RRepoGEO

REPOGEO REPORT · LITE

nxtrace/NTrace-core

Default branch main · commit 21fdd742 · scanned 5/15/2026, 8:32:18 AM

GitHub: 7,822 stars · 469 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 nxtrace/NTrace-core, 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 README H4 to emphasize advanced capabilities and differentiation

    Why:

    CURRENT
    <h4 align="center">An open source visual routing tool that pursues light weight, developed using Golang.</h4>
    COPY-PASTE FIX
    <h4 align="center">NextTrace: A high-performance, visual route tracking CLI tool for advanced network path analysis, surpassing traditional traceroute and mtr.</h4>
  • mediumreadme#2
    Add a 'Why NextTrace?' section highlighting performance and scalability

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Why NextTrace?' or 'Key Features' early in the README, detailing its advantages in performance, low latency, scalability, and accuracy for complex network environments.
  • lowtopics#3
    Add 'distributed-tracing' and 'network-diagnostics' to topics

    Why:

    CURRENT
    api, as-path, asn-lookup, geoip, geolocation, ip-lookup, network-analysis, next-trace, nexttrace, traceroute, utility
    COPY-PASTE FIX
    api, as-path, asn-lookup, geoip, geolocation, ip-lookup, network-analysis, next-trace, nexttrace, traceroute, utility, distributed-tracing, network-diagnostics

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 nxtrace/NTrace-core
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mtr
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mtr · recommended 1×
  2. besttrace · recommended 1×
  3. prettyping · recommended 1×
  4. tracepath · recommended 1×
  5. scamper · recommended 1×
  • CATEGORY QUERY
    How can I visually track network routes and latency from my command line?
    you: not recommended
    AI recommended (in order):
    1. mtr
    2. besttrace
    3. prettyping
    4. tracepath
    5. scamper

    AI recommended 5 alternatives but never named nxtrace/NTrace-core. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Suggest lightweight Go CLI tools for visualizing network paths and performing IP lookups.
    you: not recommended
    AI recommended (in order):
    1. gtrace
    2. go-whois
    3. ipinfo (ipinfo/cli/ipinfo)
    4. go-ping
    5. go-netstat
    6. gopacket

    AI recommended 6 alternatives but never named nxtrace/NTrace-core. 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 nxtrace/NTrace-core?
    pass
    AI named nxtrace/NTrace-core explicitly

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

  • If a team adopts nxtrace/NTrace-core in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nxtrace/NTrace-core 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 nxtrace/NTrace-core solve, and who is the primary audience?
    pass
    AI named nxtrace/NTrace-core 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite