RRepoGEO

REPOGEO REPORT · LITE

PolySync/oscc

Default branch master · commit 45ce9fcc · scanned 5/10/2026, 6:27:20 PM

GitHub: 1,027 stars · 284 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 PolySync/oscc, 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
    Reposition the README's opening paragraph to clarify real-world vehicle control

    Why:

    CURRENT
    Open Source Car Control (OSCC) is an assemblage of software and hardware designs that enable computer control of modern cars in order to facilitate the development of autonomous vehicle technology. It is a modular and stable way of using software to interface with a vehicle’s communications network and control systems.
    COPY-PASTE FIX
    Open Source Car Control (OSCC) is a **real-world hardware and software platform** designed to enable direct computer control of modern cars, specifically for autonomous vehicle development and research. Unlike simulators or generic CAN interfaces, OSCC provides a modular, safety-conscious way to interface with a vehicle’s communication network and control systems, offering full-range control of steering, throttle, and braking on supported vehicles like the Kia Soul.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    autonomous-vehicles, drive-by-wire, car-control, automotive, robotics, open-source-hardware, can-bus, kia-soul, vehicle-interface
  • mediumreadme#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [describe the specific license(s) found in your LICENSE file, e.g., 'a custom license combining elements of X and Y' or 'the terms outlined in the LICENSE file']. Please refer to the [LICENSE](LICENSE) file for full details.

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 PolySync/oscc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
carla-simulator/carla
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. carla-simulator/carla · recommended 1×
  2. microsoft/airsim · recommended 1×
  3. lgsvl/simulator · recommended 1×
  4. cyberbotics/webots · recommended 1×
  5. ApolloAuto/apollo · recommended 1×
  • CATEGORY QUERY
    How can I programmatically control vehicle steering, throttle, and braking for autonomous driving research?
    you: not recommended
    AI recommended (in order):
    1. CARLA (carla-simulator/carla)
    2. AirSim (microsoft/airsim)
    3. LGSVL Simulator (lgsvl/simulator)
    4. Webots (cyberbotics/webots)
    5. Apollo (ApolloAuto/apollo)
    6. Autoware (autowarefoundation/autoware)
    7. OpenPilot (commaai/openpilot)

    AI recommended 7 alternatives but never named PolySync/oscc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source hardware and software allows safe computer interface with car control systems?
    you: not recommended
    AI recommended (in order):
    1. OpenXC
    2. Panda (commaai/panda)
    3. CANtact (linklayer/cantact)
    4. python-can (hardbyte/python-can)
    5. SocketCAN

    AI recommended 5 alternatives but never named PolySync/oscc. 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 PolySync/oscc?
    pass
    AI named PolySync/oscc explicitly

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

  • If a team adopts PolySync/oscc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PolySync/oscc 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 PolySync/oscc solve, and who is the primary audience?
    pass
    AI named PolySync/oscc 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 PolySync/oscc. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/PolySync/oscc.svg)](https://repogeo.com/en/r/PolySync/oscc)
HTML
<a href="https://repogeo.com/en/r/PolySync/oscc"><img src="https://repogeo.com/badge/PolySync/oscc.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

PolySync/oscc — 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