RRepoGEO

REPOGEO REPORT · LITE

nmatter1/smallville

Default branch main · commit 3a4e1e39 · scanned 6/9/2026, 9:01:54 PM

GitHub: 780 stars · 71 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
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 nmatter1/smallville, 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 README H1 and opening sentence for game developers

    Why:

    CURRENT
    # Smallville
    ## Generative Agents for video games
    Generative agents are virtual characters that can store memories and dynamically react to their environment.
    COPY-PASTE FIX
    # Smallville: Generative Agents for Video Games
    Smallville provides a lightweight framework for simulating human-like social interactions and emergent behaviors in persistent, interactive game environments, enabling more realistic and dynamic NPC interactions.
  • hightopics#2
    Add more game-specific topics

    Why:

    CURRENT
    generative-agents
    COPY-PASTE FIX
    generative-agents, game-development, npc-ai, llm-agents, virtual-characters, ai-in-games, game-simulation
  • mediumreadme#3
    Add a JavaScript client example to the README

    Why:

    COPY-PASTE FIX
    ### JavaScript
    Use npm to install the client:
    ```
    npm install smallville-client
    ```
    Then, initialize and use the client:
    ```javascript
    import { SmallvilleClient } from 'smallville-client';
    const client = SmallvilleClient.create("http://localhost:8080", {
      handle: (event) => {
        const agents = event.getAgents();
        const locations = event.getLocations();
      }
    });
    client.createLocation("Red House");
    client.createObject("Red House", "Kitchen", { state: "occupied" });
    ```
    For a complete example, see the [JavaScript example project](https://github.com/nickm980/smallville/tree/main/example/javascript).

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 nmatter1/smallville
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Inworld AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Inworld AI · recommended 2×
  2. OpenAI API · recommended 2×
  3. Charisma.ai · recommended 1×
  4. Dialogue System for Unity · recommended 1×
  5. Unreal Engine's Gameplay Ability System (GAS) · recommended 1×
  • CATEGORY QUERY
    How to create more realistic and dynamic NPC interactions in my game?
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Charisma.ai
    3. OpenAI API
    4. Dialogue System for Unity
    5. Unreal Engine's Gameplay Ability System (GAS)
    6. Articy:draft 3
    7. Yarn Spinner

    AI recommended 7 alternatives but never named nmatter1/smallville. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a library to integrate LLM-powered virtual characters into game environments.
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Character AI
    3. OpenAI API
    4. LangChain
    5. Hugging Face Transformers
    6. DeepMotion

    AI recommended 6 alternatives but never named nmatter1/smallville. 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 nmatter1/smallville?
    pass
    AI named nmatter1/smallville explicitly

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

  • If a team adopts nmatter1/smallville in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nmatter1/smallville 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 nmatter1/smallville solve, and who is the primary audience?
    pass
    AI named nmatter1/smallville explicitly

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

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nmatter1/smallville — RepoGEO report