RRepoGEO

REPOGEO REPORT · LITE

NPC-Worldwide/npcpy

Default branch main · commit 64f77caf · scanned 5/13/2026, 5:07:36 PM

GitHub: 1,352 stars · 101 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 NPC-Worldwide/npcpy, 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
    Clarify 'NPC' acronym in README's opening

    Why:

    CURRENT
    npcpy is a library that provides key primitives for research and development with multimodal language models, agentic AI, and knowledge graphs.
    COPY-PASTE FIX
    npcpy (Neural Persona & Cognition Python) is a library that provides key primitives for research and development with multimodal language models, agentic AI, and knowledge graphs.
  • mediumtopics#2
    Refine topics for better category matching and signal

    Why:

    CURRENT
    agents, ai, llm, mcp, mcp-client, mcp-server, ollama, perplexity, python, sql, yaml
    COPY-PASTE FIX
    agents, ai, llm, multimodal-llm, knowledge-graphs, agentic-ai, multi-agent-systems, ollama, python, nlp, langchain-alternative, llamaindex-alternative
  • lowhomepage#3
    Add homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://npcpy.readthedocs.io/

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 NPC-Worldwide/npcpy
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. AutoGen · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How to build multi-agent systems with local and cloud language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI
    6. OpenAI Assistants API
    7. Guidance

    AI recommended 7 alternatives but never named NPC-Worldwide/npcpy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python library for experimenting with multimodal large language models and knowledge graphs?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Hugging Face Transformers (huggingface/transformers)
    4. NetworkX (networkx/networkx)
    5. RDFLib (RDFLib/rdflib)
    6. PyG (PyTorch Geometric) (pyg-team/pytorch_geometric)
    7. DGL (Deep Graph Library) (dmlc/dgl)

    AI recommended 7 alternatives but never named NPC-Worldwide/npcpy. 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 NPC-Worldwide/npcpy?
    pass
    AI named NPC-Worldwide/npcpy explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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