RRepoGEO

REPOGEO REPORT · LITE

steipete/oracle

Default branch main · commit 6f0b970e · scanned 5/28/2026, 8:06:50 AM

GitHub: 2,337 stars · 243 forks

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 steipete/oracle, 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 H1 and opening paragraph to clarify its purpose as an AI tool

    Why:

    CURRENT
    # oracle 🧿 — Whispering your tokens to the silicon sage

Oracle bundles your prompt and files so another AI can answer with real context.
    COPY-PASTE FIX
    # oracle 🧿 — Your CLI for Multi-Model LLM Invocation & Browser Automation

Oracle is a command-line tool that bundles your prompt and files to invoke multiple large language models (like GPT, Gemini, Claude) with real context, including via browser automation. **Please note: This project is an AI tool and is not related to Oracle Database or its drivers.**
  • mediumreadme#2
    Add a 'Why Oracle?' or 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Oracle?

Unlike general-purpose LLM orchestration frameworks (e.g., LangChain, LlamaIndex) or dedicated browser automation libraries (e.g., Playwright, Selenium), Oracle is a focused command-line utility. It excels at:

*   **Direct Multi-Model Invocation:** Easily switch between and query various LLMs (GPT, Gemini, Claude) from the command line.
*   **Contextual Prompts:** Seamlessly bundle files and custom contexts with your prompts.
*   **Browser Automation for API-less Models:** Access models like ChatGPT Pro directly via automated browser interaction, without needing API keys.
*   **Simplicity & Speed:** Designed for quick, ad-hoc queries and integration into scripts.
  • lowtopics#3
    Add more specific topics to reinforce its nature as a CLI and browser automation tool

    Why:

    CURRENT
    agents, ai, anthropic, gemini-pro, gpt-5-pro, openai, opus, sonnet
    COPY-PASTE FIX
    agents, ai, anthropic, gemini-pro, gpt-5-pro, openai, opus, sonnet, cli-tool, llm-invocation, 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 steipete/oracle
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. OpenAI Python Library · recommended 1×
  5. Anthropic Python SDK · recommended 1×
  • CATEGORY QUERY
    How to invoke multiple large language models with custom context and provided files?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Python Library
    5. Anthropic Python SDK
    6. LiteLLM
    7. Microsoft Semantic Kernel

    AI recommended 7 alternatives but never named steipete/oracle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to interact with advanced AI models via browser automation for custom prompts?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Cypress
    5. Robot Framework
    6. SeleniumLibrary

    AI recommended 6 alternatives but never named steipete/oracle. 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 steipete/oracle?
    pass
    AI named steipete/oracle explicitly

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

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

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

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