REPOGEO REPORT · LITE

microsoft/generative-ai-with-javascript

Default branch main · commit a7abd828 · scanned 6/28/2026, 9:12:41 AM

GitHub: 1,225 stars · 809 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

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 microsoft/generative-ai-with-javascript, 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 sentence to emphasize it's a learning course.

Why:

CURRENT

Ready to integrate Generative AI into your JavaScript apps?

COPY-PASTE FIX

This course provides a beginner-friendly guide to integrating Generative AI into your JavaScript applications.

mediumreadme#2

Explicitly state the repo's nature as a learning course and sample kit.

Why:

COPY-PASTE FIX

Add this sentence immediately after the first sentence: "It is designed as a comprehensive learning resource and a collection of sample code/starter kits, not a production-ready library or framework."

mediumtopics#3

Add more specific learning-related topics.

Why:

CURRENT

ai, generative-ai, javascript, llm, samples, training

COPY-PASTE FIX

ai, generative-ai, javascript, llm, samples, training, tutorial, course

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 microsoft/generative-ai-with-javascript

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 2×
openai/openai-node · recommended 1×
huggingface/transformers.js · recommended 1×
langchain-ai/langchainjs · recommended 1×
Google AI Studio · recommended 1×

CATEGORY QUERY
How can I learn to integrate generative AI capabilities into my JavaScript web applications?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. openai-node (openai/openai-node)
3. Hugging Face Transformers.js (huggingface/transformers.js)
4. LangChain.js (langchain-ai/langchainjs)
5. Google AI Studio
6. Gemini API
7. google-generative-ai (google/generative-ai-js)
8. Replicate
9. replicate (replicate/replicate-javascript)
10. TensorFlow.js (tensorflow/tfjs)
11. Vercel AI SDK (vercel/ai)
AI recommended 11 alternatives but never named microsoft/generative-ai-with-javascript. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find practical JavaScript code samples for building LLM-powered applications?
you: not recommended
AI recommended (in order):
1. LangChain.js
2. OpenAI API
3. LlamaIndex.TS
4. Hugging Face.js
5. Vercel AI SDK
6. Next.js AI Chatbot Template
AI recommended 6 alternatives but never named microsoft/generative-ai-with-javascript. 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 microsoft/generative-ai-with-javascript?
pass
AI did not name microsoft/generative-ai-with-javascript — 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 microsoft/generative-ai-with-javascript in production, what risks or prerequisites should they evaluate first?
pass
AI named microsoft/generative-ai-with-javascript 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 microsoft/generative-ai-with-javascript solve, and who is the primary audience?
pass
AI did not name microsoft/generative-ai-with-javascript — 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

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/microsoft/generative-ai-with-javascript.svg)](https://repogeo.com/en/r/microsoft/generative-ai-with-javascript)

HTML

<a href="https://repogeo.com/en/r/microsoft/generative-ai-with-javascript"><img src="https://repogeo.com/badge/microsoft/generative-ai-with-javascript.svg" alt="RepoGEO" /></a>

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