RRepoGEO

REPOGEO REPORT · LITE

waylaidwanderer/PandoraAI

Default branch main · commit 88e57350 · scanned 5/30/2026, 5:03:51 PM

GitHub: 859 stars · 216 forks

AI VISIBILITY SCORE
40 /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
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 waylaidwanderer/PandoraAI, 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 paragraph to clarify its role as a user application

    Why:

    CURRENT
    PandoraAI is a web chat client powered by node-chatgpt-api, allowing users to easily chat with multiple AI systems while also offering support for custom presets. With its seamless and convenient design, PandoraAI provides an engaging conversational AI experience.
    COPY-PASTE FIX
    PandoraAI is a user-friendly web chat *application* for interacting with multiple AI systems (like ChatGPT and Bing) in one place. It's a standalone client, not an AI framework or API library, designed for end-users seeking a local, customizable chat experience powered by `node-chatgpt-api`.
  • mediumtopics#2
    Add more specific 'application' and 'user-facing' topics

    Why:

    CURRENT
    ai, app, bing, chatgpt, chatgpt-api, client, gpt-3, nuxt, openai, openai-api, vue, web-client
    COPY-PASTE FIX
    ai, app, bing, chatgpt, chatgpt-api, client, gpt-3, nuxt, openai, openai-api, vue, web-client, chat-client, multi-ai-chat, local-storage-app, user-interface
  • lowhomepage#3
    Correct the homepage URL to point to the PandoraAI project itself

    Why:

    CURRENT
    https://github.com/waylaidwanderer/node-chatgpt-api
    COPY-PASTE FIX
    https://github.com/waylaidwanderer/PandoraAI

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/PandoraAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
streamlit/streamlit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. streamlit/streamlit · recommended 1×
  2. gradio-app/gradio · recommended 1×
  3. vercel/next.js · recommended 1×
  4. facebook/react · recommended 1×
  5. pallets/flask · recommended 1×
  • CATEGORY QUERY
    How can I build a web interface to chat with different AI models?
    you: not recommended
    AI recommended (in order):
    1. Streamlit (streamlit/streamlit)
    2. Gradio (gradio-app/gradio)
    3. Next.js (vercel/next.js)
    4. React (facebook/react)
    5. Flask (pallets/flask)
    6. Django (django/django)
    7. Vue (vuejs/core)
    8. Svelte (sveltejs/svelte)
    9. LangChain (langchain-ai/langchain)

    AI recommended 9 alternatives but never named waylaidwanderer/PandoraAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Vue-based web client to manage multiple AI chat configurations locally.
    you: not recommended
    AI recommended (in order):
    1. Quasar Framework
    2. Nuxt.js
    3. Vuetify
    4. Element Plus
    5. Vue CLI
    6. PrimeVue
    7. Ant Design Vue
    8. Vite
    9. Headless UI
    10. Tailwind CSS
    11. Ionic Vue

    AI recommended 11 alternatives but never named waylaidwanderer/PandoraAI. 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/PandoraAI?
    pass
    AI named waylaidwanderer/PandoraAI explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts waylaidwanderer/PandoraAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named waylaidwanderer/PandoraAI 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/PandoraAI solve, and who is the primary audience?
    pass
    AI named waylaidwanderer/PandoraAI 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 waylaidwanderer/PandoraAI. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/waylaidwanderer/PandoraAI.svg)](https://repogeo.com/en/r/waylaidwanderer/PandoraAI)
HTML
<a href="https://repogeo.com/en/r/waylaidwanderer/PandoraAI"><img src="https://repogeo.com/badge/waylaidwanderer/PandoraAI.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

waylaidwanderer/PandoraAI — 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