REPOGEO REPORT · LITE
RockChinQ/free-one-api
Default branch main · commit a1973328 · scanned 6/2/2026, 2:17:06 AM
GitHub: 842 stars · 112 forks
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 RockChinQ/free-one-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.
- highreadme#1Refine README's main positioning statement to emphasize 'free, reverse-engineered LLMs'
Why:
CURRENT通过标准的 OpenAI API 格式访问所有的 LLM 逆向工程库
COPY-PASTE FIX通过标准的 OpenAI API 格式,免费访问所有逆向工程的 LLM 库,包括 ChatGPT / gpt4free / Bard / Claude / HuggingChat / 通义千问 等。
- mediumcomparison#2Create a dedicated 'Comparison with Other Projects' section in the README
Why:
CURRENTThe README currently includes a brief note distinguishing from `songquanpeng/one-api` under the H1.
COPY-PASTE FIXAdd a new section `## 对比其他项目 (Comparison with Other Projects)` with explicit comparisons to `songquanpeng/one-api`, LiteLLM, and OpenRouter.ai, highlighting `free-one-api`'s focus on free/reverse-engineered LLMs. ``` ## 对比其他项目 (Comparison with Other Projects) - **与 songquanpeng/one-api 的区别**: `free-one-api` 专注于提供免费的、逆向工程的 LLM 接口,通过标准 OpenAI API 格式访问非官方模型;而 `songquanpeng/one-api` 则专注于管理和代理官方的、付费的 LLM 接口。 - **与 LiteLLM / OpenRouter.ai 的区别**: `free-one-api` 的核心价值在于聚合和标准化免费及逆向工程的 LLM 访问;LiteLLM 和 OpenRouter.ai 主要用于统一访问官方或付费的 LLM API。 ```
- lowexamples#3Add a quick start code example to the README
Why:
CURRENTThe README currently directs users to external documentation for deployment and configuration, without an immediate code example.
COPY-PASTE FIXAdd a new section `## 快速开始 (Quick Start)` with a simple `curl` or Python example demonstrating how to make a call to the `free-one-api` endpoint. ``` ## 快速开始 (Quick Start) 部署后,您可以通过以下方式快速测试: ```bash curl -X POST http://localhost:3000/v1/chat/completions \ -H "Content-Type: application/json" \ -d '{ "model": "gpt-3.5-turbo", "messages": [ {"role": "user", "content": "Hello, how are you?"} ] }' ``` ```python from openai import OpenAI client = OpenAI( base_url="http://localhost:3000/v1", # 替换为您的 free-one-api 地址 api_key="sk-", # 任意值即可 ) chat_completion = client.chat.completions.create( model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hello, how are you?"}], ) print(chat_completion.choices[0].message.content) ```
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.
- LiteLLM · recommended 2×
- LangChain · recommended 1×
- LlamaIndex · recommended 1×
- OpenRouter.ai · recommended 1×
- Hugging Face Inference API · recommended 1×
- CATEGORY QUERYHow to access various free AI chatbots using a single standard API interface?you: not recommendedAI recommended (in order):
- LiteLLM
- LangChain
- LlamaIndex
- OpenRouter.ai
- Hugging Face Inference API
- FastChat
AI recommended 6 alternatives but never named RockChinQ/free-one-api. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a unified API gateway for managing multiple unofficial large language models.you: not recommendedAI recommended (in order):
- OpenAI Proxy
- LiteLLM
- Portkey.ai
- APISIX
- Kong Gateway
- Nginx
- Caddy
AI recommended 7 alternatives but never named RockChinQ/free-one-api. 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 RockChinQ/free-one-api?passAI did not name RockChinQ/free-one-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?
- If a team adopts RockChinQ/free-one-api in production, what risks or prerequisites should they evaluate first?passAI named RockChinQ/free-one-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 RockChinQ/free-one-api solve, and who is the primary audience?passAI did not name RockChinQ/free-one-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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RockChinQ/free-one-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