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steipete/oracle
默认分支 main · commit 6f0b970e · 扫描时间 2026/5/28 08:06:50
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 steipete/oracle 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition the README H1 and opening paragraph to clarify its purpose as an AI tool
原因:
当前# oracle 🧿 — Whispering your tokens to the silicon sage Oracle bundles your prompt and files so another AI can answer with real context.
复制粘贴的修复# oracle 🧿 — Your CLI for Multi-Model LLM Invocation & Browser Automation Oracle is a command-line tool that bundles your prompt and files to invoke multiple large language models (like GPT, Gemini, Claude) with real context, including via browser automation. **Please note: This project is an AI tool and is not related to Oracle Database or its drivers.**
- mediumreadme#2Add a 'Why Oracle?' or 'Key Differentiators' section to the README
原因:
复制粘贴的修复## Why Oracle? Unlike general-purpose LLM orchestration frameworks (e.g., LangChain, LlamaIndex) or dedicated browser automation libraries (e.g., Playwright, Selenium), Oracle is a focused command-line utility. It excels at: * **Direct Multi-Model Invocation:** Easily switch between and query various LLMs (GPT, Gemini, Claude) from the command line. * **Contextual Prompts:** Seamlessly bundle files and custom contexts with your prompts. * **Browser Automation for API-less Models:** Access models like ChatGPT Pro directly via automated browser interaction, without needing API keys. * **Simplicity & Speed:** Designed for quick, ad-hoc queries and integration into scripts.
- lowtopics#3Add more specific topics to reinforce its nature as a CLI and browser automation tool
原因:
当前agents, ai, anthropic, gemini-pro, gpt-5-pro, openai, opus, sonnet
复制粘贴的修复agents, ai, anthropic, gemini-pro, gpt-5-pro, openai, opus, sonnet, cli-tool, llm-invocation, browser-automation
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- LangChain · 被推荐 1 次
- LlamaIndex · 被推荐 1 次
- Haystack · 被推荐 1 次
- OpenAI Python Library · 被推荐 1 次
- Anthropic Python SDK · 被推荐 1 次
- 品类问题How to invoke multiple large language models with custom context and provided files?你:未被推荐AI 推荐顺序:
- LangChain
- LlamaIndex
- Haystack
- OpenAI Python Library
- Anthropic Python SDK
- LiteLLM
- Microsoft Semantic Kernel
AI 推荐了 7 个替代方案,却始终没点名 steipete/oracle。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Tool to interact with advanced AI models via browser automation for custom prompts?你:未被推荐AI 推荐顺序:
- Playwright
- Selenium WebDriver
- Puppeteer
- Cypress
- Robot Framework
- SeleniumLibrary
AI 推荐了 6 个替代方案,却始终没点名 steipete/oracle。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of steipete/oracle?passAI 明确点名了 steipete/oracle
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts steipete/oracle in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 steipete/oracle
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo steipete/oracle solve, and who is the primary audience?passAI 明确点名了 steipete/oracle
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 steipete/oracle 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/steipete/oracle)<a href="https://repogeo.com/zh/r/steipete/oracle"><img src="https://repogeo.com/badge/steipete/oracle.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
steipete/oracle — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3