REPOGEO REPORT · LITE
xiao-zaiyi/illa-helper
Default branch master · commit fa19c213 · scanned 5/29/2026, 7:14:10 PM
GitHub: 2,832 stars · 148 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 xiao-zaiyi/illa-helper, 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#1Clarify repo's purpose and disclaim ILLA Cloud association in README
Why:
CURRENT> A browser extension based on the "comprehensible input" theory to help you learn languages naturally while browsing the web.
COPY-PASTE FIXThis project, **Immersive Language Learning Assistant (ILLA Helper)**, is a browser extension designed to help you learn languages naturally while browsing the web, based on the "comprehensible input" theory. **Important: This project is not affiliated with ILLA Cloud or any ILLA platform; 'ILLA' in our name refers solely to 'Immersive Language Learning Assistant'.**
- hightopics#2Add relevant topics to the repository
Why:
CURRENT(none)
COPY-PASTE FIXlanguage-learning, browser-extension, comprehensible-input, language-acquisition, english-learning, firefox-extension, chrome-extension, edge-extension
- mediumreadme#3Highlight supported browser platforms earlier in the README
Why:
CURRENT> A browser extension based on the "comprehensible input" theory to help you learn languages naturally while browsing the web.
COPY-PASTE FIXThis **browser extension**, available for **Chrome, Edge, and Firefox**, is based on the "comprehensible input" theory to help you learn languages naturally while browsing the web.
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.
- Toucan · recommended 2×
- Language Reactor · recommended 2×
- Readlang Web Reader · recommended 2×
- Google Translate (Browser Extension) · recommended 1×
- LingQ · recommended 1×
- CATEGORY QUERYHow can I learn a new language naturally while browsing websites?you: not recommendedAI recommended (in order):
- Toucan
- Language Reactor
- Readlang Web Reader
- Google Translate (Browser Extension)
- LingQ
AI recommended 5 alternatives but never named xiao-zaiyi/illa-helper. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat browser extensions help with language acquisition using comprehensible input theory?you: not recommendedAI recommended (in order):
- Language Reactor
- Readlang Web Reader
- Toucan
- Google Dictionary
- Mate Translate
- DeepL Translate
AI recommended 6 alternatives but never named xiao-zaiyi/illa-helper. 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 xiao-zaiyi/illa-helper?passAI named xiao-zaiyi/illa-helper explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts xiao-zaiyi/illa-helper in production, what risks or prerequisites should they evaluate first?passAI named xiao-zaiyi/illa-helper 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 xiao-zaiyi/illa-helper solve, and who is the primary audience?passAI named xiao-zaiyi/illa-helper explicitly
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 xiao-zaiyi/illa-helper. 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/xiao-zaiyi/illa-helper)<a href="https://repogeo.com/en/r/xiao-zaiyi/illa-helper"><img src="https://repogeo.com/badge/xiao-zaiyi/illa-helper.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
xiao-zaiyi/illa-helper — 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