RRepoGEO

REPOGEO REPORT · LITE

FIRST-Tech-Challenge/FtcRobotController

Default branch master · commit 203c2d37 · scanned 6/29/2026, 11:06:51 AM

GitHub: 1,236 stars · 9,163 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 FIRST-Tech-Challenge/FtcRobotController, 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.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to clearly state its identity as the official SDK

    Why:

    CURRENT
    ## NOTICE

This repository contains the public FTC SDK for the DECODE (2025-2026) competition season.

## Welcome!
This GitHub repository contains the source code that is used to build an Android app to control a *FIRST* Tech Challenge competition robot.
    COPY-PASTE FIX
    # FIRST Tech Challenge Android SDK (DECODE 2025-2026)

This is the official public SDK for programming *FIRST* Tech Challenge competition robots using Android Studio, Blocks, or OnBot Java. It provides the foundational software framework for student teams to develop robot control apps.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.firstinspires.org/robotics/ftc

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 FIRST-Tech-Challenge/FtcRobotController
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WPILib
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. WPILib · recommended 1×
  2. FTC SDK · recommended 1×
  3. ROS · recommended 1×
  4. Pi4J · recommended 1×
  5. ArduPilot · recommended 1×
  • CATEGORY QUERY
    How can I develop robot control software using Java for competitive events?
    you: not recommended
    AI recommended (in order):
    1. WPILib
    2. FTC SDK
    3. ROS
    4. Pi4J
    5. ArduPilot
    6. MAVLink-Java
    7. JSerialComm
    8. jSSC

    AI recommended 8 alternatives but never named FIRST-Tech-Challenge/FtcRobotController. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What SDKs are available for programming robotics hardware with an Android device?
    you: not recommended
    AI recommended (in order):
    1. Android Open Accessory Development Kit (ADK)
    2. FIRST Robotics Competition (FRC) Android SDK
    3. ROS (Robot Operating System)
    4. DJI Mobile SDK
    5. LEGO MINDSTORMS EV3 Android App Development Kit
    6. VEX Robotics VEXcode

    AI recommended 6 alternatives but never named FIRST-Tech-Challenge/FtcRobotController. 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 FIRST-Tech-Challenge/FtcRobotController?
    pass
    AI did not name FIRST-Tech-Challenge/FtcRobotController — 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 FIRST-Tech-Challenge/FtcRobotController in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FIRST-Tech-Challenge/FtcRobotController 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 FIRST-Tech-Challenge/FtcRobotController solve, and who is the primary audience?
    pass
    AI did not name FIRST-Tech-Challenge/FtcRobotController — 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?

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FIRST-Tech-Challenge/FtcRobotController — 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