REPOGEO REPORT · LITE
TheCraigHewitt/seomachine
Default branch main · commit 70231da1 · scanned 5/14/2026, 10:57:32 AM
GitHub: 6,952 stars · 946 forks
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.
- highreadme#1Reposition 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#2Add 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.
- Surfer SEO · recommended 2×
- Clearscope · recommended 2×
- MarketMuse · recommended 2×
- Frase.io · recommended 2×
- Jasper (formerly Jarvis.ai) · recommended 1×
- CATEGORY QUERYWhat AI tools help generate and optimize long-form SEO blog content for businesses?you: not recommendedAI recommended (in order):
- Surfer SEO
- Jasper (formerly Jarvis.ai)
- Clearscope
- MarketMuse
- Frase.io
AI recommended 5 alternatives but never named TheCraigHewitt/seomachine. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow can I use AI to analyze SEO performance and improve existing article content?you: not recommendedAI recommended (in order):
- Surfer SEO
- MarketMuse
- Clearscope
- Frase.io
- Semrush (Content Marketing Platform)
- Topic (by DemandJump)
- 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 completenesswarn
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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
Drop this badge into the README of TheCraigHewitt/seomachine. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/TheCraigHewitt/seomachine)<a href="https://repogeo.com/en/r/TheCraigHewitt/seomachine"><img src="https://repogeo.com/badge/TheCraigHewitt/seomachine.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
TheCraigHewitt/seomachine — 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