RRepoGEO

REPOGEO REPORT · LITE

LLM-Red-Team/jimeng-free-api

Default branch master · commit aa3048ba · scanned 5/8/2026, 8:32:30 PM

GitHub: 1,156 stars · 300 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 LLM-Red-Team/jimeng-free-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 the README's core purpose to highlight its unofficial, testing-only nature

    Why:

    CURRENT
    # Jimeng AI Free 服务

[](LICENSE)

支持即梦超强图像生成能力（目前官方每日赠送 66 积分，可生成 66 次），零配置部署，多路 token 支持。

与 OpenAI 接口完全兼容。
    COPY-PASTE FIX
    # Jimeng AI 逆向免费服务 (Jimeng AI Reverse Free API)

[](LICENSE)

本项目提供**非官方的即梦 AI 逆向 API 服务**，专注于其强大的图像生成能力。它支持零配置部署和多路 token，并与 OpenAI 接口完全兼容。**请注意，此服务仅供个人学习、研究和测试使用，严禁用于商业用途或对外提供服务，以避免对官方造成压力和潜在风险。** 官方每日赠送 66 积分，可生成 66 次。
  • mediumtopics#2
    Add specific topics for 'reverse API' and 'unofficial'

    Why:

    CURRENT
    bytedance, chatbot, chatgpt-api, image-generation, image-generation-ai, jimeng, llm
    COPY-PASTE FIX
    bytedance, chatbot, chatgpt-api, image-generation, image-generation-ai, jimeng, llm, reverse-engineering, unofficial-api, testing-tool, personal-use
  • lowabout#3
    Refine the 'About' description for clarity on unofficial status and intended use

    Why:

    CURRENT
    🚀 即梦3.0逆向API【特长：图像生成顶流】，零配置部署，多路token支持，仅供测试，如需商用请前往官方开放平台。
    COPY-PASTE FIX
    🚀 非官方即梦3.0逆向API，专注于其顶流图像生成能力。零配置部署，多路token支持。**仅供个人学习、研究和测试使用**，如需商用请前往官方开放平台。

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 LLM-Red-Team/jimeng-free-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DALL-E 2 (via OpenAI API)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. DALL-E 2 (via OpenAI API) · recommended 1×
  2. Stable Diffusion (via Hugging Face Inference API) · recommended 1×
  3. DeepAI API · recommended 1×
  4. Craiyon (formerly DALL-E mini) API · recommended 1×
  5. Lexica Aperture API · recommended 1×
  • CATEGORY QUERY
    Where can I find a free image generation service with simple API access?
    you: not recommended
    AI recommended (in order):
    1. DALL-E 2 (via OpenAI API)
    2. Stable Diffusion (via Hugging Face Inference API)
    3. DeepAI API
    4. Craiyon (formerly DALL-E mini) API
    5. Lexica Aperture API

    AI recommended 5 alternatives but never named LLM-Red-Team/jimeng-free-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a free API that emulates OpenAI for image generation and LLM access.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Inference API
    2. Perplexity AI
    3. Google AI Studio / Gemini API
    4. Replicate
    5. OpenRouter.ai
    6. DeepInfra

    AI recommended 6 alternatives but never named LLM-Red-Team/jimeng-free-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 LLM-Red-Team/jimeng-free-api?
    pass
    AI named LLM-Red-Team/jimeng-free-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 LLM-Red-Team/jimeng-free-api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LLM-Red-Team/jimeng-free-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 LLM-Red-Team/jimeng-free-api solve, and who is the primary audience?
    pass
    AI did not name LLM-Red-Team/jimeng-free-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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LLM-Red-Team/jimeng-free-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