RRepoGEO

REPOGEO REPORT · LITE

LangChat/langchat

Default branch main · commit 7824aebf · scanned 6/25/2026, 2:57:24 PM

GitHub: 1,261 stars · 254 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    java, llm, ai, aigen, chatbot, rag, enterprise-ai, knowledge-base, multi-llm, spring-ai-alternative
  • mediumreadme#2
    Clarify the project's license in the README

    Why:

    CURRENT
    Licensed under the Apache License 2.0.
    COPY-PASTE FIX
    LangChat is licensed under the Apache License 2.0. See the LICENSE file for full details.
  • lowreadme#3
    Strengthen README's opening to emphasize enterprise Java AI framework

    Why:

    CURRENT
    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 is a robust enterprise-grade AIGC project solution and framework within the Java ecosystem. It integrates RBAC and advanced AIGC large model capabilities, empowering businesses to rapidly customize AI knowledge bases and enterprise AI robot applications.

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
Spring AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Spring AI · recommended 1×
  • CATEGORY QUERY
    How can I build enterprise-grade AI applications in Java supporting multiple large language models?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What are the robust Java frameworks for developing AI knowledge bases and intelligent chatbots?
    you: not recommended
    AI recommended (in order):
    1. Spring AI

    AI recommended 1 alternative 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.

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

Subscribe to Pro for deep diagnoses

LangChat/langchat — 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