RRepoGEO

REPOGEO REPORT · LITE

bountyyfi/lonkero

Default branch main · commit bc1e4859 · scanned 6/16/2026, 2:01:39 PM

GitHub: 929 stars · 73 forks

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 bountyyfi/lonkero, 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 an explicit, unambiguous opening statement to the README

    Why:

    CURRENT
    ### Wraps around your attack surface Professional-grade scanner for real penetration testing. Fast. Modular. Rust.
    COPY-PASTE FIX
    Lonkero is a professional-grade web application security scanner for penetration testing, built in Rust. It is NOT a URL shortener. It wraps around your attack surface to provide fast, modular, and comprehensive vulnerability assessment. 

### Wraps around your attack surface
Professional-grade scanner for real penetration testing. Fast. Modular. Rust.
  • mediumabout#2
    Update the repository description for explicit clarity

    Why:

    CURRENT
    Lonkero - Wraps around your attack surface. Professional-grade scanner for real penetration testing. Fast. Modular. Rust.
    COPY-PASTE FIX
    Lonkero is a professional-grade web application security scanner for penetration testing, built in Rust. It is NOT a URL shortener. Fast, modular, and designed for real attack surface assessment.
  • mediumreadme#3
    Clarify the project's license(s) directly in the README

    Why:

    COPY-PASTE FIX
    ## License
This project's license is detailed in the [LICENSE file](LICENSE). Please refer to the LICENSE file for full terms and conditions.

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 bountyyfi/lonkero
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Acunetix
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Acunetix · recommended 1×
  2. Burp Suite Enterprise Edition · recommended 1×
  3. AppScan · recommended 1×
  4. Netsparker · recommended 1×
  5. Qualys Web Application Scanning (WAS) · recommended 1×
  • CATEGORY QUERY
    What are the best professional web application security scanners for comprehensive penetration testing?
    you: not recommended
    AI recommended (in order):
    1. Acunetix
    2. Burp Suite Enterprise Edition
    3. AppScan
    4. Netsparker
    5. Qualys Web Application Scanning (WAS)
    6. Rapid7 InsightAppSec

    AI recommended 6 alternatives but never named bountyyfi/lonkero. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a fast, modular Rust-based web scanner with advanced vulnerability detection and low false positives.
    you: not recommended
    AI recommended (in order):
    1. RustScan
    2. Naabu
    3. Nuclei
    4. ZGrab2
    5. WhatWeb
    6. Nmap

    AI recommended 6 alternatives but never named bountyyfi/lonkero. 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 bountyyfi/lonkero?
    pass
    AI named bountyyfi/lonkero explicitly

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

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

Embed your GEO score

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MARKDOWN (README)
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bountyyfi/lonkero — 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