REPOGEO REPORT · LITE

eylonmiz/react-agent

Default branch main · commit 501fac03 · scanned 5/18/2026, 12:16:38 PM

GitHub: 1,656 stars · 159 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

33 /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

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 eylonmiz/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

Move the core introduction to the top of the README

Why:

CURRENT

The README excerpt shows the 'Introduction' section appearing after a large `div align="center"` block containing images and navigation links.

COPY-PASTE FIX

Move the paragraph 'ReactAgent is an experimental autonomous agent that uses GPT-4 language model to generate and compose React components from user stories. It is built with React, TailwindCSS, Typescript, Radix UI, Shandcn UI, and OpenAI API.' to appear immediately after the main `# ReactAgent` heading, before any visual elements or navigation links.

mediumreadme#2

Add a 'Comparison with Alternatives' section to the README

Why:

COPY-PASTE FIX

Create a new section in the README titled 'Comparison with Alternatives' or 'Why ReactAgent?' that explicitly outlines how eylonmiz/react-agent differs from and complements other popular LLM agent frameworks like LangChain.js and LlamaIndex.TS, emphasizing its React-centric component model.

lowtopics#3

Expand repository topics with more specific keywords

Why:

CURRENT

agent, gpt-4, headless, headlessui, llm, react

COPY-PASTE FIX

agent, gpt-4, headless, headlessui, llm, react, ai-agent, llm-agent, autonomous-agent, react-agent, typescript, tailwindcss

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 eylonmiz/react-agent

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain.js

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LangChain.js · recommended 1×
Express.js · recommended 1×
Next.js · recommended 1×
OpenAI's GPT-4 · recommended 1×
Anthropic's Claude · recommended 1×

CATEGORY QUERY
I need to integrate an autonomous AI agent into my existing React application.
you: not recommended
AI recommended (in order):
1. LangChain.js
2. Express.js
3. Next.js
4. OpenAI's GPT-4
5. Anthropic's Claude
6. OpenAI Assistants API
7. OpenAI Node.js SDK
8. LlamaIndex.TS
9. AutoGPT
10. BabyAGI
11. OpenAI
12. Anthropic
13. Google Gemini
AI recommended 13 alternatives but never named eylonmiz/react-agent. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best open-source headless LLM agent libraries for web applications?
you: not recommended
AI recommended (in order):
1. LangChain.js (langchain-ai/langchainjs)
2. LlamaIndex.TS (run-llama/llama-index-ts)
3. Autogen (microsoft/autogen)
4. Agent Protocol
5. OpenAI SDKs (openai/openai-node)
6. Anthropic SDKs (anthropics/anthropic-sdk-typescript)
AI recommended 6 alternatives but never named eylonmiz/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
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 eylonmiz/react-agent?
pass
AI named eylonmiz/react-agent explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts eylonmiz/react-agent in production, what risks or prerequisites should they evaluate first?
pass
AI named eylonmiz/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 eylonmiz/react-agent solve, and who is the primary audience?
pass
AI did not name eylonmiz/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?

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/eylonmiz/react-agent.svg)](https://repogeo.com/en/r/eylonmiz/react-agent)

HTML

<a href="https://repogeo.com/en/r/eylonmiz/react-agent"><img src="https://repogeo.com/badge/eylonmiz/react-agent.svg" alt="RepoGEO" /></a>

Pro

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eylonmiz/react-agent — 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