RRepoGEO

REPOGEO REPORT · LITE

lioensky/VCPToolBox

Default branch main · commit aa87aa4e · scanned 6/20/2026, 4:36:57 AM

GitHub: 2,148 stars · 349 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)

2 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 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
    Add a clear category statement to the README's opening

    Why:

    CURRENT
    # VCP (Variable & Command Protocol)
    COPY-PASTE FIX
    # VCP (Variable & Command Protocol)

VCP is an advanced AI Agent framework designed to transform stateless LLMs into persistent, self-aware, and collaborative intelligent systems.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, llm, large-language-models, persistent-memory, multi-agent-system, generative-ai, orchestration, framework
  • mediumhomepage#3
    Add the official website as the repository homepage

    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-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. Pinecone · recommended 1×
  3. weaviate/weaviate · recommended 1×
  4. chroma-core/chroma · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How to implement continuous self-awareness and persistent memory for AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Pinecone
    3. Weaviate (weaviate/weaviate)
    4. Chroma (chroma-core/chroma)
    5. LlamaIndex (run-llama/llama_index)
    6. MongoDB (mongodb/mongo)
    7. PostgreSQL (postgres/postgres)
    8. pgvector (pgvector/pgvector)
    9. Faiss (facebookresearch/faiss)
    10. Redis (redis/redis)
    11. Redis Stack
    12. RedisJSON (RedisJSON/RedisJSON)
    13. RediSearch (RediSearch/RediSearch)
    14. Neo4j (neo4j/neo4j)
    15. ArangoDB (arangodb/arangodb)
    16. OpenCog Hyperon (opencog/hyperon)

    AI recommended 16 alternatives but never named lioensky/VCPToolBox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to evolve stateless LLMs into proactive, collaborative intelligent systems.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. AutoGPT
    6. BabyAGI

    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 did not name lioensky/VCPToolBox — 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 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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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