REPOGEO REPORT · LITE
nmatter1/smallville
Default branch main · commit 3a4e1e39 · scanned 6/9/2026, 9:01:54 PM
GitHub: 780 stars · 71 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highreadme#1Reposition 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#2Add more game-specific topics
Why:
CURRENTgenerative-agents
COPY-PASTE FIXgenerative-agents, game-development, npc-ai, llm-agents, virtual-characters, ai-in-games, game-simulation
- mediumreadme#3Add 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.
- Inworld AI · recommended 2×
- OpenAI API · recommended 2×
- Charisma.ai · recommended 1×
- Dialogue System for Unity · recommended 1×
- Unreal Engine's Gameplay Ability System (GAS) · recommended 1×
- CATEGORY QUERYHow to create more realistic and dynamic NPC interactions in my game?you: not recommendedAI recommended (in order):
- Inworld AI
- Charisma.ai
- OpenAI API
- Dialogue System for Unity
- Unreal Engine's Gameplay Ability System (GAS)
- Articy:draft 3
- Yarn Spinner
AI recommended 7 alternatives but never named nmatter1/smallville. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for a library to integrate LLM-powered virtual characters into game environments.you: not recommendedAI recommended (in order):
- Inworld AI
- Character AI
- OpenAI API
- LangChain
- Hugging Face Transformers
- 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 completenesspass
- README presencepass
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?passAI 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?passAI 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?passAI named nmatter1/smallville 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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nmatter1/smallville — 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