REPOGEO REPORT · LITE

openai/openai-quickstart-node

Default branch master · commit 6e6e0349 · scanned 6/21/2026, 6:22:38 PM

GitHub: 2,641 stars · 1,960 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 openai/openai-quickstart-node, 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 statement to clarify repo type

Why:

CURRENT

This repository provides a collection of examples demonstrating how to use the OpenAI APIs with the Node.js SDK.

COPY-PASTE FIX

This repository provides official, ready-to-run code examples for integrating the OpenAI APIs using the OpenAI Node.js SDK. It is designed as a quickstart guide, showcasing practical implementations of Chat Completions, Assistants, Fine-tuning, Embeddings, Moderation, Batch Processing, and Images.

hightopics#2

Add more specific topics to improve categorization

Why:

CURRENT

openai, openai-api

COPY-PASTE FIX

openai, openai-api, nodejs, openai-sdk-examples, quickstart, api-integration, generative-ai

mediumabout#3

Refine the repository description for clarity

Why:

CURRENT

Node.js example app from the OpenAI API quickstart tutorial

COPY-PASTE FIX

Official Node.js code examples for the OpenAI API quickstart tutorial, demonstrating practical use of the OpenAI Node.js SDK.

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 openai/openai-quickstart-node

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain.js

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LangChain.js · recommended 2×
OpenAI API · recommended 1×
Google Cloud Vertex AI · recommended 1×
Anthropic Claude API · recommended 1×
Hugging Face Inference API · recommended 1×

CATEGORY QUERY
How to integrate advanced AI language models into a Node.js application?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. Google Cloud Vertex AI
3. Anthropic Claude API
4. Hugging Face Inference API
5. LangChain.js
6. Llama.cpp
AI recommended 6 alternatives but never named openai/openai-quickstart-node. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for Node.js examples to implement AI chat, embeddings, or image generation.
you: not recommended
AI recommended (in order):
1. LangChain.js
2. OpenAI Node.js Library
3. Hugging Face Transformers.js
4. google-generative-ai Node.js SDK
5. LlamaIndex.TS
6. Replicate Node.js Client
7. Pinecone Node.js Client
8. ChromaDB Node.js Client
9. Weaviate Node.js Client
AI recommended 9 alternatives but never named openai/openai-quickstart-node. 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 openai/openai-quickstart-node?
pass
AI did not name openai/openai-quickstart-node — 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 openai/openai-quickstart-node in production, what risks or prerequisites should they evaluate first?
pass
AI named openai/openai-quickstart-node 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 openai/openai-quickstart-node solve, and who is the primary audience?
pass
AI did not name openai/openai-quickstart-node — 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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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite