Context.dev vs Claude Code vs CodeRabbit 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
Claude Code
Competitor 2
CodeRabbit
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 Claude Code
claude.com
Every plan tier hits usage limits
Make main 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
Traffic estimated monthly website traffic
Monthly visits
—
123.5Mvisits/mo
1Mvisits/mo
—
MoM change
▲ 26.4%
▼ 6.8%
▼ 22.7%
—
6-month growth
-68.4%
+106.6%
+50.4%
—
Global rank web
#3,017,624
#434
#38,145
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Avg. last 3 months
4.7K
125.2M
1.2M
—
Bounce rate lower is better
0%
64%
49%
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Pages / visit
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2.2
3.5
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Visit duration
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2m 36s
1m 55s
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Traffic sources
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● Direct 82% · ● Referral 15%
● Direct 73% · ● Referral 24%
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Context.devClaude CodeCodeRabbitFirecrawl
035M69.9M104.9M139.9MContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KClaude Code · 19.2MClaude Code · 19.5MClaude Code · 35.8MClaude Code · 59.8MClaude Code · 139.9MClaude Code · 133.1MClaude Code · 119.5MClaude Code · 132.6MClaude Code · 123.5MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1M1K10K100K1M10M100M1BContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KClaude Code · 19.2MClaude Code · 19.5MClaude Code · 35.8MClaude Code · 59.8MClaude Code · 139.9MClaude Code · 133.1MClaude Code · 119.5MClaude Code · 132.6MClaude Code · 123.5MCodeRabbit · 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
Freemium
Starting price
$19per month · free tier available
$17per month · free tier available
$24per month
$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
Free FreePro $17/moMax 5x $100/moMax 20x Custom/mo+2 more
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free FreeHobby $16/moStandard $83/moGrowth $333/mo+2 more
Capabilities input → output
Input
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CodeText
Code
TextWeb pages
Output
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Code
CodeText
DataText
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Development & CodeAI Code Review
Development & CodeAI Web Scraping
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
9
8
9
Agents
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Web scraping
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Website crawling
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APIs
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Code reviews
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Code analysis
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Developer tools
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Development
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Coding
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GitHub pull requests
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Terminal
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Webscraping
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Code documentation
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Code explanations
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Code quality
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Code security analysis
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Code testing
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Debugging
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Web search
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Website interaction
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Website to JSON
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Refactoring
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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
2
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.