REPOGEO REPORT · LITE
Stability-AI/stable-virtual-camera
Default branch main · commit fe19948e · scanned 7/1/2026, 1:06:56 PM
GitHub: 1,617 stars · 121 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 Stability-AI/stable-virtual-camera, 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#1Clarify the 'About' description to specify input
Why:
CURRENTStable Virtual Camera: Generative View Synthesis with Diffusion Models
COPY-PASTE FIXStable Virtual Camera: Generative View Synthesis with Diffusion Models, creating 3D consistent novel views from input images.
- mediumcomparison#2Add a 'Comparison' section to the README
Why:
COPY-PASTE FIXAdd a new section titled 'Comparison' or 'How is SEVA Different?' that explains its unique approach (diffusion models for NVS) compared to traditional NVS methods like NeRF or 3D reconstruction tools like COLMAP.
- lowlicense#3Clarify the license in the README
Why:
COPY-PASTE FIXAdd a section or line in the README, e.g., 'License: This project is licensed under the terms specified in the [LICENSE](LICENSE) file.'
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.
- COLMAP · recommended 2×
- OpenMVS · recommended 2×
- Meshroom · recommended 2×
- RealityCapture · recommended 2×
- NeRF · recommended 1×
- CATEGORY QUERYHow can I generate 3D consistent novel views from a set of input images?you: not recommendedAI recommended (in order):
- NeRF
- Instant-NGP
- Mip-NeRF 360
- K-Planes
- Original NeRF
- 3D Gaussian Splatting
- COLMAP
- OpenMVS
- Meshroom
- Plenoxels
- Neuralangelo
- Luma AI
- RealityCapture
- Agisoft Metashape
AI recommended 14 alternatives but never named Stability-AI/stable-virtual-camera. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat tools exist for creating multi-view video from static images with camera control?you: not recommendedAI recommended (in order):
- NVIDIA Instant NeRF
- COLMAP
- MVS-Texturing
- OpenMVS
- Metashape
- RealityCapture
- Meshroom
- Blender
AI recommended 8 alternatives but never named Stability-AI/stable-virtual-camera. 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 Stability-AI/stable-virtual-camera?passAI did not name Stability-AI/stable-virtual-camera — 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 Stability-AI/stable-virtual-camera in production, what risks or prerequisites should they evaluate first?passAI named Stability-AI/stable-virtual-camera 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 Stability-AI/stable-virtual-camera solve, and who is the primary audience?passAI named Stability-AI/stable-virtual-camera explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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Stability-AI/stable-virtual-camera — 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