RRepoGEO

REPOGEO REPORT · LITE

lioensky/VCPToolBox

Default branch main · commit 1905a60c · scanned 5/10/2026, 6:12:00 AM

GitHub: 2,028 stars · 318 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 lioensky/VCPToolBox, 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
    Strengthen README's opening to clarify 'VCP' and AI agent context

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the main title and before any warnings or links: 'VCP (Variable & Command Protocol) is a revolutionary middleware designed to transform stateless large language models into persistent, tool-using, and collaboratively intelligent agent systems, bridging AI model APIs with frontend applications.'
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    llm, agent, ai-middleware, llm-orchestration, multi-agent, tool-use, persistent-memory, distributed-system
  • mediumhomepage#3
    Add the official homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://www.vcptoolbox.com

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 lioensky/VCPToolBox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. AgentVerse · recommended 1×
  4. AutoGen · recommended 1×
  5. Redis · recommended 1×
  • CATEGORY QUERY
    How to transform stateless large language models into persistent, tool-using, collaborative agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AgentVerse
    4. AutoGen
    5. Redis
    6. PostgreSQL
    7. pgvector
    8. Faiss
    9. Pinecone
    10. Weaviate
    11. Docker
    12. Kubernetes
    13. OpenAI API
    14. Anthropic Claude API
    15. Hugging Face Transformers

    AI recommended 15 alternatives but never named lioensky/VCPToolBox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a middleware to integrate LLMs with system control and distributed agent orchestration.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. Microsoft Semantic Kernel
    6. CrewAI

    AI recommended 6 alternatives but never named lioensky/VCPToolBox. 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 lioensky/VCPToolBox?
    pass
    AI named lioensky/VCPToolBox explicitly

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

  • If a team adopts lioensky/VCPToolBox in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lioensky/VCPToolBox 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 lioensky/VCPToolBox solve, and who is the primary audience?
    pass
    AI named lioensky/VCPToolBox 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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MARKDOWN (README)
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lioensky/VCPToolBox — 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