REPOGEO REPORT · LITE
MaxBittker/rs-sdk
Default branch main · commit 8f279bd0 · scanned 6/13/2026, 2:32:59 AM
GitHub: 602 stars · 81 forks
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 MaxBittker/rs-sdk, 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
2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition the README's opening to clarify its specific domain
Why:
CURRENT# RS-SDK Research-oriented starter kit for runescape-style bots, including a typescript sdk, agent documentation and bindings, and a server emulator. Works out of the box - tell it what to automate!
COPY-PASTE FIX# RS-SDK: Runescape Automation & AI Agent Research Kit This is a research-oriented starter kit for building and experimenting with AI agents and bots within the Runescape-style MMO environment. It includes a TypeScript SDK, agent documentation and bindings, and a server emulator, allowing you to automate gameplay and research goal-directed program synthesis and multi-agent systems.
- mediumreadme#2Add a 'Why RS-SDK?' or 'Comparison' section to the README
Why:
COPY-PASTE FIX## Why RS-SDK for Runescape Automation and Agent Research? While general AI/ML frameworks like OpenAI Gym or Unity ML-Agents provide excellent environments for broad agent development, RS-SDK offers a uniquely tailored platform for Runescape-style MMOs. Unlike generic game engines or ML toolkits, RS-SDK provides: - **Direct Runescape-style Environment:** A pre-built server emulator and client designed specifically for the complexities of an economic role-playing MMO, eliminating the need to build a game environment from scratch. - **Agent-Focused SDK:** A TypeScript SDK optimized for programmatic interaction with the game world, making it easier to develop and test goal-directed program synthesis and multi-agent collaboration. - **Research-Ready:** Built to facilitate research into agentic development techniques, offering a rich testing ground for competition and cooperation between AI entities within a controlled, bot-only setting. This focus allows researchers and developers to bypass the overhead of adapting general tools to a specific game genre, accelerating progress in game AI and automation.
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.
- Farama-Foundation/Gymnasium · recommended 2×
- Unity-Technologies/ml-agents · recommended 2×
- DLR-RM/stable-baselines3 · recommended 1×
- TensorFlow / PyTorch · recommended 1×
- langchain-ai/langchain · recommended 1×
- CATEGORY QUERYWhat SDKs help build AI agents for automating tasks in an online role-playing game?you: not recommendedAI recommended (in order):
- OpenAI Gym / Gymnasium (Farama-Foundation/Gymnasium)
- Stable Baselines3 (SB3) (DLR-RM/stable-baselines3)
- Unity ML-Agents Toolkit (Unity-Technologies/ml-agents)
- TensorFlow / PyTorch
- LangChain (langchain-ai/langchain)
- Rasa (RasaHQ/rasa)
AI recommended 6 alternatives but never named MaxBittker/rs-sdk. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a framework to research multi-agent systems and program synthesis in virtual game environments.you: not recommendedAI recommended (in order):
- Unity ML-Agents Toolkit (Unity-Technologies/ml-agents)
- OpenAI Gym / Gymnasium (Farama-Foundation/Gymnasium)
- DeepMind Lab (deepmind/lab)
- Minetest (minetest/minetest)
- Godot Engine (godotengine/godot)
- Godot-RL-Agents (Godot-AI-Agents/Godot-RL-Agents)
- ViZDoom (mwydmuch/ViZDoom)
- Minecraft
- Project Malmo (Microsoft/malmo)
- MineRL (minerllabs/minerl)
AI recommended 10 alternatives but never named MaxBittker/rs-sdk. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- 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 MaxBittker/rs-sdk?passAI named MaxBittker/rs-sdk explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts MaxBittker/rs-sdk in production, what risks or prerequisites should they evaluate first?passAI did not name MaxBittker/rs-sdk — 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?
- In one sentence, what problem does the repo MaxBittker/rs-sdk solve, and who is the primary audience?passAI named MaxBittker/rs-sdk explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of MaxBittker/rs-sdk. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/MaxBittker/rs-sdk)<a href="https://repogeo.com/en/r/MaxBittker/rs-sdk"><img src="https://repogeo.com/badge/MaxBittker/rs-sdk.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
MaxBittker/rs-sdk — 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