RRepoGEO

REPOGEO REPORT · LITE

TheCraigHewitt/seomachine

Default branch main · commit 70231da1 · scanned 5/14/2026, 10:57:32 AM

GitHub: 6,952 stars · 946 forks

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 TheCraigHewitt/seomachine, 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

2 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 paragraph to clarify its nature

    Why:

    CURRENT
    # SEO Machine
    
    A specialized Claude Code workspace for creating long-form, SEO-optimized blog content for any business. This system helps you research, write, analyze, and optimize content that ranks well and serves your target audience.
    COPY-PASTE FIX
    # SEO Machine: An Open-Source Claude Code Workspace for Advanced SEO Content
    
    This repository provides a specialized, open-source Claude Code workspace designed for creating long-form, SEO-optimized blog content for any business. Unlike commercial SaaS platforms, SEO Machine offers a customizable, local environment to research, write, analyze, and optimize content that ranks well and serves your target audience, leveraging Anthropic's Claude API.
  • mediumcomparison#2
    Add a 'Why SEO Machine?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why SEO Machine? Differentiating from SaaS & Other Tools
    SEO Machine stands out by offering a powerful, customizable, and open-source content optimization environment built directly within Claude Code. Unlike proprietary SaaS platforms (e.g., Surfer SEO, Jasper, Clearscope) that often come with recurring fees and limited customization, SEO Machine provides:
    - **Full Control & Customization:** Tailor agents, commands, and workflows to your exact brand voice, SEO guidelines, and specific content needs.
    - **Local & Private:** Your data and content remain within your controlled environment, not on third-party servers.
    - **Leverages Claude Code's Strengths:** Directly integrates with Claude's advanced reasoning and context management for superior content generation and analysis.
    - **Transparent & Extensible:** As an open-source project, you can inspect, modify, and extend its capabilities without vendor lock-in.

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 TheCraigHewitt/seomachine
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Surfer SEO
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Surfer SEO · recommended 2×
  2. Clearscope · recommended 2×
  3. MarketMuse · recommended 2×
  4. Frase.io · recommended 2×
  5. Jasper (formerly Jarvis.ai) · recommended 1×
  • CATEGORY QUERY
    What AI tools help generate and optimize long-form SEO blog content for businesses?
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. Jasper (formerly Jarvis.ai)
    3. Clearscope
    4. MarketMuse
    5. Frase.io

    AI recommended 5 alternatives but never named TheCraigHewitt/seomachine. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I use AI to analyze SEO performance and improve existing article content?
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. MarketMuse
    3. Clearscope
    4. Frase.io
    5. Semrush (Content Marketing Platform)
    6. Topic (by DemandJump)
    7. WriterZen

    AI recommended 7 alternatives but never named TheCraigHewitt/seomachine. 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 TheCraigHewitt/seomachine?
    pass
    AI did not name TheCraigHewitt/seomachine — 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 TheCraigHewitt/seomachine in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TheCraigHewitt/seomachine 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 TheCraigHewitt/seomachine solve, and who is the primary audience?
    pass
    AI did not name TheCraigHewitt/seomachine — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite