REPOGEO 报告 · LITE
OpenBMB/ProAgent
默认分支 main · commit 02a79ac6 · 扫描时间 2026/6/3 03:53:15
星标 863 · Fork 94
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 OpenBMB/ProAgent 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
2 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 be solution-oriented
原因:
当前From water wheels to Robotic Process Automation (RPA), automation technology has evolved throughout history to liberate human beings from arduous tasks. Yet, RPA struggles with tasks needing human-like intelligence, especially in elaborate design of workflow construction and dynamic decision-making in workflow execution. As Large Language Models (LLMs) have emerged human-like intelligence, this paper introduces `Agentic Process Automation`(APA), a groundbreaking automation paradigm using LLM-based agents for advanced automation by offloading the human labor to agents associated with construction and execution. We then instantiate `ProAgent`, an LLM-based agent designed to craft workflows from human instructions and make intricate decisions by coordinating specialized agents.
复制粘贴的修复**ProAgent is an LLM-based agent system designed for Agentic Process Automation (APA), enabling intelligent automation of complex business workflows beyond traditional RPA.** It empowers users to craft dynamic workflows from human instructions and make intricate decisions by coordinating specialized AI agents. ProAgent addresses the limitations of Robotic Process Automation (RPA) by leveraging Large Language Models (LLMs) to handle tasks requiring human-like intelligence in workflow construction and execution. This repository provides the official code for the `Agentic Process Automation` paradigm.
- mediumhomepage#2Add a homepage URL to the repository metadata
原因:
复制粘贴的修复https://github.com/OpenBMB/ProAgent/blob/main/README.md (or a dedicated project page/paper link if available)
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-ai/langchain · 被推荐 2 次
- run-llama/llama_index · 被推荐 2 次
- huggingface/transformers · 被推荐 2 次
- OpenAI GPT-4 / GPT-3.5 Turbo · 被推荐 1 次
- Anthropic Claude · 被推荐 1 次
- 品类问题How can I use large language models to automate complex business processes beyond traditional RPA?你:未被推荐AI 推荐顺序:
- OpenAI GPT-4 / GPT-3.5 Turbo
- LangChain (langchain-ai/langchain)
- LlamaIndex (run-llama/llama_index)
- Anthropic Claude
- Hugging Face Transformers (huggingface/transformers)
- Llama 2
- Mistral
- Falcon
- Microsoft Azure OpenAI Service
- Google Cloud Vertex AI
- Zapier
- Make
AI 推荐了 12 个替代方案,却始终没点名 OpenBMB/ProAgent。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools help build intelligent automation workflows that adapt dynamically using AI agents?你:未被推荐AI 推荐顺序:
- LangChain (langchain-ai/langchain)
- Microsoft Semantic Kernel (microsoft/semantic-kernel)
- LlamaIndex (run-llama/llama_index)
- AutoGPT (Significant-Gravitas/AutoGPT)
- BabyAGI (yoheinakajima/babyagi)
- Zapier NLA
- Robocorp (robocorp/rpaframework)
- OpenAI API
- Anthropic API
- Hugging Face Transformers (huggingface/transformers)
AI 推荐了 10 个替代方案,却始终没点名 OpenBMB/ProAgent。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 completenesswarn
建议:
- 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 OpenBMB/ProAgent?passAI 明确点名了 OpenBMB/ProAgent
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 OpenBMB/ProAgent in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 OpenBMB/ProAgent
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 OpenBMB/ProAgent solve, and who is the primary audience?passAI 明确点名了 OpenBMB/ProAgent
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 OpenBMB/ProAgent 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/OpenBMB/ProAgent)<a href="https://repogeo.com/zh/r/OpenBMB/ProAgent"><img src="https://repogeo.com/badge/OpenBMB/ProAgent.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
OpenBMB/ProAgent — 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