RRepoGEO

REPOGEO REPORT · LITE

zahidkhawaja/langchain-chat-nextjs

Default branch main · commit a2bc2364 · scanned 6/20/2026, 11:21:58 PM

GitHub: 1,015 stars · 255 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 zahidkhawaja/langchain-chat-nextjs, 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 and add a clear problem statement

    Why:

    CURRENT
    ## LangChain Chat - Next.js
    COPY-PASTE FIX
    ## LangChain Chat - Next.js Starter Kit

This repository offers a complete, full-stack Next.js frontend and API routes specifically designed to build interactive, AI-powered conversational interfaces. It provides a ready-to-use template for integrating with LangChain backends, enabling developers to quickly deploy modern web applications for their LLM-based projects.
  • mediumtopics#2
    Add more specific topics for AI chat starter kits

    Why:

    CURRENT
    javascript, langchain, nextjs, openai
    COPY-PASTE FIX
    javascript, langchain, nextjs, openai, conversational-ai, llm-app, starter-kit, chat-ui, full-stack
  • mediumreadme#3
    Add a 'Why Use This?' or 'Features' section to the README

    Why:

    COPY-PASTE FIX
    ### Why Use This?

- **Full-Stack Integration:** Provides both a Next.js frontend and API routes, ready for LangChain backend integration.
- **AI-Powered Chat:** Specifically designed for building conversational AI applications with Large Language Models.
- **Quick Start:** A ready-to-deploy template to accelerate your LLM project development.
- **Modern Stack:** Leverages Next.js for a performant and scalable web interface.

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 zahidkhawaja/langchain-chat-nextjs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gradio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 1×
  2. Streamlit · recommended 1×
  3. Hugging Face Spaces · recommended 1×
  4. React · recommended 1×
  5. Material-UI · recommended 1×
  • CATEGORY QUERY
    How can I quickly set up a web frontend for a conversational AI application?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Hugging Face Spaces
    4. React
    5. Material-UI
    6. Chakra UI
    7. Vue.js
    8. Vuetify
    9. Element Plus
    10. Svelte
    11. Svelte Material UI
    12. Carbon Components Svelte
    13. Next.js

    AI recommended 13 alternatives but never named zahidkhawaja/langchain-chat-nextjs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good starter kits for building interactive chat interfaces with modern JavaScript?
    you: not recommended
    AI recommended (in order):
    1. Create React App (facebook/create-react-app)
    2. React Chat Kit
    3. React-Chat-Elements
    4. Next.js (vercel/next.js)
    5. Vite (vitejs/vite)
    6. Nuxt.js (nuxt/nuxt.js)
    7. SvelteKit (sveltejs/kit)
    8. Angular CLI (angular/angular-cli)

    AI recommended 8 alternatives but never named zahidkhawaja/langchain-chat-nextjs. 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 zahidkhawaja/langchain-chat-nextjs?
    pass
    AI did not name zahidkhawaja/langchain-chat-nextjs — 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 zahidkhawaja/langchain-chat-nextjs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zahidkhawaja/langchain-chat-nextjs 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 zahidkhawaja/langchain-chat-nextjs solve, and who is the primary audience?
    pass
    AI did not name zahidkhawaja/langchain-chat-nextjs — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite