RRepoGEO

REPOGEO REPORT · LITE

OpenAdaptAI/OpenAdapt

Default branch main · commit 666f7163 · scanned 6/28/2026, 6:27:45 AM

GitHub: 1,627 stars · 255 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
40 /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
3 / 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 OpenAdaptAI/OpenAdapt, 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 README opening to emphasize Generative RPA and differentiation

    Why:

    CURRENT
    **OpenAdapt** is the **open** source software **adapt**er between Large Multimodal Models (LMMs) and traditional desktop and web GUIs.
    COPY-PASTE FIX
    **OpenAdapt** is the **open** source **Generative Process Automation (Generative RPA)** software, acting as an intelligent adapter between Large Multimodal Models (LMMs) and traditional desktop and web GUIs. Unlike traditional RPA, OpenAdapt leverages AI to adapt and learn, making automation more resilient and intelligent.
  • mediumreadme#2
    Add a 'Why OpenAdapt?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why OpenAdapt? (Generative RPA vs. Traditional Tools & LLM Frameworks)

OpenAdapt stands apart by combining the adaptability of Large Multimodal Models (LMMs) with robust GUI automation. Unlike traditional Robotic Process Automation (RPA) tools (e.g., Playwright, SikuliX) that rely on brittle selectors or image matching, OpenAdapt uses AI to understand context and adapt to UI changes. Compared to general-purpose LLM orchestration frameworks (e.g., LangChain, LlamaIndex), OpenAdapt is purpose-built for end-to-end process automation across desktop and web GUIs, offering a unified CLI for recording, training, and evaluating AI agents.
  • lowtopics#3
    Add more specific GUI/desktop automation topics

    Why:

    CURRENT
    agents, ai-agents, ai-agents-framework, anthropic, computer-use, generative-process-automation, google-gemini, gpt4o, huggingface, large-action-model, large-language-models, large-multimodal-models, omniparser, openai, process-automation, process-mining, python, segment-anything, transformers, ultralytics
    COPY-PASTE FIX
    agents, ai-agents, ai-agents-framework, anthropic, computer-use, desktop-automation, generative-process-automation, google-gemini, gpt4o, gui-automation, huggingface, large-action-model, large-language-models, large-multimodal-models, omniparser, openai, process-automation, process-mining, python, rpa, robotic-process-automation, segment-anything, transformers, ultralytics

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 OpenAdaptAI/OpenAdapt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    What are open source options for generative AI process automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. Llama 2
    7. Mistral
    8. Falcon
    9. Hugging Face Transformers
    10. Prefect
    11. Apache Airflow

    AI recommended 11 alternatives but never named OpenAdaptAI/OpenAdapt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to record GUI demonstrations and train AI agents for desktop automation.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. SikuliX (RaiMan/SikuliX1)
    3. TagUI (kelaberet/tagui)
    4. PyAutoGUI (asweigart/pyautogui)
    5. Robot Framework (robotframework/robotframework)
    6. RPA.Windows (robocorp/rpa-windows)
    7. RPA.Browser.Playwright (robocorp/rpa-browser-playwright)
    8. UIPath Studio
    9. Microsoft Power Automate Desktop

    AI recommended 9 alternatives but never named OpenAdaptAI/OpenAdapt. 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 OpenAdaptAI/OpenAdapt?
    pass
    AI named OpenAdaptAI/OpenAdapt explicitly

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

  • If a team adopts OpenAdaptAI/OpenAdapt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OpenAdaptAI/OpenAdapt 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 OpenAdaptAI/OpenAdapt solve, and who is the primary audience?
    pass
    AI named OpenAdaptAI/OpenAdapt explicitly

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

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OpenAdaptAI/OpenAdapt — 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