REPOGEO REPORT · LITE

TechNomadCode/AI-Product-Development-Toolkit

Default branch main · commit 396ba997 · scanned 6/13/2026, 9:58:03 PM

GitHub: 866 stars · 153 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 TechNomadCode/AI-Product-Development-Toolkit, 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 to clarify it's a collection of prompt templates
Why:
CURRENT
```
# AI Product Development Toolkit 🧠 PromptQuick.ai
```
COPY-PASTE FIX
```
# AI Product Development Prompt Templates 🧠 PromptQuick.ai
```

mediumtopics#2

Add more specific topics to improve category visibility

Why:

CURRENT

ai, documentation, mvp, prd, productivity, prompt-engineering

COPY-PASTE FIX

ai, documentation, mvp, prd, productivity, prompt-engineering, product-development, prompt-templates, generative-ai, product-management

mediumreadme#3

Emphasize the 'user-centered, guided conversational design' as a core differentiator in the README's introduction

Why:

CURRENT

Welcome to my personal collection of product development prompt templates! This repository serves as a central place to store, organize, and share effective prompts for various AI models, designed to guide users from idea to MVP.

COPY-PASTE FIX

Welcome to my personal collection of product development prompt templates! This repository serves as a central place to store, organize, and share effective prompts for various AI models, designed to guide users from idea to MVP. These templates are unique for their **user-centered, guided conversational design**, facilitating an iterative approach to product development.

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 TechNomadCode/AI-Product-Development-Toolkit

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ChatGPT

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

ChatGPT · recommended 1×
GPT-4 via API · recommended 1×
Notion AI · recommended 1×
ClickUp AI · recommended 1×
Google Gemini · recommended 1×

CATEGORY QUERY
How can I use AI to generate comprehensive product requirements documents iteratively?
you: not recommended
AI recommended (in order):
1. ChatGPT
2. GPT-4 via API
3. Notion AI
4. ClickUp AI
5. Google Gemini
6. Bard
7. Microsoft Copilot
8. Word
9. Loop
10. Jasper
11. OpenAI's GPT Builder
AI recommended 11 alternatives but never named TechNomadCode/AI-Product-Development-Toolkit. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are good prompt engineering templates for building AI-assisted product documentation?
you: not recommended
AI recommended (in order):
1. OpenAI's GPT-3/GPT-4
2. Anthropic's Claude
3. Hugging Face's Transformers Library
4. Google's PaLM 2 / Gemini
AI recommended 4 alternatives but never named TechNomadCode/AI-Product-Development-Toolkit. 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 TechNomadCode/AI-Product-Development-Toolkit?
pass
AI did not name TechNomadCode/AI-Product-Development-Toolkit — 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 TechNomadCode/AI-Product-Development-Toolkit in production, what risks or prerequisites should they evaluate first?
pass
AI named TechNomadCode/AI-Product-Development-Toolkit 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 TechNomadCode/AI-Product-Development-Toolkit solve, and who is the primary audience?
pass
AI did not name TechNomadCode/AI-Product-Development-Toolkit — 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?

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MARKDOWN (README)

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TechNomadCode/AI-Product-Development-Toolkit — 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