RRepoGEO

REPOGEO REPORT · LITE

SumeLabs/clawra

Default branch main · commit f74844e6 · scanned 6/24/2026, 8:17:43 AM

GitHub: 2,332 stars · 377 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and add a clear one-liner description

    Why:

    CURRENT
    # Clawra
    COPY-PASTE FIX
    # Clawra: Selfie Skill for OpenClaw Agents

Clawra enables your OpenClaw agent to generate and send self-portraits, adding visual response capabilities to any conversational AI agent.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository, for example, using the MIT License text.

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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 1×
  2. DALL-E 3 · recommended 1×
  3. Stable Diffusion · recommended 1×
  4. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  5. comfyanonymous/ComfyUI · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI assistant to generate and send self-portraits?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. DALL-E 3
    3. Stable Diffusion
    4. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    5. ComfyUI (comfyanonymous/ComfyUI)
    6. Stability AI
    7. Adobe Firefly
    8. ChatGPT
    9. LangChain (langchain-ai/langchain)
    10. LlamaIndex (run-llama/llama_index)
    11. Python
    12. Node.js
    13. requests (psf/requests)
    14. Discord Webhooks/Bots
    15. Telegram Bot API
    16. Twilio
    17. SendGrid
    18. Mailgun

    AI recommended 18 alternatives but never named SumeLabs/clawra. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to add visual response capabilities for an existing conversational AI agent?
    you: not recommended
    AI recommended (in order):
    1. Rasa X / Rasa Pro (RasaHQ/rasa)
    2. Botpress (botpress/botpress)
    3. Google Dialogflow CX
    4. Amazon Lex
    5. Microsoft Bot Framework Composer (microsoft/BotFramework-Composer)
    6. Twilio Autopilot
    7. React (facebook/react)
    8. Vue.js (vuejs/core)
    9. Angular (angular/angular)

    AI recommended 9 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