RRepoGEO

REPOGEO REPORT · LITE

SumeLabs/clawra

Default branch main · commit f74844e6 · scanned 5/13/2026, 9:22:49 PM

GitHub: 2,285 stars · 376 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 SumeLabs/clawra, 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's opening to clearly state its purpose for AI agents

    Why:

    CURRENT
    The current README starts with `# Clawra` and immediately jumps to 'Quick Start' without a clear introductory statement about its function.
    COPY-PASTE FIX
    # Clawra

Clawra is an OpenClaw skill that enables your AI agent to generate and send consistent visual responses, such as selfies, across messaging platforms.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, openclaw, image-generation, selfie, visual-responses, messaging-bot, fal-ai
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing a standard open-source license like MIT or Apache-2.0, to clearly state the terms of use.

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 SumeLabs/clawra
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. DALL-E 3 · recommended 2×
  3. Stable Diffusion · recommended 1×
  4. ControlNet · recommended 1×
  5. Automatic1111 · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI agent to generate and send consistent visual responses?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. ControlNet
    4. Automatic1111
    5. ComfyUI
    6. RunPod
    7. Replicate
    8. DALL-E 3
    9. OpenAI API
    10. Leonardo.Ai
    11. Adobe Firefly
    12. Hugging Face Diffusers Library

    AI recommended 12 alternatives but never named SumeLabs/clawra. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow an AI assistant to create and share images on messaging platforms?
    you: not recommended
    AI recommended (in order):
    1. DALL-E 3
    2. Midjourney
    3. Stable Diffusion (huggingface/diffusers)
    4. Pillow (python-pillow/Pillow)
    5. Twilio API
    6. WhatsApp Business API
    7. Telegram Bot API

    AI recommended 7 alternatives but never named SumeLabs/clawra. 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 SumeLabs/clawra?
    pass
    AI named SumeLabs/clawra explicitly

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

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

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

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SumeLabs/clawra — 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