RRepoGEO

REPOGEO REPORT · LITE

AmberSahdev/Open-Interface

Default branch main · commit 6a4abbe8 · scanned 5/14/2026, 3:51:57 AM

GitHub: 2,678 stars · 270 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 AmberSahdev/Open-Interface, 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 explicitly state its function as an OS control agent

    Why:

    CURRENT
    ### Control Your Computer Using LLMs

Open Interface
- Self-drives your computer by sending your requests to an LLM backend (GPT-4o, Gemini, etc) to figure out the required steps.
    COPY-PASTE FIX
    ### Autonomously Control Your Operating System with LLMs

Open Interface is an AI agent that self-drives your computer by sending your requests to an LLM backend (GPT-4o, Gemini, etc) to figure out the required steps.
  • highhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/AmberSahdev/Open-Interface
  • mediumtopics#3
    Add more explicit desktop and OS automation topics

    Why:

    CURRENT
    assistant, assistant-computer-control, automation, gpt, gpt4, gpt4v, gpt4vision, linux, llm, machine-learning, macos, openai, pyautogui, pyinstaller, python, self-driving, self-driving-software, windows
    COPY-PASTE FIX
    assistant, assistant-computer-control, automation, gpt, gpt4, gpt4v, gpt4vision, linux, llm, machine-learning, macos, openai, pyautogui, pyinstaller, python, self-driving, self-driving-software, windows, desktop-automation, os-automation, ai-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.

Recall
0 / 2
0% of queries surface AmberSahdev/Open-Interface
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. AgentGPT · recommended 2×
  3. SuperAGI · recommended 2×
  4. LangChain · recommended 2×
  5. Selenium · recommended 1×
  • CATEGORY QUERY
    What tools allow me to automate desktop interactions using large language models?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. AgentGPT
    3. SuperAGI
    4. LangChain
    5. Selenium
    6. Playwright
    7. Taskade
    8. Robocorp
    9. UiPath
    10. AI Fabric
    11. Document Understanding

    AI recommended 11 alternatives but never named AmberSahdev/Open-Interface. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to enable AI agents to autonomously control my operating system.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. Open Interpreter
    4. AgentGPT
    5. LangChain
    6. SuperAGI

    AI recommended 6 alternatives but never named AmberSahdev/Open-Interface. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 AmberSahdev/Open-Interface?
    pass
    AI named AmberSahdev/Open-Interface explicitly

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

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

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

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AmberSahdev/Open-Interface — 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