RRepoGEO

REPOGEO REPORT · LITE

iptag/jimeng-api

Default branch main · commit b9a4199e · scanned 5/30/2026, 10:47:57 PM

GitHub: 975 stars · 290 forks

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 iptag/jimeng-api, 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
    Reposition README H1 and opening sentence to clarify core function

    Why:

    CURRENT
    # Jimeng API

🎨 **Free AI Image and Video Generation API ServiceBased on reverse engineering of Jimeng AI (China site) and Dreamina (international site).
    COPY-PASTE FIX
    # Jimeng AI & Dreamina API: Free AI Image and Video Generation Service

🎨 **This project provides a free API service based on reverse engineering of Jimeng AI (China site) and Dreamina (international site), enabling programmatic AI image and video generation.
  • mediumtopics#2
    Expand GitHub topics with relevant AI generation terms and technologies

    Why:

    CURRENT
    api-reverse-engineering, dreamina, image-to-image, jimeng, text-to-image, unofficial-api
    COPY-PASTE FIX
    api-reverse-engineering, dreamina, image-to-image, jimeng, text-to-image, unofficial-api, generative-ai, ai-image-generation, ai-video-generation, api-wrapper, nodejs, typescript, docker
  • mediumhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/iptag/jimeng-api

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 iptag/jimeng-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/diffusers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/diffusers · recommended 2×
  2. Stability AI API (Stable Diffusion) · recommended 1×
  3. OpenAI API (DALL-E 3) · recommended 1×
  4. Midjourney API · recommended 1×
  5. RunwayML API · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate AI images and videos from text or existing images?
    you: not recommended
    AI recommended (in order):
    1. Stability AI API (Stable Diffusion)
    2. OpenAI API (DALL-E 3)
    3. Midjourney API
    4. RunwayML API
    5. Google Cloud Vertex AI (Imagen)
    6. Hugging Face Diffusers Library (huggingface/diffusers)
    7. Pika Labs API

    AI recommended 7 alternatives but never named iptag/jimeng-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there free or open-source APIs available for AI image and video creation?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Diffusers (huggingface/diffusers)
    2. Stable Diffusion
    3. Automatic1111's Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. InvokeAI (invoke-ai/InvokeAI)
    5. OpenCV (opencv/opencv)
    6. Keras (keras-team/keras)
    7. TensorFlow (tensorflow/tensorflow)
    8. PyTorch (pytorch/pytorch)
    9. DeepMotion Animate 3D
    10. RunwayML

    AI recommended 10 alternatives but never named iptag/jimeng-api. 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 iptag/jimeng-api?
    pass
    AI named iptag/jimeng-api explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts iptag/jimeng-api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iptag/jimeng-api 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 iptag/jimeng-api solve, and who is the primary audience?
    pass
    AI did not name iptag/jimeng-api — 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?

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iptag/jimeng-api — 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