RRepoGEO

REPOGEO REPORT · LITE

waylaidwanderer/node-chatgpt-api

Default branch main · commit a424398b · scanned 5/21/2026, 10:56:46 PM

GitHub: 4,170 stars · 718 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 waylaidwanderer/node-chatgpt-api, 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 opening to clarify its specific focus

    Why:

    CURRENT
    The README currently starts with `<p align="center"></p> ## Updates`.
    COPY-PASTE FIX
    Add this as the very first content in the README: "A comprehensive Node.js client implementation for ChatGPT and Bing AI, offering a flexible API, a standalone REST API server, and a command-line interface. Unlike general LLM orchestration frameworks, this library focuses on direct, robust interaction with these specific conversational AI services."
  • mediumabout#2
    Refine the repository's 'about' description

    Why:

    CURRENT
    A client implementation for ChatGPT and Bing AI. Available as a Node.js module, REST API server, and CLI app.
    COPY-PASTE FIX
    A robust Node.js client for ChatGPT and Bing AI, providing a programmatic interface, a self-hosted REST API server, and a CLI tool for direct interaction with these specific conversational models.
  • mediumreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example: `## Comparison with other LLM Libraries` followed by a paragraph like: `This library provides a dedicated client for ChatGPT and Bing AI, offering a Node.js module, a REST API server, and a CLI. Unlike general LLM orchestration frameworks (e.g., LangChain.js) or official OpenAI SDKs, our focus is on robust, direct interaction with these specific conversational services, providing a ready-to-use API server and CLI out-of-the-box.`

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 waylaidwanderer/node-chatgpt-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. OpenAI Node.js Library · recommended 1×
  3. LlamaIndex.TS · recommended 1×
  4. Google Generative AI Node.js SDK · recommended 1×
  5. Hugging Face Transformers.js · recommended 1×
  • CATEGORY QUERY
    Node.js library for interacting with large language models programmatically.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. OpenAI Node.js Library
    3. LlamaIndex.TS
    4. Google Generative AI Node.js SDK
    5. Hugging Face Transformers.js
    6. Cohere Node.js SDK

    AI recommended 6 alternatives but never named waylaidwanderer/node-chatgpt-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to create a local REST API for different generative AI services?
    you: not recommended
    AI recommended (in order):
    1. Gradio (gradio-app/gradio)
    2. FastAPI (tiangolo/fastapi)
    3. Flask (pallets/flask)
    4. Django REST Framework (encode/django-rest-framework)
    5. Ollama (ollama/ollama)
    6. LocalAI (go-skynet/LocalAI)

    AI recommended 6 alternatives but never named waylaidwanderer/node-chatgpt-api. 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 waylaidwanderer/node-chatgpt-api?
    pass
    AI did not name waylaidwanderer/node-chatgpt-api — 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 waylaidwanderer/node-chatgpt-api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named waylaidwanderer/node-chatgpt-api 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 waylaidwanderer/node-chatgpt-api solve, and who is the primary audience?
    pass
    AI did not name waylaidwanderer/node-chatgpt-api — 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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waylaidwanderer/node-chatgpt-api — 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