RRepoGEO

REPOGEO REPORT · LITE

ARPSyndicate/puncia

Default branch master · commit ab57a786 · scanned 5/31/2026, 10:41:10 AM

GitHub: 662 stars · 29 forks

AI VISIBILITY SCORE
40 /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
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 ARPSyndicate/puncia, 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
    Strengthen README's opening paragraph to clarify core purpose

    Why:

    CURRENT
    Puncia utilizes three of our intelligent APIs to gather the results - <br>
- Subdomain Center - The World's Largest Subdomain & Shadow IT Intelligence Database<br>
- Exploit Observer - The World's Largest Exploit & Vulnerability Intelligence Database<br>
- Osprey Vision - The World's Most Bleeding Edge AI for Information Discovery
    COPY-PASTE FIX
    Puncia is the official CLI utility for ARPSyndicate's intelligence platforms: Subdomain Center, Exploit Observer, and Osprey Vision. It provides cybersecurity professionals with a unified interface to map external attack surfaces, conduct advanced vulnerability research, and enrich CVE/GHSA data by leveraging the world's largest subdomain, exploit, and AI-driven information discovery databases.
  • mediumtopics#2
    Add more specific topics for attack surface management and threat intelligence

    Why:

    CURRENT
    arpsyndicate, cyclonedx, cyclonedx-sbom, exploit, sbom, sbom-tool, subdomain, vulnerability
    COPY-PASTE FIX
    arpsyndicate, cyclonedx, cyclonedx-sbom, exploit, sbom, sbom-tool, subdomain, vulnerability, attack-surface-management, threat-intelligence, osint, cybersecurity-cli, vulnerability-intelligence
  • mediumreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

While tools like ProjectDiscovery Nuclei, Subfinder, and OWASP Amass excel in specific areas of reconnaissance, Puncia differentiates itself by integrating directly with ARPSyndicate's proprietary Subdomain Center, Exploit Observer, and Osprey Vision intelligence databases. This provides access to a broader, curated, and often more obscure dataset for comprehensive attack surface mapping and vulnerability intelligence, going beyond passive DNS or basic port scanning to offer enriched, AI-driven insights.

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 ARPSyndicate/puncia
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
projectdiscovery/nuclei
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. projectdiscovery/nuclei · recommended 1×
  2. projectdiscovery/subfinder · recommended 1×
  3. projectdiscovery/naabu · recommended 1×
  4. shodan/shodan-cli · recommended 1×
  5. OWASP/Amass · recommended 1×
  • CATEGORY QUERY
    What CLI tool helps map external attack surfaces and discover subdomains and vulnerabilities?
    you: not recommended
    AI recommended (in order):
    1. ProjectDiscovery Nuclei (projectdiscovery/nuclei)
    2. Subfinder (projectdiscovery/subfinder)
    3. Naabu (projectdiscovery/naabu)
    4. Shodan CLI (shodan/shodan-cli)
    5. Amass (OWASP/Amass)
    6. httpx (projectdiscovery/httpx)
    7. Nmap (nmap/nmap)

    AI recommended 7 alternatives but never named ARPSyndicate/puncia. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a command-line utility for advanced vulnerability research and SBOM generation for security analysis.
    you: not recommended
    AI recommended (in order):
    1. Syft (anchore/syft)
    2. Grype (anchore/grype)
    3. Trivy (aquasecurity/trivy)
    4. Dependency-Track (DependencyTrack/dependency-track)
    5. CycloneDX CLI (CycloneDX/cyclonedx-cli)
    6. OWASP Dependency-Check (jeremylong/DependencyCheck)
    7. Snyk CLI (snyk/snyk)

    AI recommended 7 alternatives but never named ARPSyndicate/puncia. 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 ARPSyndicate/puncia?
    pass
    AI named ARPSyndicate/puncia explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of ARPSyndicate/puncia. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ARPSyndicate/puncia.svg)](https://repogeo.com/en/r/ARPSyndicate/puncia)
HTML
<a href="https://repogeo.com/en/r/ARPSyndicate/puncia"><img src="https://repogeo.com/badge/ARPSyndicate/puncia.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ARPSyndicate/puncia — 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