RRepoGEO

REPOGEO REPORT · LITE

KdaiP/EchoBot

Default branch main · commit 08e97a4a · scanned 6/10/2026, 10:51:51 PM

GitHub: 517 stars · 45 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 KdaiP/EchoBot, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-companion, live2d, roleplay, agent, llm, chatbot, anime, productivity-assistant, telegram-bot, qq-bot
  • highreadme#2
    Add a concise English positioning statement to the main README

    Why:

    COPY-PASTE FIX
    EchoBot is an advanced Anime AI Companion featuring Live2D interaction, real-time voice, immersive roleplay, and powerful agent capabilities for productivity tasks.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://[your-project-homepage-url-here]

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 KdaiP/EchoBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Replika
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Replika · recommended 1×
  2. Character AI · recommended 1×
  3. Nomi AI · recommended 1×
  4. Soulmate AI · recommended 1×
  5. Anima AI · recommended 1×
  • CATEGORY QUERY
    Looking for an AI companion with visual avatars and real-time voice interaction capabilities.
    you: not recommended
    AI recommended (in order):
    1. Replika
    2. Character AI
    3. Nomi AI
    4. Soulmate AI
    5. Anima AI
    6. Paradot AI

    AI recommended 6 alternatives but never named KdaiP/EchoBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build an AI assistant that handles tasks while maintaining a distinct personality?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. Rasa
    4. Hugging Face Transformers
    5. Google Cloud Dialogflow
    6. Amazon Lex
    7. Flask
    8. Django
    9. FastAPI
    10. Google Calendar API
    11. OpenWeatherMap API

    AI recommended 11 alternatives but never named KdaiP/EchoBot. 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 KdaiP/EchoBot?
    pass
    AI named KdaiP/EchoBot explicitly

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

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

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

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MARKDOWN (README)
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Pro

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KdaiP/EchoBot — 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