RRepoGEO

REPOGEO REPORT · LITE

OTT-Cybersecurity-LLC/lyrie-ai

Default branch main · commit bbf6b715 · scanned 6/17/2026, 10:06:13 AM

GitHub: 378 stars · 42 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 OTT-Cybersecurity-LLC/lyrie-ai, 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 main heading to clarify its active role

    Why:

    CURRENT
    # 🛡️ Lyrie
### The autonomous security agent.
_Pentests apps. Defends agents. Researches binaries. Trains itself. One daemon._
    COPY-PASTE FIX
    # 🛡️ Lyrie: The Autonomous AI Agent for End-to-End Cybersecurity Operations.
_Performs pentests, red-teams LLMs, scans code, and defends systems._
  • mediumtopics#2
    Add more specific topics to highlight core functionalities

    Why:

    CURRENT
    ai-agent, autonomous, cybersecurity, llm, lyrie, ott-cybersecurity, security, threat-intelligence, typescript, zero-day
    COPY-PASTE FIX
    ai-agent, autonomous, cybersecurity, llm, lyrie, ott-cybersecurity, security, threat-intelligence, typescript, zero-day, penetration-testing, red-teaming, vulnerability-scanning, application-security, ai-security, agent-trust-protocol
  • lowabout#3
    Refine the repository description for more active language

    Why:

    CURRENT
    Lyrie.ai — The world's first autonomous AI cybersecurity agent. Built by OTT Cybersecurity LLC.
    COPY-PASTE FIX
    Lyrie.ai — The world's first autonomous AI agent for end-to-end cybersecurity operations, performing pentests, red-teaming, and threat defense. Built by OTT Cybersecurity LLC.

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 OTT-Cybersecurity-LLC/lyrie-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ossf/scorecard
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ossf/scorecard · recommended 1×
  2. zaproxy/zaproxy · recommended 1×
  3. projectdiscovery/nuclei · recommended 1×
  4. Burp Suite Enterprise Edition · recommended 1×
  5. Snyk · recommended 1×
  • CATEGORY QUERY
    Looking for an AI agent to automate application penetration testing and threat intelligence.
    you: not recommended
    AI recommended (in order):
    1. OpenSSF Scorecard (ossf/scorecard)
    2. OWASP ZAP (zaproxy/zaproxy)
    3. Nuclei (projectdiscovery/nuclei)
    4. Burp Suite Enterprise Edition
    5. Snyk
    6. Veracode
    7. ImmuniWeb AI Platform

    AI recommended 7 alternatives but never named OTT-Cybersecurity-LLC/lyrie-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I use an autonomous AI security agent for zero-day threat defense?
    you: not recommended
    AI recommended (in order):
    1. CrowdStrike Falcon Insight XDR
    2. SentinelOne Singularity Platform
    3. Darktrace Enterprise Immune System
    4. CylancePROTECT
    5. Palo Alto Networks Cortex XDR

    AI recommended 5 alternatives but never named OTT-Cybersecurity-LLC/lyrie-ai. 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 OTT-Cybersecurity-LLC/lyrie-ai?
    pass
    AI named OTT-Cybersecurity-LLC/lyrie-ai explicitly

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

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