RRepoGEO

REPOGEO REPORT · LITE

opentabs-dev/opentabs

Default branch main · commit ae9a751f · scanned 6/12/2026, 9:17:16 AM

GitHub: 655 stars · 58 forks

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 opentabs-dev/opentabs, 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 statement to explicitly differentiate from UI automation

    Why:

    CURRENT
    Your AI calls real web APIs through your browser session — no screenshots, no DOM scraping.
    COPY-PASTE FIX
    OpenTabs empowers AI agents to directly call real web APIs through your authenticated browser session, fundamentally bypassing UI-based browser automation and its limitations like screenshots or DOM scraping.
  • mediumtopics#2
    Refine topics to highlight AI agent API interaction and remove misleading terms

    Why:

    CURRENT
    ai-agents, browser-automation, chrome, chrome-extension, claude-code, mcp, mcp-server, open-source, opencode, plugins, typescript
    COPY-PASTE FIX
    ai-agents, web-api-integration, llm-tool-use, agent-tooling, browser-api, chrome, chrome-extension, claude-code, mcp, mcp-server, open-source, opencode, plugins, typescript
  • lowabout#3
    Refine the repository description for clarity on AI agent API interaction

    Why:

    CURRENT
    Browser automation clicks buttons. OpenTabs calls APIs.
    COPY-PASTE FIX
    Empower AI agents to directly call web APIs through your browser session, a direct alternative to UI-based browser automation.

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 opentabs-dev/opentabs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Selenium WebDriver
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Selenium WebDriver · recommended 1×
  2. Playwright · recommended 1×
  3. Puppeteer · recommended 1×
  4. Chrome Extension · recommended 1×
  5. Firefox Add-on · recommended 1×
  • CATEGORY QUERY
    How can an AI agent interact with web services using my browser session?
    you: not recommended
    AI recommended (in order):
    1. Selenium WebDriver
    2. Playwright
    3. Puppeteer
    4. Chrome Extension
    5. Firefox Add-on
    6. Requests (Python)
    7. Axios (JavaScript)

    AI recommended 7 alternatives but never named opentabs-dev/opentabs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool for AI to call web APIs directly, avoiding UI automation methods.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Functions
    4. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    5. Haystack (deepset-ai/haystack)

    AI recommended 5 alternatives but never named opentabs-dev/opentabs. 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 opentabs-dev/opentabs?
    pass
    AI did not name opentabs-dev/opentabs — 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 opentabs-dev/opentabs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named opentabs-dev/opentabs 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 opentabs-dev/opentabs solve, and who is the primary audience?
    pass
    AI named opentabs-dev/opentabs explicitly

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

Embed your GEO score

Drop this badge into the README of opentabs-dev/opentabs. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
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