REPOGEO REPORT · LITE
MiroMindAI/MiroFlow
Default branch main · commit 95857bc9 · scanned 5/12/2026, 10:18:10 PM
GitHub: 2,967 stars · 312 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 MiroMindAI/MiroFlow, 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#1Reposition the README's opening statement to clearly define MiroFlow's purpose
Why:
CURRENTThis 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.
COPY-PASTE FIXMiroFlow 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.
- mediumabout#2Optimize the 'About' description to explicitly state MiroFlow's function
Why:
CURRENT🏆 Top-1 on 5+ benchmarks | Web UI | Supports MiroThinker, Claude, Kimi, OpenAI
COPY-PASTE FIXMiroFlow 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.
- lowtopics#3Expand repository topics with more descriptive and general terms
Why:
CURRENTagent-framework, agents, browsecomp, claude, deep-research, futurex, gaia, gpt-5, hle, research-agent, xbench
COPY-PASTE FIXagent-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
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.
- LangChain · recommended 1×
- LlamaIndex · recommended 1×
- AutoGPT · recommended 1×
- BabyAGI · recommended 1×
- CrewAI · recommended 1×
- CATEGORY QUERYHow to build an AI agent for multi-step internet research and complex problem solving?you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- AutoGPT
- BabyAGI
- CrewAI
- OpenAI API
- Anthropic Claude
- SerpAPI
- Google Search API
AI recommended 9 alternatives but never named MiroMindAI/MiroFlow. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a high-performance open-source framework for deep internet research and future prediction.you: not recommendedAI recommended (in order):
- Apache Spark
- TensorFlow Extended (TFX)
- Apache Flink
- Hugging Face Transformers
- Ray
AI recommended 5 alternatives but never named MiroMindAI/MiroFlow. 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 MiroMindAI/MiroFlow?passAI named MiroMindAI/MiroFlow explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts MiroMindAI/MiroFlow in production, what risks or prerequisites should they evaluate first?passAI named MiroMindAI/MiroFlow 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 MiroMindAI/MiroFlow solve, and who is the primary audience?passAI named MiroMindAI/MiroFlow explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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MiroMindAI/MiroFlow — 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