Context.dev vs CodeRabbit vs Firecrawl vs Browse AI

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

Your tool
Context.dev
vs
Competitor 1
CodeRabbit
Competitor 2
Firecrawl
Competitor 3
Browse AI
Compare
4 tools · best value per row highlighted
Your tool Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor Firecrawl
firecrawl.dev
Firecrawl is a web data API that gives AI agents and applications clean content from the live web.
Make main Remove
Competitor Browse AI
browse.ai
Web scraping without writing code
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
—
257.1Kvisits/mo
MoM change
▲ 26.4%
▼ 22.7%
—
▼ 12.4%
6-month growth
-68.4%
+50.4%
—
-18.0%
Global rank web
#3,017,624
#38,145
—
#127,104
Avg. last 3 months
4.7K
1.2M
—
297.6K
Bounce rate lower is better
0%
49%
—
37%
Pages / visit
—
3.5
—
5.8
Visit duration
—
1m 55s
—
2m 06s
Traffic sources
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● Direct 73% · ● Referral 24%
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● Direct 82% · ● Referral 14%
Context.devCodeRabbitFirecrawlBrowse AI
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 · 1MBrowse AI · 365.6KBrowse AI · 307.3KBrowse AI · 304.7KBrowse AI · 313.4KBrowse AI · 353.9KBrowse AI · 382.2KBrowse AI · 342.2KBrowse AI · 293.5KBrowse AI · 257.1K1K10K100K1M10MContext.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 · 1MBrowse AI · 365.6KBrowse AI · 307.3KBrowse AI · 304.7KBrowse AI · 313.4KBrowse AI · 353.9KBrowse AI · 382.2KBrowse AI · 342.2KBrowse AI · 293.5KBrowse AI · 257.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$19per month · free tier available
$24per month
$16per month · free tier available
$19per month · free tier available
Free tier
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Free trial
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–
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API access
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–
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Plans
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
Free FreeHobby $16/moStandard $83/moGrowth $333/mo+2 more
Free FreePersonal $19/moProfessional $69/moPremium $500/mo
Capabilities input → output
Input
—
Code
TextWeb pages
Web pages
Output
—
CodeText
DataText
Data
Skill level
Advanced
Intermediate
Advanced
Beginner-friendly
Categories
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeAI Code Review
Development & CodeAI Web Scraping
Development & CodeProductivity & OfficeAI MonitorAI Web Scraping
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
8
9
6
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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Data extraction
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GitHub pull requests
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No-code
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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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Monitoring
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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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Development
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Research
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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.