RRepoGEO

REPOGEO REPORT · LITE

homanp/langchain-ui

Default branch main · commit 75614100 · scanned 6/4/2026, 11:31:50 PM

GitHub: 914 stars · 162 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 homanp/langchain-ui, 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
  • highabout#1
    Update the repository description to be more specific

    Why:

    CURRENT
    🧬 The open source chat-ai toolkit
    COPY-PASTE FIX
    🧬 An open-source, no-code UI toolkit for building and hosting custom LLM chat applications with Next.js and LangChain.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    chatgpt, langchain, nextjs, openai, vercel
    COPY-PASTE FIX
    chatgpt, langchain, nextjs, openai, vercel, no-code, chatbot-builder, llm-ui, ai-frontend
  • lowreadme#3
    Add a sentence to the README clarifying its value as a reference

    Why:

    CURRENT
    Note that this repository is unmaintained. We've started working on another approach which gives more granular access to LLM-powered Agents. Please check out out https://github.com/homanp/superagent. We appreciate all the feedback and contributions 🙏🙏🙏
    COPY-PASTE FIX
    Note that this repository is unmaintained. While no longer actively developed, it serves as a valuable open-source reference for building no-code LLM chat UIs with Next.js and LangChain. We've started working on another approach which gives more granular access to LLM-powered Agents. Please check out out https://github.com/homanp/superagent. We appreciate all the feedback and contributions 🙏🙏🙏

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 homanp/langchain-ui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Voiceflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Voiceflow · recommended 1×
  2. Botpress · recommended 1×
  3. ManyChat · recommended 1×
  4. Chatfuel · recommended 1×
  5. Landbot · recommended 1×
  • CATEGORY QUERY
    How to build and host custom AI chatbots with a no-code interface?
    you: not recommended
    AI recommended (in order):
    1. Voiceflow
    2. Botpress
    3. ManyChat
    4. Chatfuel
    5. Landbot
    6. Tidio

    AI recommended 6 alternatives but never named homanp/langchain-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open source toolkit for deploying custom LLM-powered chat applications using Next.js?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK
    2. LangChain.js
    3. LlamaIndex.TS
    4. Hugging Face Transformers.js
    5. OpenAI Node.js Library

    AI recommended 5 alternatives but never named homanp/langchain-ui. 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 homanp/langchain-ui?
    pass
    AI named homanp/langchain-ui explicitly

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

  • If a team adopts homanp/langchain-ui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named homanp/langchain-ui 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 homanp/langchain-ui solve, and who is the primary audience?
    pass
    AI named homanp/langchain-ui explicitly

    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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homanp/langchain-ui — 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