MiroMindAI/MiroFlow

• highreadme#1

  Reposition the README's opening statement to clearly define MiroFlow's purpose

  原因：

  当前

  This repo is the official implementation of the **MiroMind Research Agent Project**. It is a leading-performance, fully open-source system designed to perform multi-step internet research for addressing complex challenges such as future event prediction. The project currently comprises four key components:
  
  - 🤖 **MiroFlow**: an open-source research agent framework that offers reproducible state-of-the-art performance on representative benchmarks (e.g., FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp benchmarks), included in this repo. See [[Get Started in Under 5 Minutes]](#-get-started-in-under-5-minutes) for a quick start.

  复制粘贴的修复

  复制

  MiroFlow is a leading-performance, open-source **AI research agent framework** designed for **multi-step internet research** and **complex problem solving**, including **future event prediction**. It offers reproducible state-of-the-art performance on benchmarks like FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp. This repo is the official implementation of the MiroMind Research Agent Project, which currently comprises four key components:
  
  - 🤖 **MiroFlow**: an open-source research agent framework that offers reproducible state-of-the-art performance on representative benchmarks (e.g., FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp benchmarks), included in this repo. See [[Get Started in Under 5 Minutes]](#-get-started-in-under-5-minutes) for a quick start.

  待办完成忽略
• mediumabout#2

  Optimize the 'About' description to explicitly state MiroFlow's function

  原因：

  当前

  🏆 Top-1 on 5+ benchmarks | Web UI | Supports MiroThinker, Claude, Kimi, OpenAI

  复制粘贴的修复

  复制

  MiroFlow is a leading open-source AI research agent framework for multi-step internet research and complex problem solving. It achieves top-1 performance on 5+ benchmarks, features a Web UI, and supports MiroThinker, Claude, Kimi, and OpenAI.

  待办完成忽略
• lowtopics#3

  Expand repository topics with more descriptive and general terms

  原因：

  当前

  agent-framework, agents, browsecomp, claude, deep-research, futurex, gaia, gpt-5, hle, research-agent, xbench

  复制粘贴的修复

  复制

  agent-framework, agents, browsecomp, claude, deep-research, futurex, gaia, gpt-5, hle, research-agent, xbench, ai-agent, internet-research, problem-solving, prediction, multi-step-reasoning, llm-agent

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to build an AI agent for multi-step internet research and complex problem solving?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain
  2. LlamaIndex
  3. AutoGPT
  4. BabyAGI
  5. CrewAI
  6. OpenAI API
  7. Anthropic Claude
  8. SerpAPI
  9. Google Search API

  AI 推荐了 9 个替代方案，却始终没点名 MiroMindAI/MiroFlow。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Seeking a high-performance open-source framework for deep internet research and future prediction.

  你：未被推荐
  AI 推荐顺序：

  1. Apache Spark
  2. TensorFlow Extended (TFX)
  3. Apache Flink
  4. Hugging Face Transformers
  5. Ray

  AI 推荐了 5 个替代方案，却始终没点名 MiroMindAI/MiroFlow。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of MiroMindAI/MiroFlow?

  pass
  ✓AI 明确点名了 MiroMindAI/MiroFlow

  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 MiroMindAI/MiroFlow in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 MiroMindAI/MiroFlow

  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 MiroMindAI/MiroFlow solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 MiroMindAI/MiroFlow

  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？