Context.dev vs CodeRabbit vs Parallel Web Systems vs Firecrawl

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
Parallel Web Systems
Competitor 3
Firecrawl
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.
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Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor Parallel Web Systems
parallel.ai
Parallel Web Systems builds web infrastructure for AI agents.
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
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
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—
MoM change
▲ 26.4%
▼ 22.7%
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6-month growth
-68.4%
+50.4%
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Global rank web
#3,017,624
#38,145
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Avg. last 3 months
4.7K
1.2M
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Bounce rate lower is better
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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Context.devCodeRabbitParallel Web SystemsFirecrawl
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
Free
Freemium
Starting price
$19per month · free tier available
$24per month
Free
$16per month · free tier available
Free tier
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Free trial
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API access
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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
Pay as you go CustomResponses/Monitor/Find All APIs Custom
Free FreeHobby $16/moStandard $83/moGrowth $333/mo+2 more
Capabilities input → output
Input
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Code
DataTextWeb pages
TextWeb pages
Output
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CodeText
DataText
DataText
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeAI Code Review
Development & CodeProductivity & OfficeResearch & AnalyticsAI Developer Tools+3 more
Development & CodeAI Web Scraping
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
8
9
9
APIs
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Web scraping
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Website crawling
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Developer tools
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Agents
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Web search
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Research
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Code reviews
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GitHub pull requests
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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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Data extraction
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Monitoring
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Website interaction
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Website to JSON
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Development
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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.