RRepoGEO

REPOGEO REPORT · LITE

AmberSahdev/Open-Interface

Default branch main · commit 6a4abbe8 · scanned 6/24/2026, 3:42:06 PM

GitHub: 2,685 stars · 274 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)

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

AI VISIBILITY SCORE
28 /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
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 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
    Clarify Open-Interface's role as an autonomous desktop agent in the README's opening

    Why:

    CURRENT
    Open Interface
- Self-drives your computer by sending your requests to an LLM backend (GPT-4o, Gemini, etc) to figure out the required steps.
- Automatically executes these steps by simulating keyboard and mouse input.
- Course-corrects by sending the LLM backend updated screenshots of the progress as needed.
    COPY-PASTE FIX
    Open Interface is an autonomous AI agent that self-drives your computer using LLMs. It interprets your natural language requests, executes steps by simulating keyboard and mouse input, and course-corrects with updated screenshots, enabling full autopilot for any computer.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/AmberSahdev/Open-Interface#readme
  • mediumtopics#3
    Add 'ai-agent' and 'autonomous-agent' to the repository 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
    ai-agent, autonomous-agent, assistant, assistant-computer-control, automation, gpt, gpt4, gpt4v, gpt4vision, linux, llm, machine-learning, macos, openai, pyautogui, pyinstaller, python, self-driving, self-driving-software, windows

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
PyAutoGUI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyAutoGUI · recommended 2×
  2. Selenium · recommended 2×
  3. OpenAI GPT-4 · recommended 1×
  4. GPT-3.5 Turbo · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    How can I automate desktop tasks across operating systems using AI language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. GPT-3.5 Turbo
    3. Python
    4. PyAutoGUI
    5. Selenium
    6. pygetwindow
    7. keyboard
    8. AutoHotkey
    9. AppleScript
    10. Microsoft Power Automate Desktop
    11. AI Builder
    12. Azure OpenAI services
    13. UiPath Studio
    14. AI Fabric
    15. Document Understanding
    16. Robocorp
    17. OpenAI
    18. Cohere
    19. Hugging Face models
    20. Taskade
    21. Zapier
    22. Make

    AI recommended 22 alternatives but never named AmberSahdev/Open-Interface. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to programmatically control my computer screen and input with LLM intelligence.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. LangChain
    4. Selenium
    5. Playwright
    6. PyAutoGUI
    7. Microsoft AutoGen
    8. OpenAI Function Calling

    AI recommended 8 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 did not name AmberSahdev/Open-Interface — 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 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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MARKDOWN (README)
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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