RRepoGEO

REPOGEO REPORT · LITE

Jamailar/RedBox

Default branch main · commit f6b9771a · scanned 6/29/2026, 3:02:06 AM

GitHub: 1,172 stars · 169 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)

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

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 Jamailar/RedBox, 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
    Clarify project identity and purpose in the README's opening

    Why:

    CURRENT
    The README's initial content includes a centered title block: 'Beav Formerly RedBox 面向小红书创作者的 AI自媒体创作资产底座'.
    COPY-PASTE FIX
    # Beav: AI Workbench for Xiaohongshu & Douyin Creators

Beav (formerly RedBox) is an AI-powered workbench and asset library specifically designed for self-media content creators on platforms like Xiaohongshu and Douyin. It automates AI writing, image arrangement, video editing, and comprehensive asset management for social media content.
  • mediumtopics#2
    Add specific social media and content automation topics

    Why:

    CURRENT
    ai, ai-agents, claude-design, content-creation, gpt-image-2, harness-engineering, hermes, hermes-agent, openclaw, skills, xiaohongshu-scraper
    COPY-PASTE FIX
    ai, ai-agents, content-creation, xiaohongshu-scraper, social-media-automation, content-automation, ai-writing, video-editing-ai, asset-management, douyin, self-media, generative-ai, social-media-marketing
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms specified in the `LICENSE` file. Please refer to that file for full details.

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 Jamailar/RedBox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Canva with Magic Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Canva with Magic Studio · recommended 1×
  2. Jasper · recommended 1×
  3. Midjourney · recommended 1×
  4. DALL-E 3 · recommended 1×
  5. ChatGPT Plus · recommended 1×
  • CATEGORY QUERY
    What AI tools can help automate image and text content creation for social media posts?
    you: not recommended
    AI recommended (in order):
    1. Canva with Magic Studio
    2. Jasper
    3. Midjourney
    4. DALL-E 3
    5. ChatGPT Plus
    6. Copy.ai
    7. Simplified
    8. AdCreative.ai
    9. HeyGen

    AI recommended 9 alternatives but never named Jamailar/RedBox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a platform to manage creative assets and automate social media content scraping.
    you: not recommended
    AI recommended (in order):
    1. Later
    2. Sprout Social
    3. Hootsuite
    4. Agorapulse
    5. Brandwatch
    6. Falcon.io
    7. Canto
    8. Dash

    AI recommended 8 alternatives but never named Jamailar/RedBox. 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 Jamailar/RedBox?
    pass
    AI named Jamailar/RedBox explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of Jamailar/RedBox. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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Jamailar/RedBox — 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