REPOGEO REPORT · LITE
qiayuanl/legged_control
Default branch master · commit a7f381c0 · scanned 5/26/2026, 9:47:32 PM
GitHub: 1,690 stars · 353 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 qiayuanl/legged_control, 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#1Add a concise project summary immediately after the H1
Why:
CURRENT# legged_control
COPY-PASTE FIX# legged_control This repository provides an NMPC, WBC, state estimation, and sim2real framework for legged robots based on OCS2 and ros-controls.
- mediumhomepage#2Set the repository URL as the homepage
Why:
CURRENT(none)
COPY-PASTE FIXhttps://github.com/qiayuanl/legged_control
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.
- Isaac Gym · recommended 2×
- loco-3d/crocoddyl · recommended 1×
- osqp/osqp · recommended 1×
- stack-of-tasks/pinocchio · recommended 1×
- robotology/robcodegen · recommended 1×
- CATEGORY QUERYWhat are robust control frameworks for dynamic legged robot locomotion and state estimation?you: not recommendedAI recommended (in order):
- Crocoddyl (loco-3d/crocoddyl)
- OSQP (osqp/osqp)
- Pinocchio (stack-of-tasks/pinocchio)
- RobCoGen (robotology/robcodegen)
- robot_localization (cra-ros-pkg/robot_localization)
- Eigen
- Isaac Gym
- PyTorch (pytorch/pytorch)
- TensorFlow (tensorflow/tensorflow)
- Stable Baselines3 (DLR-RM/stable-baselines3)
- MATLAB/Simulink
- KDL (orocos/orocos_kinematics_dynamics)
- GTSAM (borglab/gtsam)
AI recommended 13 alternatives but never named qiayuanl/legged_control. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow can I implement sim2real transfer for advanced whole-body control of quadrupedal robots?you: not recommendedAI recommended (in order):
- Isaac Gym
- MuJoCo
- PyBullet
- Gazebo
- RoboStack
- Unity
- DeepMind Control Suite
AI recommended 7 alternatives but never named qiayuanl/legged_control. 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 qiayuanl/legged_control?passAI did not name qiayuanl/legged_control — 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?
- If a team adopts qiayuanl/legged_control in production, what risks or prerequisites should they evaluate first?passAI named qiayuanl/legged_control 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 qiayuanl/legged_control solve, and who is the primary audience?passAI named qiayuanl/legged_control 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 qiayuanl/legged_control. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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qiayuanl/legged_control — 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