/second-brain-starter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best frameworks for creating a proactive AI agent to manage personal information?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. OpenAI Assistants API
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named coleam00/second-brain-starter. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 coleam00/second-brain-starter?
    pass
    AI did not name coleam00/second-brain-starter — 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 coleam00/second-brain-starter in production, what risks or prerequisites should they evaluate first?
    pass
    AI named coleam00/second-brain-starter 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 coleam00/second-brain-starter solve, and who is the primary audience?
    pass
    AI named coleam00/second-brain-starter 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 coleam00/second-brain-starter. 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/coleam00/second-brain-starter.svg)](https://repogeo.com/en/r/coleam00/second-brain-starter)
HTML
<a href="https://repogeo.com/en/r/coleam00/second-brain-starter"><img src="https://repogeo.com/badge/coleam00/second-brain-starter.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

coleam00/second-brain-starter — 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