REPOGEO REPORT · LITE

leetcode-mafia/cheetah

Default branch main · commit e66db5be · scanned 5/20/2026, 4:07:14 AM

GitHub: 4,264 stars · 301 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 leetcode-mafia/cheetah, 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 README H1 and opening paragraph to clarify identity

Why:

CURRENT

# Cheetah

Cheetah is an AI-powered macOS app designed to assist users with software engineering interview practice. It provides real-time coaching and live coding platform integration.

COPY-PASTE FIX

# Cheetah: Your AI-Powered macOS Interview Coach

Cheetah is a native macOS app designed for real-time software engineering interview practice. Built with Swift/SwiftUI, it leverages local Whisper transcription and GPT-4 for generating hints and solutions, running efficiently on Apple Silicon Macs.

highhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/leetcode-mafia/cheetah
```

mediumreadme#3

Add a 'Key Features' or 'Why Cheetah?' section to the README

Why:

COPY-PASTE FIX

## Key Features

- **Real-time AI Coaching:** Get instant hints and solutions during your practice interviews.
- **Local Speech Transcription:** Leverages Whisper.cpp for privacy-focused, on-device audio processing.
- **Native macOS Experience:** Built with Swift/SwiftUI for optimal performance and integration on Apple Silicon Macs.
- **Live Coding Platform Integration:** Seamlessly practice within your preferred coding environment.
- **OpenAI GPT-4 Powered:** Utilizes advanced AI for intelligent and relevant feedback (requires your own API key).

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 leetcode-mafia/cheetah

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Paragon One

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Paragon One · recommended 1×
Interview Warmup (Google for Jobs) · recommended 1×
Pramp · recommended 1×
Interviewing.io · recommended 1×
Vmock · recommended 1×

CATEGORY QUERY
macOS application for AI-powered real-time coaching during technical interviews?
you: not recommended
AI recommended (in order):
1. Paragon One
2. Interview Warmup (Google for Jobs)
3. Pramp
4. Interviewing.io
5. Vmock
6. HireVue
7. OpenAI APIs
AI recommended 7 alternatives but never named leetcode-mafia/cheetah. This is the gap to close.
Show full AI answer
CATEGORY QUERY
AI interview prep tools leveraging local speech transcription on Apple Silicon?
you: not recommended
AI recommended (in order):
1. Paragon
2. Whisper
3. MacWhisper
4. Whisper Desktop
5. Whisper.cpp
6. Voiceflow
7. Speech Framework
8. whisper
9. transformers
AI recommended 9 alternatives but never named leetcode-mafia/cheetah. 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 leetcode-mafia/cheetah?
pass
AI named leetcode-mafia/cheetah explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts leetcode-mafia/cheetah in production, what risks or prerequisites should they evaluate first?
pass
AI named leetcode-mafia/cheetah 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 leetcode-mafia/cheetah solve, and who is the primary audience?
pass
AI named leetcode-mafia/cheetah 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 leetcode-mafia/cheetah. 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/leetcode-mafia/cheetah.svg)](https://repogeo.com/en/r/leetcode-mafia/cheetah)

HTML

<a href="https://repogeo.com/en/r/leetcode-mafia/cheetah"><img src="https://repogeo.com/badge/leetcode-mafia/cheetah.svg" alt="RepoGEO" /></a>

Pro

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leetcode-mafia/cheetah — 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