REPOGEO REPORT · LITE

akshayaggarwal99/jarvis-ai-assistant

Default branch main · commit 08492e7c · scanned 6/16/2026, 2:12:26 PM

GitHub: 564 stars · 88 forks

AI VISIBILITY SCORE

27 /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

1 / 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 akshayaggarwal99/jarvis-ai-assistant, 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

Reposition the README's opening to highlight its unique blend of features.

Why:

CURRENT

<p align="center"><strong>Hold one key. Speak. Text appears — perfectly.</strong></p>
<p align="center">
  <em>100% open-source • 100% local-capable • 100% free forever</em>
</p>

COPY-PASTE FIX

<p align="center"><strong>The 100% open-source, local-capable AI voice assistant for Mac.</strong></p>
<p align="center">
  <em>Hold one key. Speak. Text appears — perfectly, with advanced AI features.</em>
</p>

mediumtopics#2

Add more specific topics to improve category visibility.

Why:

CURRENT

ai, assistant, dictation, ironman, ironman-mode, jarvis, jarvis-ai, jarvisai, mac, voice

COPY-PASTE FIX

ai, assistant, dictation, ironman, ironman-mode, jarvis, jarvis-ai, jarvisai, mac, voice, speech-to-text, local-ai, offline-ai, macos, productivity, voice-control, open-source

lowcomparison#3

Add a 'Comparison to Alternatives' section in the README.

Why:

COPY-PASTE FIX

Add a new section titled 'Comparison to Alternatives' or 'Why Jarvis AI Assistant?' that explicitly contrasts Jarvis with macOS Dictation, Google Docs Voice Typing, Microsoft Word Dictate, Veed.io, Otter.ai, Whisper Mac, and LocalAI, focusing on its unique blend of local, open-source, advanced AI dictation, and assistant features.

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 akshayaggarwal99/jarvis-ai-assistant

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

macOS Dictation

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

macOS Dictation · recommended 1×
Google Docs Voice Typing · recommended 1×
Microsoft Word Dictate · recommended 1×
Veed.io · recommended 1×
Otter.ai · recommended 1×

CATEGORY QUERY
How can I efficiently dictate text on my Mac without using a subscription service?
you: not recommended
AI recommended (in order):
1. macOS Dictation
2. Google Docs Voice Typing
3. Microsoft Word Dictate
4. Veed.io
5. Otter.ai
AI recommended 5 alternatives but never named akshayaggarwal99/jarvis-ai-assistant. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an open-source, local AI voice assistant for macOS with advanced dictation features.
you: not recommended
AI recommended (in order):
1. Whisper Mac (ggerganov/whisper.cpp)
2. MacWhisper
3. LocalAI
4. Home Assistant
5. Voice Control (macOS built-in)
6. Keyboard Maestro
AI recommended 6 alternatives but never named akshayaggarwal99/jarvis-ai-assistant. 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 akshayaggarwal99/jarvis-ai-assistant?
pass
AI did not name akshayaggarwal99/jarvis-ai-assistant — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts akshayaggarwal99/jarvis-ai-assistant in production, what risks or prerequisites should they evaluate first?
pass
AI named akshayaggarwal99/jarvis-ai-assistant 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 akshayaggarwal99/jarvis-ai-assistant solve, and who is the primary audience?
pass
AI did not name akshayaggarwal99/jarvis-ai-assistant — likely talking about a different project
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 akshayaggarwal99/jarvis-ai-assistant. 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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MARKDOWN (README)

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HTML

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite