RRepoGEO

REPOGEO REPORT · LITE

Lazarus-AI/clearwing

Default branch main · commit 88d3a8a4 · scanned 6/13/2026, 10:36:19 AM

GitHub: 1,004 stars · 145 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 Lazarus-AI/clearwing, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    Autonomous AI agent for offensive security, performing network penetration testing and source code vulnerability hunting with LLMs.
  • highreadme#2
    Reposition the README H1 and first sentence to clarify category

    Why:

    CURRENT
    # Clearwing

By Eric Hartford, Lazarus AI

Inspired by Anthropic's Glasswing.  

The challenge:  Produce similar results as Glasswing - using models everyone has access to.

**Autonomous vulnerability scanner and source-code hunter.** Built on `genai-pyo3`, a native Rust-backed LLM runtime speaking every major provider (Anthropic, OpenAI, OpenRouter, Ollama, LM Studio, Together, Groq, DeepSeek, MiniMax, Gemini, any OpenAI-compatible endpoint).
    COPY-PASTE FIX
    # Clearwing: Autonomous AI Agent for Offensive Security

Clearwing is an **autonomous vulnerability scanner and source-code hunter** built by Eric Hartford, Lazarus AI. It uses `genai-pyo3`, a native Rust-backed LLM runtime speaking every major provider (Anthropic, OpenAI, OpenRouter, Ollama, LM Studio, Together, Groq, DeepSeek, MiniMax, Gemini, any OpenAI-compatible endpoint).

Inspired by Anthropic's Glasswing, the challenge was to produce similar results using models everyone has access to.

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 Lazarus-AI/clearwing
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Greenbone Vulnerability Management (GVM)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Greenbone Vulnerability Management (GVM) · recommended 1×
  2. projectdiscovery/nuclei · recommended 1×
  3. rapid7/metasploit-framework · recommended 1×
  4. zaproxy/zaproxy · recommended 1×
  5. prowler-cloud/prowler · recommended 1×
  • CATEGORY QUERY
    How can I use AI agents to automate network penetration testing and vulnerability detection?
    you: not recommended
    AI recommended (in order):
    1. Greenbone Vulnerability Management (GVM)
    2. Nuclei (projectdiscovery/nuclei)
    3. Metasploit Framework (rapid7/metasploit-framework)
    4. OWASP ZAP (zaproxy/zaproxy)
    5. Prowler (prowler-cloud/prowler)
    6. ScoutSuite (nccgroup/ScoutSuite)
    7. Horizon3.ai NodeZero
    8. Cymulate
    9. AttackIQ

    AI recommended 9 alternatives but never named Lazarus-AI/clearwing. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI-powered tool for autonomous source code security analysis and vulnerability patching.
    you: not recommended
    AI recommended (in order):
    1. Snyk Code
    2. GitHub Advanced Security
    3. CodeQL
    4. Dependabot
    5. Checkmarx One
    6. Veracode Static Analysis
    7. SonarQube
    8. SonarCloud
    9. SonarLint
    10. DeepCode AI
    11. Snyk DeepCode
    12. ShiftLeft CORE

    AI recommended 12 alternatives but never named Lazarus-AI/clearwing. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 Lazarus-AI/clearwing?
    pass
    AI named Lazarus-AI/clearwing explicitly

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

  • If a team adopts Lazarus-AI/clearwing in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Lazarus-AI/clearwing 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 Lazarus-AI/clearwing solve, and who is the primary audience?
    pass
    AI named Lazarus-AI/clearwing explicitly

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

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Lazarus-AI/clearwing — 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