REPOGEO REPORT · LITE

firecrawl/firecrawl-app-examples

Default branch main · commit d8779996 · scanned 6/6/2026, 7:42:51 AM

GitHub: 747 stars · 201 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 firecrawl/firecrawl-app-examples, 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 AI/LLM application examples

Why:

CURRENT

This repository contains example applications developed using Firecrawl. These examples demonstrate various implementations and use cases for Firecrawl.

COPY-PASTE FIX

This repository showcases complete, ready-to-run application examples built with Firecrawl, demonstrating how to extract clean, structured web content (Markdown, JSON) optimized for AI and LLM applications like RAG.

mediumlicense#2
Add a LICENSE file to the repository
Why:
COPY-PASTE FIX
```
Add a LICENSE file to the repository root, for example, using the MIT License template.
```
lowreadme#3
Refine README H1 for immediate clarity on AI/LLM focus
Why:
CURRENT
```
# Firecrawl App Examples Repository
```
COPY-PASTE FIX
```
# Firecrawl App Examples: AI-Ready Web Content & RAG Demos
```

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 firecrawl/firecrawl-app-examples

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

markdownify

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

markdownify · recommended 2×
turndown · recommended 2×
python-readability · recommended 2×
Beautiful Soup 4 (bs4) · recommended 1×
requests · recommended 1×

CATEGORY QUERY
How can I scrape website content and convert it to markdown for RAG applications?
you: not recommended
AI recommended (in order):
1. Beautiful Soup 4 (bs4)
2. markdownify
3. requests
4. Playwright
5. turndown
6. Scrapy
7. Readability.js
8. python-readability
9. Puppeteer
10. Trafilatura
AI recommended 10 alternatives but never named firecrawl/firecrawl-app-examples. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for code examples to convert web pages into clean markdown for AI processing.
you: not recommended
AI recommended (in order):
1. markdownify
2. html2text
3. turndown
4. pandoc
5. BeautifulSoup
6. Readability.js (mozilla/readability)
7. python-readability
AI recommended 7 alternatives but never named firecrawl/firecrawl-app-examples. 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 firecrawl/firecrawl-app-examples?
pass
AI named firecrawl/firecrawl-app-examples explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts firecrawl/firecrawl-app-examples in production, what risks or prerequisites should they evaluate first?
pass
AI named firecrawl/firecrawl-app-examples 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 firecrawl/firecrawl-app-examples solve, and who is the primary audience?
pass
AI did not name firecrawl/firecrawl-app-examples — 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?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/firecrawl/firecrawl-app-examples.svg)](https://repogeo.com/en/r/firecrawl/firecrawl-app-examples)

HTML

<a href="https://repogeo.com/en/r/firecrawl/firecrawl-app-examples"><img src="https://repogeo.com/badge/firecrawl/firecrawl-app-examples.svg" alt="RepoGEO" /></a>

Pro

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firecrawl/firecrawl-app-examples — 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