RRepoGEO

REPOGEO REPORT · LITE

xiaomi-research/recogdrive

Default branch main · commit 8a200077 · scanned 6/6/2026, 6:42:48 AM

GitHub: 544 stars · 68 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 xiaomi-research/recogdrive, 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
    Add a concise 'About' section to the README

    Why:

    CURRENT
    The README currently jumps from the title/author block directly to 'News'.
    COPY-PASTE FIX
    Add a new section after the title/author block and before 'News', for example:

```
## About ReCogDrive

ReCogDrive introduces a novel reinforced cognitive framework designed for end-to-end autonomous driving. It uniquely leverages vision-language models (VLMs) for robust policy generation and integrates cognitive reinforcement learning for advanced decision-making, addressing complex driving scenarios.
```
  • hightopics#2
    Correct and expand repository topics

    Why:

    CURRENT
    autonomous-driving, diffusion-policy, end-to-end-a, navsim, reinforcement-learning, vision-language-action, vision-language-models
    COPY-PASTE FIX
    autonomous-driving, diffusion-policy, end-to-end-autonomous-driving, reinforcement-learning, vision-language-models, vision-language-action, cognitive-ai, policy-generation, decision-making-ai
  • mediumhomepage#3
    Add the official project homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://xiaomi-research.github.io/recogdrive/

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 xiaomi-research/recogdrive
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA DriveWorks
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA DriveWorks · recommended 1×
  2. NVIDIA Isaac Sim · recommended 1×
  3. ApolloAuto/apollo · recommended 1×
  4. commaai/openpilot · recommended 1×
  5. carla-simulator/carla · recommended 1×
  • CATEGORY QUERY
    What end-to-end autonomous driving frameworks leverage cognitive reinforcement learning for decision making?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA DriveWorks
    2. NVIDIA Isaac Sim
    3. Apollo (ApolloAuto/apollo)
    4. OpenPilot (commaai/openpilot)
    5. CARLA Simulator (carla-simulator/carla)
    6. Stable Baselines3 (DLR-RM/stable-baselines3)
    7. Ray RLlib (ray-project/ray)
    8. Autoware.Auto (Autoware-Auto/AutowareAuto)

    AI recommended 8 alternatives but never named xiaomi-research/recogdrive. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework for autonomous driving that uses vision-language models for policy generation.
    you: not recommended
    AI recommended (in order):
    1. DriveGPT4
    2. LAV
    3. UniAD
    4. OpenPilot
    5. CARLA Simulator

    AI recommended 5 alternatives but never named xiaomi-research/recogdrive. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 xiaomi-research/recogdrive?
    pass
    AI named xiaomi-research/recogdrive explicitly

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

  • If a team adopts xiaomi-research/recogdrive in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xiaomi-research/recogdrive 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 xiaomi-research/recogdrive solve, and who is the primary audience?
    pass
    AI named xiaomi-research/recogdrive 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 xiaomi-research/recogdrive. 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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