RRepoGEO

REPOGEO REPORT · LITE

mattprusak/autoresearch-genealogy

Default branch main · commit 877ec073 · scanned 6/28/2026, 1:53:12 PM

GitHub: 1,144 stars · 119 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 mattprusak/autoresearch-genealogy, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    genealogy, ai-assisted-research, family-history, obsidian-templates, claude-ai, research-workflows, prompts, digital-humanities
  • highreadme#2
    Clarify the README's opening to emphasize project type

    Why:

    CURRENT
    # autoresearch-genealogy

Structured prompts, vault templates, and research workflows for AI-assisted genealogy research. Built for Claude Code, adaptable to any AI tool or manual workflow.
    COPY-PASTE FIX
    # autoresearch-genealogy: AI-Assisted Genealogy Research Templates & Workflows

This repository provides structured prompts, vault templates, and research workflows specifically designed for AI-assisted genealogy research. Built for Claude Code, these resources offer a practical framework for leveraging AI, rather than being an AI service or a generic productivity application.
  • mediumreadme#3
    Reframe or remove 'proof of concept' statement in README

    Why:

    CURRENT
    This is a proof of concept.
    COPY-PASTE FIX
    This project has evolved beyond a proof of concept into a robust framework for AI-assisted genealogy, demonstrating effective methods for complex research.

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 mattprusak/autoresearch-genealogy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ancestry.com
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ancestry.com · recommended 1×
  2. MyHeritage · recommended 1×
  3. FamilySearch.org · recommended 1×
  4. ChatGPT · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How can I leverage AI to accelerate my family history research with source rigor?
    you: not recommended
    AI recommended (in order):
    1. Ancestry.com
    2. MyHeritage
    3. FamilySearch.org
    4. ChatGPT
    5. Google Gemini
    6. Google Lens
    7. ABBYY FineReader
    8. Adobe Acrobat Pro
    9. Grammarly
    10. LanguageTool

    AI recommended 10 alternatives but never named mattprusak/autoresearch-genealogy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking tools or templates for organizing AI-driven genealogy research workflows effectively.
    you: not recommended
    AI recommended (in order):
    1. Airtable
    2. Notion
    3. Obsidian
    4. Trello
    5. Google Sheets
    6. Microsoft Excel
    7. Scrivener

    AI recommended 7 alternatives but never named mattprusak/autoresearch-genealogy. 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 mattprusak/autoresearch-genealogy?
    pass
    AI did not name mattprusak/autoresearch-genealogy — 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 mattprusak/autoresearch-genealogy in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name mattprusak/autoresearch-genealogy — 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?

  • In one sentence, what problem does the repo mattprusak/autoresearch-genealogy solve, and who is the primary audience?
    pass
    AI named mattprusak/autoresearch-genealogy explicitly

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

Embed your GEO score

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mattprusak/autoresearch-genealogy — 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