RRepoGEO

REPOGEO REPORT · LITE

memovai/mimiclaw

Default branch main · commit bb10ea01 · scanned 5/11/2026, 10:12:34 PM

GitHub: 5,382 stars · 789 forks

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 memovai/mimiclaw, 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
    Add explicit disclaimer to README about project domain

    Why:

    COPY-PASTE FIX
    MimiClaw is an AI assistant for embedded devices, *not* a legal reasoning tool or testing utility. It brings the power of OpenClaw to a $5 ESP32-S3 chip, offering a tiny, self-contained, and memory-aware personal AI.
  • mediumtopics#2
    Add specific topics for embedded AI and microcontroller use

    Why:

    CURRENT
    ai, assistant, clawdbot, edge-ai-agents, memory, openclaw
    COPY-PASTE FIX
    ai, assistant, clawdbot, edge-ai-agents, memory, openclaw, esp32, microcontroller, embedded-ai, no-os, telegram-bot
  • mediumreadme#3
    Add a 'Why MimiClaw?' section to highlight unique value

    Why:

    COPY-PASTE FIX
    ## Why MimiClaw?
Unlike general embedded machine learning frameworks (e.g., TensorFlow Lite, Edge Impulse) that focus on model deployment, MimiClaw provides a complete, self-contained AI assistant experience. It integrates an agent loop, tool calling, and local memory management, all accessible via Telegram, on a single $5 chip without needing an operating system or external servers.

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 memovai/mimiclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TensorFlow Lite for Microcontrollers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow Lite for Microcontrollers · recommended 1×
  2. MicroTVM · recommended 1×
  3. Edge Impulse · recommended 1×
  4. CMSIS-NN · recommended 1×
  5. GCC ARM Embedded · recommended 1×
  • CATEGORY QUERY
    How to run an AI assistant on a very low-cost microcontroller without an operating system?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Lite for Microcontrollers
    2. MicroTVM
    3. Edge Impulse
    4. CMSIS-NN
    5. GCC ARM Embedded
    6. IAR Embedded Workbench
    7. Keil MDK-ARM

    AI recommended 7 alternatives but never named memovai/mimiclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI agent for embedded devices that integrates with Telegram and uses local memory.
    you: not recommended
    AI recommended (in order):
    1. MicroPython
    2. ESP32
    3. ESP8266
    4. micropython-telegram-bot
    5. Raspberry Pi
    6. Python
    7. python-telegram-bot
    8. Arduino Portenta H7
    9. Mbed OS
    10. TelegramBot library
    11. NVIDIA Jetson Nano
    12. Orin Nano
    13. ESP32-S3
    14. ESP32-C3
    15. ESP-IDF

    AI recommended 15 alternatives but never named memovai/mimiclaw. 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 memovai/mimiclaw?
    pass
    AI named memovai/mimiclaw explicitly

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

  • If a team adopts memovai/mimiclaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named memovai/mimiclaw 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 memovai/mimiclaw solve, and who is the primary audience?
    pass
    AI named memovai/mimiclaw 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 memovai/mimiclaw. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/memovai/mimiclaw.svg)](https://repogeo.com/en/r/memovai/mimiclaw)
HTML
<a href="https://repogeo.com/en/r/memovai/mimiclaw"><img src="https://repogeo.com/badge/memovai/mimiclaw.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

memovai/mimiclaw — 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