RRepoGEO

REPOGEO REPORT · LITE

vybestack/llxprt-code

Default branch main · commit b686a058 · scanned 6/7/2026, 5:31:48 PM

GitHub: 689 stars · 88 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 vybestack/llxprt-code, 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
  • hightopics#1
    Add relevant topics for AI coding assistants

    Why:

    COPY-PASTE FIX
    ["ai-coding-assistant", "cli-tool", "llm-development", "code-generation", "developer-tools", "multi-llm", "terminal-assistant"]
  • highreadme#2
    Strengthen README's opening to clarify target audience and purpose

    Why:

    CURRENT
    AI-powered coding assistant that works with any LLM provider. Command-line interface for querying and editing codebases, generating applications, and automating development workflows.
    COPY-PASTE FIX
    LLxprt Code is an **AI-powered coding assistant for developers** that works with any LLM provider. It's a command-line interface for querying and editing codebases, generating applications, and automating development workflows, letting you use your preferred LLM directly in your terminal.
  • mediumreadme#3
    Add a concise differentiator against common AI coding assistants

    Why:

    COPY-PASTE FIX
    Unlike single-provider tools, LLxprt Code offers unparalleled flexibility, allowing you to seamlessly switch between any Anthropic, Gemini, OpenAI, Kimi, or OpenAI-compatible LLM provider, leveraging your existing subscriptions or free tiers directly from your terminal.

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 vybestack/llxprt-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Continue.dev
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Continue.dev · recommended 1×
  2. Cursor · recommended 1×
  3. Shell Genie · recommended 1×
  4. Fig AI · recommended 1×
  5. Aider · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI coding assistant into my terminal, supporting various LLMs?
    you: not recommended
    AI recommended (in order):
    1. Continue.dev
    2. Cursor
    3. Shell Genie
    4. Fig AI
    5. Aider
    6. Ollama
    7. CodeGPT

    AI recommended 7 alternatives but never named vybestack/llxprt-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools offer AI assistance for code generation and development workflow automation?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Fig AI (withfig/fig)
    3. Cursor (CLI) (getcursor/cursor)
    4. OpenAI API
    5. Tabnine (CLI) (codota/Tabnine)
    6. Codeium (CLI) (Exafunction/codeium)

    AI recommended 6 alternatives but never named vybestack/llxprt-code. 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 vybestack/llxprt-code?
    pass
    AI named vybestack/llxprt-code explicitly

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

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

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

Embed your GEO score

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vybestack/llxprt-code — 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