REPOGEO REPORT · LITE

Anil-matcha/Open-Lovart

Default branch main · commit 304646d5 · scanned 6/17/2026, 6:03:20 PM

GitHub: 804 stars · 175 forks

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 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 Anil-matcha/Open-Lovart, 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

highreadme#1

Remove the confusing 'library of skills' description from the README.

Why:

CURRENT

> 🤖 **Automate Lovart, Runway, Luma Labs, Krea, Pika & more with AI coding agents:** Generative-Media-Skills — a library of skills that let agents like **Claude Code**, **Codex**, and other coding assistants drive 200+ image/video models end-to-end (brief → plan → generate → edit → assemble) directly from your terminal. Build automated creative pipelines without touching a UI.

COPY-PASTE FIX

Remove the entire blockquote starting with '🤖 Automate Lovart, Runway, Luma Labs, Krea, Pika & more with AI coding agents:' from the README.

mediumcomparison#2

Add a 'Why an Agent?' or 'How is this different?' section to the README.

Why:

COPY-PASTE FIX

Add a new section to the README, perhaps titled 'Why an Autonomous Agent?' or 'How is Open-Lovart Different?', that explicitly contrasts Open-Lovart's multi-step orchestration capabilities with single-model tools like Stable Diffusion, ControlNet, or ComfyUI, explaining how it automates the entire creative pipeline.

lowreadme#3

Remove the 'Related projects' section from the main README.

Why:

CURRENT

### Related projects

> **Open-source Freepik, Krea, Openart alternative — uncensored image & video studio with 200+ models> https://github.com/Anil-matcha/Open-Generative-AI

> **Open-source Weavy, Flora Fauna, Freepik Spaces, Krea Nodes alternative — visual workflow editor> https://github.com/SamurAIGPT/Vibe-Workflow

> **Open-source Opus Clip alternative — turn long videos into viral vertical shorts> https://github.com/SamurAIGPT/AI-Youtube-Sh

COPY-PASTE FIX

Remove the 'Related projects' section from the main README to maintain focus on Open-Lovart's identity as an autonomous agent.

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 Anil-matcha/Open-Lovart

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Stable Diffusion

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Stable Diffusion · recommended 2×
ControlNet · recommended 2×
ComfyUI · recommended 2×
InvokeAI · recommended 2×
Automatic1111 web UI · recommended 1×

CATEGORY QUERY
How can I automate multi-step creative design for marketing assets using open-source AI?
you: not recommended
AI recommended (in order):
1. Stable Diffusion
2. ControlNet
3. Automatic1111 web UI
4. Diffusers library
5. ComfyUI
6. InvokeAI
7. OpenCLIP
8. DeepFaceLab
9. FaceFusion
10. GIMP
11. Hugging Face Transformers
12. OpenCV
AI recommended 12 alternatives but never named Anil-matcha/Open-Lovart. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a self-hosted AI agent to generate diverse creative content like video and posters.
you: not recommended
AI recommended (in order):
1. Stable Diffusion
2. ControlNet
3. Deforum
4. InvokeAI
5. ComfyUI
6. Fooocus
7. Dreambooth
AI recommended 7 alternatives but never named Anil-matcha/Open-Lovart. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
pass
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 Anil-matcha/Open-Lovart?
pass
AI named Anil-matcha/Open-Lovart explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Anil-matcha/Open-Lovart in production, what risks or prerequisites should they evaluate first?
pass
AI named Anil-matcha/Open-Lovart 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 Anil-matcha/Open-Lovart solve, and who is the primary audience?
pass
AI named Anil-matcha/Open-Lovart explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite