RRepoGEO

REPOGEO REPORT · LITE

xllm-go/bypass

Default branch main · commit 2c0c6318 · scanned 7/1/2026, 11:57:09 AM

GitHub: 1,231 stars · 232 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)

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

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 xllm-go/bypass, 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
    Clarify README's opening to highlight adaptation of *unofficial* AI services to OpenAI API standard

    Why:

    CURRENT
    该服务集成了openai-api、coze、deepseek、cursor、windsurf、blackbox、you、grok、bing 绘画 多款AI的聊天逆向接口适配到 OpenAI API 标准接口服务端。
    COPY-PASTE FIX
    该服务是一个强大的适配器，旨在将字节coze、new bing copilot、cursor editor、windsurf editor、qodo、deepseek、Chatbot Arena LMSYS、you、grok、huggingface 绘图等**多款AI的逆向或非官方聊天接口**统一适配到**OpenAI API标准接口服务端**。它支持高速流式输出和多轮对话，与ChatGPT接口完全兼容，让您可以通过熟悉的OpenAI API格式访问这些服务。
  • mediumabout#2
    Refine repository description to clarify source services and target standard

    Why:

    CURRENT
    集成了openai-api、coze、deepseek、cursor、windsurf、qodo、blackbox、you、grok、bing 绘画 多款AI的聊天逆向接口适配到 OpenAI API 标准接口服务端。
    COPY-PASTE FIX
    将字节coze、deepseek、cursor、windsurf、qodo、blackbox、you、grok、bing 绘画等**多款AI的逆向或非官方聊天接口**统一适配到**OpenAI API标准接口服务端**，实现高速流式输出和多轮对话兼容。
  • mediumtopics#3
    Add descriptive topics for API adaptation and proxying

    Why:

    CURRENT
    ai, bing, claude, coze, cursor, deepseek, gpt, grok, qodo, windsurf, you
    COPY-PASTE FIX
    ai, bing, claude, coze, cursor, deepseek, gpt, grok, qodo, windsurf, you, openai-api-compatible, llm-proxy, api-adapter, reverse-proxy, gateway, llm-gateway

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 xllm-go/bypass
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. OpenRouter.ai · recommended 1×
  3. MindsDB · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I access multiple AI chatbot services through a single OpenAI API compatible interface?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter.ai
    3. MindsDB
    4. LangChain
    5. LlamaIndex
    6. Helicone.ai

    AI recommended 6 alternatives but never named xllm-go/bypass. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to unify various AI model APIs, like Coze or DeepSeek, into an OpenAI API standard?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/litellm)
    2. OpenRouter
    3. FastChat (lm-sys/FastChat)
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. NGINX
    7. Lua
    8. Python
    9. Flask (pallets/flask)
    10. FastAPI (tiangolo/fastapi)

    AI recommended 10 alternatives but never named xllm-go/bypass. 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 xllm-go/bypass?
    pass
    AI named xllm-go/bypass explicitly

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

  • If a team adopts xllm-go/bypass in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xllm-go/bypass 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 xllm-go/bypass solve, and who is the primary audience?
    pass
    AI named xllm-go/bypass explicitly

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

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xllm-go/bypass — 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