REPOGEO REPORT · LITE
BYU-PCCL/holodeck
Default branch develop · commit 521c1c82 · scanned 6/5/2026, 7:12:19 AM
GitHub: 596 stars · 42 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 BYU-PCCL/holodeck, 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#1Explicitly mention key competitors in the README's introduction
Why:
COPY-PASTE FIXModify the introductory sentence in the README to: "Holodeck is a high-fidelity simulator for reinforcement learning built on top of Unreal Engine 4, offering a robust alternative to tools like NVIDIA Isaac Sim, Gazebo, MuJoCo, or Unity ML-Agents for robotics and multi-agent research."
- mediumreadme#2Emphasize multi-agent capabilities in the README
Why:
CURRENTTrain and control more than one agent at once
COPY-PASTE FIXExpand on the 'Train and control more than one agent at once' feature in the README, perhaps with a dedicated paragraph or a small example, to explicitly state its suitability for 'multi-agent reinforcement learning environments.' For example, add a sentence like: 'This capability makes Holodeck an excellent choice for multi-agent reinforcement learning research, enabling the simulation of complex interactions and collaborative behaviors.'
- lowreadme#3Create a dedicated 'Comparison with other simulators' section
Why:
COPY-PASTE FIXAdd a new section to the README, for example, '## Holodeck vs. Other Simulators', that explicitly compares Holodeck to alternatives like NVIDIA Isaac Sim, Gazebo, MuJoCo, Unity ML-Agents, and AirSim, highlighting its unique advantages such as Unreal Engine fidelity, ease of use for RL, and Python API.
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.
- NVIDIA Isaac Sim · recommended 1×
- Gazebo · recommended 1×
- MuJoCo · recommended 1×
- CoppeliaSim · recommended 1×
- Webots · recommended 1×
- CATEGORY QUERYWhat are good high-fidelity simulators for reinforcement learning research with robotics?you: not recommendedAI recommended (in order):
- NVIDIA Isaac Sim
- Gazebo
- MuJoCo
- CoppeliaSim
- Webots
- PyBullet
AI recommended 6 alternatives but never named BYU-PCCL/holodeck. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a performant multi-agent reinforcement learning environment built on Unreal Engine with Python API.you: not recommendedAI recommended (in order):
- Unreal Engine
- OpenAI Gym (openai/gym)
- PettingZoo (Farama-Foundation/PettingZoo)
- Unity ML-Agents (Unity-Technologies/ml-agents)
- AirSim (microsoft/AirSim)
- CARLA Simulator (carla-simulator/carla)
- DeepMind Lab (deepmind/lab)
- Project Malmo (Microsoft/malmo)
AI recommended 8 alternatives but never named BYU-PCCL/holodeck. 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 BYU-PCCL/holodeck?passAI named BYU-PCCL/holodeck explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts BYU-PCCL/holodeck in production, what risks or prerequisites should they evaluate first?passAI named BYU-PCCL/holodeck 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 BYU-PCCL/holodeck solve, and who is the primary audience?passAI named BYU-PCCL/holodeck 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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BYU-PCCL/holodeck — 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