REPOGEO REPORT · LITE

openai/glide-text2im

Default branch main · commit 69b53074 · scanned 6/25/2026, 4:37:57 PM

GitHub: 3,689 stars · 501 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)

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

AI VISIBILITY SCORE

28 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 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 openai/glide-text2im, 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 the repository

Why:

COPY-PASTE FIX

diffusion-models, text-to-image, image-synthesis, generative-ai, deep-learning, openai, inpainting, clip-guided, research-code

highreadme#2

Reposition README introduction to highlight GLIDE's role as a foundational research model codebase

Why:

CURRENT

# GLIDE

This is the official codebase for running the small, filtered-data GLIDE model from GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

COPY-PASTE FIX

# GLIDE: Text-Conditional Image Synthesis with Diffusion Models

This repository provides the official codebase for the GLIDE model, a pioneering diffusion-based text-to-image synthesis model from OpenAI. GLIDE enables the generation of photorealistic images from text prompts, as well as advanced capabilities like image inpainting and CLIP-guided generation, serving as a foundational research tool for AI developers and researchers.

mediumreadme#3

Add a "Key Features" section to the README

Why:

COPY-PASTE FIX

## Key Features

GLIDE was a pioneering model in text-to-image generation using diffusion models, achieving high photorealism. Its key features include:

*   **Text-to-Image Generation:** Create realistic images from natural language descriptions.
*   **Image Inpainting:** Fill masked regions of an image guided by text prompts.
*   **CLIP-Guided Generation:** Leverage CLIP for enhanced text-image alignment and control.

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 openai/glide-text2im

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Midjourney

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Midjourney · recommended 2×
DALL-E 3 · recommended 2×
Adobe Firefly · recommended 2×
Stable Diffusion · recommended 1×
Automatic1111 WebUI · recommended 1×

CATEGORY QUERY
How can I generate realistic images from descriptive text prompts using AI?
you: not recommended
AI recommended (in order):
1. Midjourney
2. Stable Diffusion
3. Automatic1111 WebUI
4. ComfyUI
5. DreamStudio
6. DALL-E 3
7. Adobe Firefly
8. Leonardo.Ai
9. Ideogram
AI recommended 9 alternatives but never named openai/glide-text2im. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What AI models help with image inpainting based on textual instructions?
you: not recommended
AI recommended (in order):
1. DALL-E 3
2. Stable Diffusion XL (SDXL)
3. Adobe Firefly
4. Midjourney
5. ControlNet
6. GLIDE
AI recommended 6 alternatives but never named openai/glide-text2im. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
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 openai/glide-text2im?
pass
AI did not name openai/glide-text2im — 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 openai/glide-text2im in production, what risks or prerequisites should they evaluate first?
pass
AI named openai/glide-text2im 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 openai/glide-text2im solve, and who is the primary audience?
pass
AI named openai/glide-text2im 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 openai/glide-text2im. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/openai/glide-text2im"><img src="https://repogeo.com/badge/openai/glide-text2im.svg" alt="RepoGEO" /></a>

Pro

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openai/glide-text2im — 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