RRepoGEO

REPOGEO REPORT · LITE

MiroMindAI/MiroThinker

Default branch main · commit 370f9836 · scanned 6/19/2026, 3:48:06 AM

GitHub: 8,301 stars · 641 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to clarify its identity and core function

    Why:

    CURRENT
    **MiroThinker**: A deep research agent optimized for research and prediction. It achieves a 88.2 on the challenging BrowseComp benchmark. See [Quick Start](#-quick-start).
    COPY-PASTE FIX
    **MiroThinker (from MiroMindAI)** is a cutting-edge **deep research and prediction agent**, specifically designed for complex information synthesis and forecasting tasks. **Please note: MiroThinker is an independent AI agent project and is not affiliated with the Miro collaborative whiteboard platform.** Our latest models, MiroThinker-1.7, achieve state-of-the-art performance on benchmarks like BrowseComp (88.2) and BrowseComp-ZH (75.3). See [Quick Start](#-quick-start).
  • mediumtopics#2
    Add more specific topics to highlight deep research and prediction capabilities

    Why:

    CURRENT
    agent, agent-framework, browsecomp, deep-research, futurex, gaia, hle, research-agent, search-agent, xbench
    COPY-PASTE FIX
    ai-agent, deep-research-agent, prediction-agent, information-synthesis, autonomous-agent, benchmark-agent, browsecomp, futurex, gaia, hle, xbench
  • lowabout#3
    Add a brief disambiguation to the repository description

    Why:

    CURRENT
    MiroThinker is a deep research agent optimized for complex research and prediction tasks. Our latest models, MiroThinker-1.7, achieves 74.0 and 75.3 on the BrowseComp and BrowseComp Zh, respectively.
    COPY-PASTE FIX
    MiroThinker (from MiroMindAI) is a deep research agent optimized for complex research and prediction tasks. **It is an independent AI agent project and not affiliated with the Miro collaborative whiteboard platform.** Our latest models, MiroThinker-1.7, achieves 74.0 and 75.3 on the BrowseComp and BrowseComp Zh, respectively.

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.

Recall
0 / 2
0% of queries surface MiroMindAI/MiroThinker
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Significant-Gravitas/AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Significant-Gravitas/AutoGPT · recommended 1×
  2. AgentGPT/AgentGPT · recommended 1×
  3. TransformerOptimus/SuperAGI · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. cpacker/MemGPT · recommended 1×
  • CATEGORY QUERY
    What are effective AI agents for automating deep research and information synthesis?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. AgentGPT (AgentGPT/AgentGPT)
    3. SuperAGI (TransformerOptimus/SuperAGI)
    4. LangChain Agents (langchain-ai/langchain)
    5. MemGPT (cpacker/MemGPT)
    6. ChatGPT
    7. Perplexity AI

    AI recommended 7 alternatives but never named MiroMindAI/MiroThinker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an intelligent agent for complex prediction tasks and web browsing benchmarks.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. AutoGPT
    5. BabyAGI
    6. LangChain
    7. OpenAI API

    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 completeness
    pass

  • README presence
    pass

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?
    pass
    AI did not name MiroMindAI/MiroThinker — likely talking about a different project

    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?
    pass
    AI 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?
    pass
    AI named MiroMindAI/MiroThinker explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite