REPOGEO REPORT · LITE
JasonLovesDoggo/caddy-defender
Default branch main · commit 8622f30c · scanned 6/13/2026, 9:41:41 PM
GitHub: 557 stars · 21 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 JasonLovesDoggo/caddy-defender, 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.
- highreadme#1Reposition the README's opening sentence to highlight AI training data pollution
Why:
CURRENTThe **Caddy Defender** plugin is a middleware for Caddy that allows you to block or manipulate requests based on the client's IP address. It is particularly useful for preventing unwanted traffic or polluting AI training data by returning garbage responses.
COPY-PASTE FIXThe **Caddy Defender** plugin is a middleware for Caddy specifically designed to prevent unwanted AI web crawlers from scraping your website content and to actively pollute AI training data by returning garbage responses. It allows you to block or manipulate requests based on the client's IP address.
- mediumtopics#2Add more specific AI-scraping and data-pollution related topics
Why:
CURRENTai, ai-blocker, blocker, blockers, caddy, caddy-plugin, caddyserver, chatgpt, filter, ip-blacklist, ip-filtering, security, waf, web-security
COPY-PASTE FIXai, ai-blocker, blocker, blockers, caddy, caddy-plugin, caddyserver, chatgpt, filter, ip-blacklist, ip-filtering, security, waf, web-security, ai-scraping, data-pollution, bot-protection, web-scraping-prevention, llm-training-data
- lowreadme#3Add a dedicated section clarifying Caddy Defender's unique differentiator
Why:
COPY-PASTE FIXAdd a new section, perhaps after "Features", titled "### Why Caddy Defender?" with content like: "Unlike generic WAFs or bot blockers, Caddy Defender is purpose-built as a Caddy module with a specific focus on combating AI and LLM training data scraping. Its unique 'Garbage' and 'Tarpit' responders are designed to actively pollute AI datasets, offering a more targeted approach than simple blocking and making it a powerful tool for protecting your content from unwanted AI ingestion."
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.
- Apache · recommended 1×
- Nginx · recommended 1×
- Cloudflare · recommended 1×
- Cloudflare Bot Management · recommended 1×
- Super Bot Fight Mode · recommended 1×
- CATEGORY QUERYHow to prevent AI web crawlers from scraping my website content?you: not recommendedAI recommended (in order):
- Apache
- Nginx
- Cloudflare
- Cloudflare Bot Management
- Super Bot Fight Mode
- AWS WAF
- Cloudflare WAF
- ModSecurity (SpiderLabs/ModSecurity)
AI recommended 8 alternatives but never named JasonLovesDoggo/caddy-defender. This is the gap to close.
Show full AI answer
- CATEGORY QUERYCaddy module to block unwanted bot traffic and pollute AI training data?you: not recommendedAI recommended (in order):
- Caddy-Security
- Caddy-WAF
- Caddy-RateLimit
- Caddy-GeoIP
- Caddy-HTTP-Header-Modifier
- Caddy-IPFilter
AI recommended 6 alternatives but never named JasonLovesDoggo/caddy-defender. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- 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 JasonLovesDoggo/caddy-defender?passAI did not name JasonLovesDoggo/caddy-defender — 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 JasonLovesDoggo/caddy-defender in production, what risks or prerequisites should they evaluate first?passAI named JasonLovesDoggo/caddy-defender 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 JasonLovesDoggo/caddy-defender solve, and who is the primary audience?passAI named JasonLovesDoggo/caddy-defender 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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JasonLovesDoggo/caddy-defender — 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