RRepoGEO

REPOGEO REPORT · LITE

SpecterOps/Nemesis

Default branch main · commit 432d0815 · scanned 6/16/2026, 5:16:52 PM

GitHub: 974 stars · 97 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 SpecterOps/Nemesis, 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 opening paragraph to clarify its unique offensive security niche

    Why:

    CURRENT
    Nemesis is an open-source, centralized data processing platform that ingests, enriches, and allows collaborative analysis (with humans and AI) of files collected during offensive security assessments.
    COPY-PASTE FIX
    Nemesis is an open-source, centralized data processing platform specifically designed for offensive security assessments, functioning as an 'offensive VirusTotal' to ingest, enrich, and enable collaborative analysis of collected files for red teams and penetration testers.
  • mediumtopics#2
    Add more specific topics to better reflect its offensive security and data enrichment focus

    Why:

    CURRENT
    data-analysis, offensive
    COPY-PASTE FIX
    offensive-security, red-team, post-exploitation, data-enrichment, malware-analysis, threat-intelligence
  • lowreadme#3
    Add a 'Comparison' or 'Why Nemesis?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled 'Nemesis vs. Threat Intelligence Platforms' or 'Why Nemesis?', explaining its specific role in offensive operations compared to general TIPs. For example: 'While tools like MISP or OpenCTI focus on broad threat intelligence management, Nemesis specializes in the post-exploitation processing and enrichment of data collected during offensive security engagements, acting as a dedicated 'offensive VirusTotal' for red teams.'

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 SpecterOps/Nemesis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MISP
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MISP · recommended 2×
  2. OpenCTI · recommended 2×
  3. Cortex · recommended 1×
  4. TheHive Project · recommended 1×
  5. MalwareBazaar · recommended 1×
  • CATEGORY QUERY
    How can I centralize and enrich files collected during offensive security engagements?
    you: not recommended
    AI recommended (in order):
    1. Cortex
    2. MISP
    3. TheHive Project
    4. OpenCTI
    5. MalwareBazaar
    6. VirusTotal
    7. Python
    8. pefile
    9. yara-python
    10. requests

    AI recommended 10 alternatives but never named SpecterOps/Nemesis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help analyze and enrich threat intelligence data from red team operations?
    you: not recommended
    AI recommended (in order):
    1. MISP
    2. OpenCTI
    3. Maltego
    4. Splunk Enterprise Security (ES)
    5. Anomali ThreatStream
    6. Recorded Future
    7. YARA

    AI recommended 7 alternatives but never named SpecterOps/Nemesis. 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 SpecterOps/Nemesis?
    pass
    AI named SpecterOps/Nemesis explicitly

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

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

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

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MARKDOWN (README)
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SpecterOps/Nemesis — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite