RRepoGEO

REPOGEO REPORT · LITE

BruceDevices/firmware

Default branch main · commit ebb69196 · scanned 5/20/2026, 11:37:11 AM

GitHub: 5,660 stars · 1,903 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 BruceDevices/firmware, 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 to explicitly state its core purpose and category

    Why:

    CURRENT
    # :shark: Bruce
Bruce is a versatile ESP32 firmware that supports a ton of offensive features focusing on facilitating Red Team operations.
    COPY-PASTE FIX
    # :shark: Bruce
Bruce is the premier ESP32 firmware for offensive security and Red Team operations, specifically designed for hardware-based security testing and research on IoT devices. It provides a comprehensive suite of predatory features to facilitate Red Team engagements.
  • highcomparison#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, "## :mag: Comparison to Similar Tools", that briefly outlines how Bruce differs from or complements projects like ESP32 Marauder, Flipper Zero Firmware, and ESP32-BadUSB. This helps clarify its unique value proposition.
  • mediumfaq#3
    Create a dedicated FAQ section in the README or Wiki

    Why:

    COPY-PASTE FIX
    Create a new section in the README titled "## :question: FAQ" (or link to a dedicated FAQ page in the Wiki) to answer common questions about Bruce's purpose, capabilities, and target use cases.

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 BruceDevices/firmware
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Marauder
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Marauder · recommended 1×
  2. ESP32-Bad-USB · recommended 1×
  3. Pwnagotchi · recommended 1×
  4. ESP32-CAM-Pwn · recommended 1×
  5. ESP32 Marauder · recommended 1×
  • CATEGORY QUERY
    Looking for ESP32 firmware to perform offensive security operations on IoT devices.
    you: not recommended
    AI recommended (in order):
    1. Marauder
    2. ESP32-Bad-USB
    3. Pwnagotchi
    4. ESP32-CAM-Pwn

    AI recommended 4 alternatives but never named BruceDevices/firmware. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an open-source ESP32 firmware for hardware-based security testing and research.
    you: not recommended
    AI recommended (in order):
    1. ESP32 Marauder
    2. Flipper Zero Firmware
    3. ESP32-BLE-Keyboard
    4. ESP32-BadUSB
    5. ESP32-Sniffer
    6. ESP-IDF

    AI recommended 6 alternatives but never named BruceDevices/firmware. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 BruceDevices/firmware?
    pass
    AI named BruceDevices/firmware explicitly

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

  • If a team adopts BruceDevices/firmware in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BruceDevices/firmware 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 BruceDevices/firmware solve, and who is the primary audience?
    pass
    AI did not name BruceDevices/firmware — 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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BruceDevices/firmware — 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