RRepoGEO

REPOGEO REPORT · LITE

langchain-ai/react-agent

Default branch main · commit d89d249c · scanned 6/4/2026, 6:37:49 PM

GitHub: 760 stars · 688 forks

AI VISIBILITY SCORE
28 /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
2 / 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 langchain-ai/react-agent, 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 opening to highlight template's specific value

    Why:

    CURRENT
    This template showcases a ReAct agent implemented using LangGraph, designed for LangGraph Studio. ReAct agents are uncomplicated, prototypical agents that can be flexibly extended to many tools.
    COPY-PASTE FIX
    This repository provides a ready-to-use **LangGraph ReAct Agent Template**, specifically designed for easy deployment and customization within LangGraph Studio. It offers a robust, pre-built example of an iterative ReAct agent that reasons and acts with tools, serving as an ideal starting point for your LLM-powered applications.
  • hightopics#2
    Add more descriptive topics for better categorization

    Why:

    CURRENT
    langgraph, langgraph-python, langgraph-template
    COPY-PASTE FIX
    langgraph, langgraph-python, langgraph-template, react-agent, llm-agent, ai-agent, agent-template, langchain-template
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://langgraph-studio.vercel.app/templates/open?githubUrl=https://github.com/langchain-ai/react-agent

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 langchain-ai/react-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. AutoGPT · recommended 2×
  5. CrewAI · recommended 2×
  • CATEGORY QUERY
    How to build an AI agent that iteratively reasons and executes actions with available tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. CrewAI
    7. Marvin

    AI recommended 7 alternatives but never named langchain-ai/react-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust framework for implementing ReAct pattern agents for complex problem-solving tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named langchain-ai/react-agent. 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 langchain-ai/react-agent?
    pass
    AI did not name langchain-ai/react-agent — 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 langchain-ai/react-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named langchain-ai/react-agent 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 langchain-ai/react-agent solve, and who is the primary audience?
    pass
    AI named langchain-ai/react-agent explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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