REPOGEO REPORT · LITE

Fullive-AI/Anima

Default branch main · commit 15e7c433 · scanned 6/17/2026, 2:57:41 AM

GitHub: 810 stars · 22 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 Fullive-AI/Anima, 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 for 'Agent OS' and 'Hardware Intelligence'
Why:
CURRENT
```
(none)
```
COPY-PASTE FIX
```
agent-os, hardware-intelligence, smart-home, local-ai, home-automation, edge-ai, iot-agent
```

highreadme#2

Make the core purpose the primary H1 in the README

Why:

CURRENT

<div align="center">
  
  <h1></h1>
  <p><strong>Make every hardware intelligent</strong></p>
  <p>An open-source Agent OS for hardware intelligence.</p>

COPY-PASTE FIX

<div align="center">
  
  <h1>Anima: An Open-Source Agent OS for Hardware Intelligence</h1>
  <p><strong>Make every hardware intelligent</strong></p>

mediumhomepage#3
Add the project's official homepage URL
Why:
CURRENT
```
(none)
```
COPY-PASTE FIX
```
[Insert the project's official 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 Fullive-AI/Anima

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Home Assistant

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Home Assistant · recommended 2×
OpenHAB · recommended 2×
Node-RED · recommended 2×
Mozilla WebThings Gateway · recommended 1×
ioBroker · recommended 1×

CATEGORY QUERY
How can I build an intelligent agent operating system for my smart home devices?
you: not recommended
AI recommended (in order):
1. Home Assistant
2. OpenHAB
3. Node-RED
4. Mozilla WebThings Gateway
5. ioBroker
6. Google Home/Amazon Alexa
7. Homebridge
AI recommended 7 alternatives but never named Fullive-AI/Anima. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source platforms provide local AI capabilities for existing home automation hardware?
you: not recommended
AI recommended (in order):
1. Home Assistant
2. Rhasspy
3. OpenWakeWord
4. Frigate
5. OpenHAB
6. Mycroft AI
7. Node-RED
AI recommended 7 alternatives but never named Fullive-AI/Anima. 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 Fullive-AI/Anima?
pass
AI named Fullive-AI/Anima explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Fullive-AI/Anima in production, what risks or prerequisites should they evaluate first?
pass
AI named Fullive-AI/Anima 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 Fullive-AI/Anima solve, and who is the primary audience?
pass
AI named Fullive-AI/Anima 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 Fullive-AI/Anima. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Fullive-AI/Anima.svg)](https://repogeo.com/en/r/Fullive-AI/Anima)

HTML

<a href="https://repogeo.com/en/r/Fullive-AI/Anima"><img src="https://repogeo.com/badge/Fullive-AI/Anima.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

Fullive-AI/Anima — 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