REPOGEO REPORT · LITE
MiroMindAI/MiroThinker
Default branch main · commit 370f9836 · scanned 5/9/2026, 8:32:54 AM
GitHub: 8,197 stars · 622 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/MiroThinker, 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#1Add a clear, concise introductory statement to the README
Why:
CURRENTThe README currently starts with several centered links and a 'Try MiroThinker!' heading before the first descriptive sentence.
COPY-PASTE FIXAdd the following as the very first visible text in the README: 'MiroThinker is a standalone deep research agent, not a Miro whiteboard integration or hackathon project, optimized for complex research and prediction tasks. It achieves state-of-the-art performance on benchmarks like BrowseComp.'
- mediumreadme#2Add a 'Why MiroThinker?' or 'Key Differentiators' section
Why:
COPY-PASTE FIXAdd a section titled 'Why MiroThinker?' or 'Key Differentiators' that highlights its focus on deep research and prediction, benchmark performance, and how it differs from general-purpose AI frameworks or large language models. For example: 'Unlike general-purpose AI frameworks (e.g., LangChain, LlamaIndex) or large language models (e.g., GPT-4, Claude), MiroThinker is purpose-built and optimized as a deep research agent, excelling in complex information synthesis and predictive analysis, as demonstrated by its SOTA performance on BrowseComp.'
- mediumtopics#3Expand topics to include specific performance and capability keywords
Why:
CURRENTagent, agent-framework, browsecomp, deep-research, futurex, gaia, hle, research-agent, search-agent, xbench
COPY-PASTE FIXagent, agent-framework, benchmark-agent, browsecomp, deep-research, futurex, gaia, hle, prediction, research-agent, search-agent, sota, xbench
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.
- LlamaIndex · recommended 1×
- LangChain · recommended 1×
- AutoGPT · recommended 1×
- CrewAI · recommended 1×
- Haystack · recommended 1×
- CATEGORY QUERYWhat are the best AI agent frameworks for complex, in-depth research and information synthesis?you: not recommendedAI recommended (in order):
- LlamaIndex
- LangChain
- AutoGPT
- CrewAI
- Haystack
- OpenAI Assistants API
- Guidance
AI recommended 7 alternatives but never named MiroMindAI/MiroThinker. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhich AI agents are optimized for web browsing tasks and predictive analysis benchmarks?you: not recommendedAI recommended (in order):
- GPT-4
- Claude 3 Opus
- Google Gemini
- Perplexity AI
- Auto-GPT (Significant-Gravitas/Auto-GPT)
- BabyAGI (yoheinakajima/babyagi)
- Llama 3 (meta-llama/llama-models)
AI recommended 7 alternatives but never named MiroMindAI/MiroThinker. 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/MiroThinker?passAI named MiroMindAI/MiroThinker 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/MiroThinker in production, what risks or prerequisites should they evaluate first?passAI named MiroMindAI/MiroThinker 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/MiroThinker solve, and who is the primary audience?passAI named MiroMindAI/MiroThinker 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/MiroThinker — 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