Firecrawl vs Context.dev vs CodeRabbit vs Thunderbit

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Firecrawl
vs
Competitor 1
Context.dev
Competitor 2
CodeRabbit
Competitor 3
Thunderbit
Compare
4 tools · best value per row highlighted
Your tool Firecrawl
firecrawl.dev
Firecrawl is a web data API that gives AI agents and applications clean content from the live web.
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Competitor Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
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Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor Thunderbit
thunderbit.com
Thunderbit is an AI web scraper that turns any webpage into a spreadsheet without code.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
1Mvisits/mo
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MoM change
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▲ 26.4%
▼ 22.7%
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6-month growth
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-68.4%
+50.4%
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Global rank web
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#3,017,624
#38,145
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Avg. last 3 months
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4.7K
1.2M
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Bounce rate lower is better
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0%
49%
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Pages / visit
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3.5
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Visit duration
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1m 55s
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Traffic sources
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● Direct 73% · ● Referral 24%
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FirecrawlContext.devCodeRabbitThunderbit
0331.5K663K994.5K1.3MContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1M1K10K100K1M10MContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Free
Starting price
$16per month · free tier available
$19per month · free tier available
$24per month
Free
Free tier
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Free trial
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API access
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Plans
Free FreeHobby $16/moStandard $83/moGrowth $333/mo+2 more
Plan $19.0 $19/moPlan $99.0 $99/moPlan $299.0 $299/moPlan $499.0 $499/mo+1 more
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Capabilities input → output
Input
TextWeb pages
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Code
Web pages
Output
DataText
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CodeText
Data
Skill level
Advanced
Advanced
Intermediate
Beginner-friendly
Categories
Development & CodeAI Web Scraping
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeAI Code Review
Business & MarketingDevelopment & CodeAI Lead GenerationAI Web Scraping
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
7
8
12
Web scraping
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Website crawling
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APIs
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Developer tools
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Agents
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Code reviews
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GitHub pull requests
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Lead generation
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Webscraping
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Code analysis
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Code documentation
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Code quality
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Code security analysis
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Code testing
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No-code
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Price monitoring
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Text to spreadsheet conversion
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Web search
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Website interaction
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Website to JSON
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Competitive analysis
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Customer feedback analysis
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Development
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Maps data scraping
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Price tracking
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Real estate listings
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Research
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Spreadsheets
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Summarizing
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Text extraction
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.