RRepoGEO

REPOGEO REPORT · LITE

FuzzingLabs/secpipe

Default branch master · commit dbe2544e · scanned 6/7/2026, 8:36:57 PM

GitHub: 794 stars · 95 forks

AI VISIBILITY SCORE
35 /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
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 FuzzingLabs/secpipe, 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
    Clarify SecPipe's role as an orchestration layer, not a security product

    Why:

    CURRENT
    **SecPipe AI** is an open-source MCP server that enables AI agents (GitHub Copilot, Claude, etc.) to orchestrate security research workflows through the **Model Context Protocol (MCP)**.
SecPipe connects your AI assistant to **MCP tool hubs** — collections of containerized security tools that the agent can discover, chain, and execute autonomously.
    COPY-PASTE FIX
    **SecPipe AI** is an open-source MCP server that enables AI agents (GitHub Copilot, Claude, etc.) to orchestrate security research workflows through the **Model Context Protocol (MCP)**.
SecPipe connects your AI assistant to **MCP tool hubs** — collections of containerized security tools that the agent can discover, chain, and execute autonomously. **Crucially, SecPipe is an orchestration layer for these tools, not a security scanner or platform itself.**
  • mediumhomepage#2
    Add homepage URL to repository settings

    Why:

    COPY-PASTE FIX
    https://modelcontextprotocol.io
  • lowlicense#3
    Add a line to README clarifying the existing license

    Why:

    COPY-PASTE FIX
    SecPipe is released under [**insert actual license name(s) here, e.g., a custom license or a combination of licenses**]. See the [LICENSE](LICENSE) file for details.

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 FuzzingLabs/secpipe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Invicti
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Invicti · recommended 1×
  2. Acunetix · recommended 1×
  3. AppSec Phoenix · recommended 1×
  4. Bright Security · recommended 1×
  5. Veracode · recommended 1×
  • CATEGORY QUERY
    How to automate security testing and vulnerability scanning using AI agents?
    you: not recommended
    AI recommended (in order):
    1. Invicti
    2. Acunetix
    3. AppSec Phoenix
    4. Bright Security
    5. Veracode
    6. Crashtest Security Suite
    7. OWASP ZAP

    AI recommended 7 alternatives but never named FuzzingLabs/secpipe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate various application security tools using AI for DevSecOps?
    you: not recommended
    AI recommended (in order):
    1. Cofense Vision
    2. Palo Alto Networks Cortex XSOAR
    3. Splunk SOAR
    4. Secure Code Warrior
    5. GitLab Ultimate
    6. Snyk
    7. OWASP DefectDojo

    AI recommended 7 alternatives but never named FuzzingLabs/secpipe. 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 FuzzingLabs/secpipe?
    pass
    AI named FuzzingLabs/secpipe explicitly

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

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

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

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FuzzingLabs/secpipe — 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