REPOGEO REPORT · LITE
linyqh/NarratoAI
Default branch main · commit c0b72ec6 · scanned 5/24/2026, 6:32:22 PM
GitHub: 9,438 stars · 1,271 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 linyqh/NarratoAI, 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.
- highabout#1Update the repository description to highlight its open-source nature
Why:
CURRENT利用AI大模型,一键解说并剪辑视频; Using AI models to automatically provide commentary and edit videos with a single click.
COPY-PASTE FIX利用AI大模型,一键解说并剪辑视频; Using AI models to automatically provide commentary and edit videos with a single click. An open-source, self-hostable alternative to commercial video AI tools.
- mediumtopics#2Add specific video and content creation related topics
Why:
CURRENTaiagent, aiops, gemini-api, llm, moviepy, python
COPY-PASTE FIXaiagent, aiops, gemini-api, llm, moviepy, python, video-editing, video-narration, content-creation, ai-video, automated-video, video-scripting
- lowreadme#3Add an English translation of the custom license terms to the README
Why:
CURRENTThe "许可证" section in the main README is: "本项目仅供学习和研究使用,不得商用。如需商业授权,请联系作者。"
COPY-PASTE FIXIn the "许可证" section of the README, add the following English translation: "## 许可证 (License) 本项目仅供学习和研究使用,不得商用。如需商业授权,请联系作者。 --- This project is for learning and research purposes only and may not be used for commercial purposes. For commercial licensing, please contact the author."
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.
- Descript · recommended 2×
- HeyGen · recommended 2×
- Pictory.ai · recommended 1×
- Synthesys.io · recommended 1×
- Murf.ai · recommended 1×
- CATEGORY QUERYHow can I automate video narration and editing using AI for content creation?you: not recommendedAI recommended (in order):
- Descript
- Pictory.ai
- Synthesys.io
- HeyGen
- Murf.ai
- RunwayML
- Adobe Premiere Pro
AI recommended 7 alternatives but never named linyqh/NarratoAI. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat tools use large language models for automated video scriptwriting and post-production?you: not recommendedAI recommended (in order):
- Descript
- HeyGen
- Synthesys AI Studio
- Pictory AI
- InVideo AI
- DeepMotion
- ChatGPT
- Claude
- Google Gemini
AI recommended 9 alternatives but never named linyqh/NarratoAI. 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 linyqh/NarratoAI?passAI named linyqh/NarratoAI explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts linyqh/NarratoAI in production, what risks or prerequisites should they evaluate first?passAI named linyqh/NarratoAI 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 linyqh/NarratoAI solve, and who is the primary audience?passAI named linyqh/NarratoAI 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 linyqh/NarratoAI. 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/linyqh/NarratoAI)<a href="https://repogeo.com/en/r/linyqh/NarratoAI"><img src="https://repogeo.com/badge/linyqh/NarratoAI.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
linyqh/NarratoAI — 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