REPOGEO REPORT · LITE
TencentCloudADP/youtu-tip
Default branch master · commit 116e03e3 · scanned 6/14/2026, 9:26:46 AM
GitHub: 591 stars · 66 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 TencentCloudADP/youtu-tip, 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#1Strengthen the README's opening statement to clarify project type
Why:
CURRENTTip is a proactive on-device AI assistant that intelligently understands your current work.
COPY-PASTE FIXYoutu-Tip is an open-source, on-device AI assistant framework that intelligently understands your current work. It is designed for privacy-preserving local execution and powered by compact, self-developed LLMs like Youtu-LLM and Youtu-VL.
- mediumlicense#2Add a clear statement about the project's license in the README
Why:
COPY-PASTE FIX## License This project is released under a custom license. Please refer to the [LICENSE](LICENSE) file in the repository for full details on terms and conditions.
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.
- Mycroft AI · recommended 1×
- Rhasspy · recommended 1×
- Home Assistant · recommended 1×
- Open Assistant · recommended 1×
- PrivateGPT · recommended 1×
- CATEGORY QUERYLooking for an open-source AI assistant that runs entirely offline for enhanced privacy.you: not recommendedAI recommended (in order):
- Mycroft AI
- Rhasspy
- Home Assistant
- Open Assistant
- PrivateGPT
- Almond
AI recommended 6 alternatives but never named TencentCloudADP/youtu-tip. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are compact LLMs with strong agent capabilities for local, on-device execution?you: not recommendedAI recommended (in order):
- Llama 3 8B Instruct
- Mistral 7B Instruct v0.2/v0.3
- Gemma 2B/7B Instruct
- Phi-3-mini-4k-instruct
- TinyLlama 1.1B Chat
- OpenHermes-2.5-Mistral-7B
AI recommended 6 alternatives but never named TencentCloudADP/youtu-tip. 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 TencentCloudADP/youtu-tip?passAI did not name TencentCloudADP/youtu-tip — 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 TencentCloudADP/youtu-tip in production, what risks or prerequisites should they evaluate first?passAI named TencentCloudADP/youtu-tip 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 TencentCloudADP/youtu-tip solve, and who is the primary audience?passAI did not name TencentCloudADP/youtu-tip — 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 TencentCloudADP/youtu-tip. 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/TencentCloudADP/youtu-tip)<a href="https://repogeo.com/en/r/TencentCloudADP/youtu-tip"><img src="https://repogeo.com/badge/TencentCloudADP/youtu-tip.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
TencentCloudADP/youtu-tip — 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