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unifapi-agent/agents
默认分支 main · commit 543a7f68 · 扫描时间 2026/6/25 23:03:29
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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 unifapi-agent/agents 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's opening paragraph to emphasize specialized marketing solution
原因:
当前Open-source **marketing agents** for Claude, ChatGPT, Codex, OpenClaw, Hermes, and any MCP client. Install one plugin and your assistant runs **SEO audits, generative engine optimization (GEO) / AI-visibility checks, local SEO, KOL pricing, social listening, competitive intelligence, and industry marketing** from **live public data**.
复制粘贴的修复UnifAPI Agents are open-source, pre-built **marketing agents** designed for Claude, ChatGPT, Codex, OpenClaw, Hermes, and any MCP client. Unlike general-purpose agent frameworks, these agents provide specialized capabilities for marketing professionals, enabling your AI assistant to perform **SEO audits, generative engine optimization (GEO) / AI-visibility checks, local SEO, KOL pricing, social listening, competitive intelligence, and industry marketing** directly from **live public data**.
- mediumcomparison#2Add a 'Comparison to General Agent Frameworks' section in README
原因:
复制粘贴的修复Add a new section to the README, e.g., 'UnifAPI Agents vs. General Agent Frameworks', explaining that UnifAPI Agents are pre-built, domain-specific applications for marketing, not a framework for building custom agents from scratch. Explicitly mention how it differs from tools like LangChain or Haystack by focusing on out-of-the-box marketing functionality.
- mediumreadme#3Add a 'Who is this for?' section to the README
原因:
复制粘贴的修复Add a new section to the README, e.g., 'Who is this for?', explicitly stating that UnifAPI Agents are built for marketing professionals, SEO specialists, social media managers, and competitive intelligence analysts who use AI assistants to automate research and analysis.
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。
- deepset-ai/haystack · 被推荐 1 次
- langchain-ai/langchain · 被推荐 1 次
- LAION-AI/Open-Assistant · 被推荐 1 次
- huggingface/transformers · 被推荐 1 次
- RasaHQ/rasa · 被推荐 1 次
- 品类问题Open-source agents to automate social listening and influencer discovery with large language models?你:未被推荐AI 推荐顺序:
- Haystack (deepset-ai/haystack)
- LangChain (langchain-ai/langchain)
- Open-Assistant (LAION-AI/Open-Assistant)
- Hugging Face Transformers (huggingface/transformers)
- Rasa (RasaHQ/rasa)
AI 推荐了 5 个替代方案,却始终没点名 unifapi-agent/agents。这就是要补上的差距。
查看 AI 完整回答
- 品类问题How to add marketing research, local SEO, and competitive intelligence capabilities to my AI assistant?你:未被推荐AI 推荐顺序:
- SEMrush
- Ahrefs
- Google Trends
- Statista
- BrightLocal
- Whitespark
- Surfer Local
- Similarweb
- SpyFu
- Owler
- Crayon
AI 推荐了 11 个替代方案,却始终没点名 unifapi-agent/agents。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 unifapi-agent/agents?passAI 明确点名了 unifapi-agent/agents
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 unifapi-agent/agents in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 unifapi-agent/agents
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 unifapi-agent/agents solve, and who is the primary audience?passAI 明确点名了 unifapi-agent/agents
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 unifapi-agent/agents 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/unifapi-agent/agents)<a href="https://repogeo.com/zh/r/unifapi-agent/agents"><img src="https://repogeo.com/badge/unifapi-agent/agents.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
unifapi-agent/agents — 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