REPOGEO REPORT · LITE

lichao-sun/Mora

Default branch main · commit 7a030e29 · scanned 5/20/2026, 2:33:26 AM

GitHub: 1,587 stars · 111 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

30 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 0 warn · 1 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

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 lichao-sun/Mora, 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.

OVERALL DIRECTION

hightopics#1

Add relevant topics to improve categorization

Why:

CURRENT

(none)

COPY-PASTE FIX

video-generation, text-to-video, sora-like, multi-agent, deep-learning, computer-vision, generative-ai, ai-framework

highlicense#2

Add a LICENSE file to the repository

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Create a LICENSE file (e.g., MIT, Apache-2.0, or a custom one if applicable) in the root of the repository to clearly state the terms of use.

mediumreadme#3

Strengthen the opening paragraph of the README

Why:

CURRENT

> 🔍 See our newest Video Generation paper: **"Mora: Enabling Generalist Video Generation via A Multi-Agent Framework"** [](http://arxiv.org/abs/2403.13248)  )
> 
> 📧 Please let us know if you find a mistake or have any suggestions by e-mail: lis221@lehigh.edu

COPY-PASTE FIX

Mora is an open-source multi-agent framework for generalist video generation, designed to replicate and extend capabilities similar to OpenAI's Sora. It enables high-quality video creation from text prompts through collaborative visual AI agents. See our newest paper: **"Mora: Enabling Generalist Video Generation via A Multi-Agent Framework"** [](http://arxiv.org/abs/2403.13248)

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.

Recall

0 / 2

0% of queries surface lichao-sun/Mora

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Stable Diffusion

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Stable Diffusion · recommended 1×
ControlNet · recommended 1×
AnimateDiff · recommended 1×
TemporalKit · recommended 1×
ModelScope Text-to-Video Synthesis (T2V) · recommended 1×

CATEGORY QUERY
What open-source tools can generate generalist videos from text prompts, similar to advanced models?
you: not recommended
AI recommended (in order):
1. Stable Diffusion
2. ControlNet
3. AnimateDiff
4. TemporalKit
5. ModelScope Text-to-Video Synthesis (T2V)
6. CogVideo
7. Open-Sora
8. Deforum Stable Diffusion
AI recommended 8 alternatives but never named lichao-sun/Mora. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a multi-agent framework to enable generalist video creation from textual descriptions.
you: not recommended
AI recommended (in order):
1. AutoGPT
2. LangChain
3. CrewAI
4. Open Interpreter
5. BabyAGI
6. Hugging Face Agents
7. RunwayML
8. Pika Labs
9. Stability AI
10. ElevenLabs
11. Pexels
12. Unsplash
13. MoviePy
14. FFmpeg
AI recommended 14 alternatives but never named lichao-sun/Mora. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
fail
Suggestion:
README presence
pass

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 lichao-sun/Mora?
pass
AI named lichao-sun/Mora explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts lichao-sun/Mora in production, what risks or prerequisites should they evaluate first?
pass
AI named lichao-sun/Mora 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 lichao-sun/Mora solve, and who is the primary audience?
pass
AI named lichao-sun/Mora 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 lichao-sun/Mora. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/lichao-sun/Mora.svg)](https://repogeo.com/en/r/lichao-sun/Mora)

HTML

<a href="https://repogeo.com/en/r/lichao-sun/Mora"><img src="https://repogeo.com/badge/lichao-sun/Mora.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

lichao-sun/Mora — 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