RRepoGEO

REPOGEO REPORT · LITE

LangChat/langchat

Default branch main · commit 7824aebf · scanned 5/15/2026, 12:37:45 AM

GitHub: 1,258 stars · 254 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 LangChat/langchat, 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 opening paragraph to emphasize Java and enterprise solution

    Why:

    CURRENT
    # LangChat

> 快速构建企业级AIGC项目

LangChat是Java生态下企业级AIGC项目解决方案，集成RBAC和AIGC大模型能力，帮助企业快速定制AI知识库、企业AI机器人.
    COPY-PASTE FIX
    # LangChat: Java Enterprise LLM/AI Project Solution

> 快速构建企业级AIGC项目

LangChat is a comprehensive enterprise-grade AIGC project solution built specifically for the Java ecosystem. It integrates RBAC and large language model (LLM) capabilities, enabling businesses to rapidly customize AI knowledge bases and enterprise AI robot applications.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    java, llm, ai, chatbot, aigen, enterprise-ai, knowledge-base, langchain4j, spring-ai, deepseek, openai, gemini, ollama, azure, claude
  • mediumreadme#3
    Clarify license statement in README

    Why:

    CURRENT
    ## 版权和协议

Licensed under the Apache License 2.0. 

Copyright (c) 2025-present, LangChat Team.
    COPY-PASTE FIX
    ## 版权和协议

LangChat is licensed under the Apache License 2.0. Please refer to the LICENSE file for full details.

Copyright (c) 2025-present, LangChat Team.

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 LangChat/langchat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain4j
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain4j · recommended 2×
  2. Spring AI · recommended 2×
  3. Deeplearning4j (DL4J) · recommended 2×
  4. Hugging Face Transformers · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    Need a Java framework for integrating multiple large language models into enterprise AI applications.
    you: not recommended
    AI recommended (in order):
    1. LangChain4j
    2. Spring AI
    3. Hugging Face Transformers
    4. Deeplearning4j (DL4J)
    5. FastAPI
    6. Flask
    7. OkHttp
    8. Spring WebClient
    9. OpenAI Java Library
    10. Azure OpenAI Java SDK
    11. Google Cloud Client Libraries for Java (Vertex AI)

    AI recommended 11 alternatives but never named LangChat/langchat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Java solution to quickly build enterprise AI knowledge bases and chatbot applications.
    you: not recommended
    AI recommended (in order):
    1. Spring AI
    2. LangChain4j
    3. Deeplearning4j (DL4J)
    4. Apache OpenNLP
    5. Elasticsearch
    6. Apache Lucene

    AI recommended 6 alternatives but never named LangChat/langchat. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 LangChat/langchat?
    pass
    AI named LangChat/langchat explicitly

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

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

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite