RRepoGEO

REPOGEO REPORT · LITE

mattprusak/autoresearch-genealogy

Default branch main · commit c0dbba5b · scanned 5/17/2026, 11:33:07 AM

GitHub: 1,118 stars · 115 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 specific topics for AI-assisted genealogy and prompt engineering

    Why:

    COPY-PASTE FIX
    genealogy, ai-assisted-research, prompt-engineering, claude-code, family-history, obsidian-templates, autoresearch
  • highreadme#2
    Clarify README's opening sentence to emphasize framework over platform

    Why:

    CURRENT
    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
    This repository provides a structured framework of prompts, vault templates, and research workflows for AI-assisted genealogy, built specifically for Claude Code but adaptable to any AI tool or manual process.
  • mediumreadme#3
    Add a 'How is this different?' section to the README

    Why:

    COPY-PASTE FIX
    ## How is autoresearch-genealogy different?

Unlike traditional genealogy platforms (e.g., Ancestry.com, MyHeritage) that provide data and tools for manual research, or general AI assistants (e.g., ChatGPT, Claude) that lack domain-specific structure, this project offers a *methodology and framework*. It provides pre-built prompts and workflows specifically designed to leverage AI's autonomous research capabilities for rigorous genealogical investigation, rather than being a data source or a generic chatbot.

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 and structure my family history research?
    you: not recommended
    AI recommended (in order):
    1. Ancestry.com
    2. MyHeritage
    3. FamilySearch.org
    4. ChatGPT
    5. Google Gemini
    6. RootsFinder
    7. Genealogist.ai

    AI recommended 7 alternatives but never named mattprusak/autoresearch-genealogy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective AI prompt strategies for organizing and documenting genealogical findings?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT (GPT-4)
    2. Claude (Opus/Sonnet)
    3. Google Gemini Advanced
    4. Microsoft Copilot (with GPT-4)
    5. Perplexity AI
    6. Google Translate
    7. DeepL

    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 named mattprusak/autoresearch-genealogy 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 mattprusak/autoresearch-genealogy solve, and who is the primary audience?
    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?

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