RRepoGEO

REPOGEO REPORT · LITE

JohnRiceML/clawport-ui

Default branch main · commit 40db84d6 · scanned 6/6/2026, 5:46:48 PM

GitHub: 879 stars · 133 forks

AI VISIBILITY SCORE
28 /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
2 / 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 JohnRiceML/clawport-ui, 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

1 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumabout#1
    Enhance repository description with specific keywords

    Why:

    CURRENT
    Open-source AI agent command center for Claude Code agent teams. Built on OpenClaw.
    COPY-PASTE FIX
    Open-source AI agent command center for Claude Code agent teams, specialized for orchestration and monitoring. Built on OpenClaw.

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 JohnRiceML/clawport-ui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Datadog
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Datadog · recommended 2×
  2. Weights & Biases · recommended 1×
  3. MLflow · recommended 1×
  4. Prometheus · recommended 1×
  5. Grafana · recommended 1×
  • CATEGORY QUERY
    How can I visualize and manage my AI agent team's tasks and performance?
    you: not recommended
    AI recommended (in order):
    1. Weights & Biases
    2. MLflow
    3. Prometheus
    4. Grafana
    5. TensorBoard
    6. Datadog
    7. Jira
    8. Asana
    9. Trello

    AI recommended 9 alternatives but never named JohnRiceML/clawport-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide a unified dashboard for AI agent communication, task assignment, and monitoring?
    you: not recommended
    AI recommended (in order):
    1. LangChain Plus (now LangSmith)
    2. Humanloop
    3. Weights & Biases (W&B)
    4. Arize AI
    5. Grafana (grafana/grafana)
    6. Datadog

    AI recommended 6 alternatives but never named JohnRiceML/clawport-ui. 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 JohnRiceML/clawport-ui?
    pass
    AI named JohnRiceML/clawport-ui explicitly

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

  • If a team adopts JohnRiceML/clawport-ui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named JohnRiceML/clawport-ui 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 JohnRiceML/clawport-ui solve, and who is the primary audience?
    pass
    AI did not name JohnRiceML/clawport-ui — likely talking about a different project

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

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JohnRiceML/clawport-ui — 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