RRepoGEO

REPOGEO REPORT · LITE

graykode/abtop

Default branch main · commit 18cfdb1e · scanned 5/13/2026, 12:38:00 PM

GitHub: 2,146 stars · 185 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 graykode/abtop, 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 to explicitly state its core purpose and category

    Why:

    CURRENT
    # abtop

**Like btop, but for your AI coding agents.**

See every Claude Code, Codex CLI, and OpenCode session at a glance — token usage, context window %, rate limits, child processes, open ports, and more.
    COPY-PASTE FIX
    # abtop

**abtop is a real-time terminal monitor for AI coding agents.** Like btop, but for your AI coding agents, it allows you to see every Claude Code, Codex CLI, and OpenCode session at a glance — token usage, context window %, rate limits, child processes, open ports, and more.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/graykode/abtop
  • lowreadme#3
    Add a dedicated 'Who is this for?' section to the README

    Why:

    COPY-PASTE FIX
    ## Who is this for?

abtop is designed for developers, researchers, and anyone actively working with multiple AI coding agents (such as Claude Code, Codex CLI, or OpenCode) who needs real-time visibility into their sessions, resource usage, and potential issues directly from the terminal.

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 graykode/abtop
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
prometheus/prometheus
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. prometheus/prometheus · recommended 1×
  2. grafana/grafana · recommended 1×
  3. Datadog · recommended 1×
  4. New Relic · recommended 1×
  5. open-telemetry/opentelemetry-specification · recommended 1×
  • CATEGORY QUERY
    How can I monitor multiple AI assistant sessions for resource usage and rate limits?
    you: not recommended
    AI recommended (in order):
    1. Prometheus (prometheus/prometheus)
    2. Grafana (grafana/grafana)
    3. Datadog
    4. New Relic
    5. OpenTelemetry (open-telemetry/opentelemetry-specification)
    6. Jaeger (jaegertracing/jaeger)
    7. Zipkin (openzipkin/zipkin)
    8. AWS CloudWatch
    9. Azure Monitor
    10. Google Cloud Monitoring
    11. Kong Gateway (Kong/kong)
    12. Apigee
    13. NGINX Plus

    AI recommended 13 alternatives but never named graykode/abtop. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What terminal tool helps track AI agent token consumption and open ports in real-time?
    you: not recommended
    AI recommended (in order):
    1. Netdata
    2. lsof
    3. watch
    4. Prometheus
    5. Grafana
    6. node_exporter
    7. nethogs
    8. iftop

    AI recommended 8 alternatives but never named graykode/abtop. 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 graykode/abtop?
    pass
    AI named graykode/abtop explicitly

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

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

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

Embed your GEO score

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graykode/abtop — 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