Context.dev vs Thunderbit vs Canopy API 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
Thunderbit
Competitor 2
Canopy API
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 Thunderbit
thunderbit.com
Thunderbit is an AI web scraper that turns any webpage into a spreadsheet without code.
Make main Remove
Competitor Canopy API
canopyapi.co
Canopy API pulls Amazon product data through REST and GraphQL endpoints, giving developers programmatic access to information across 350 million products and 25,000 categories on Amazon
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Competitor 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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Traffic estimated monthly website traffic
Monthly visits
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9.9Kvisits/mo
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MoM change
▲ 26.4%
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▲ 2.3%
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6-month growth
-68.4%
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+294.9%
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Global rank web
#3,017,624
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#2,032,083
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Avg. last 3 months
4.7K
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9.8K
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Bounce rate lower is better
0%
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39%
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Pages / visit
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2.5
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Visit duration
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50s
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Traffic sources
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Context.devThunderbitCanopy APIFirecrawl
06.8K13.7K20.5K27.3KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCanopy API · 4.1KCanopy API · 2.5KCanopy API · 6.9KCanopy API · 8KCanopy API · 9.7KCanopy API · 9.7KCanopy API · 9.9K1K10K100KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCanopy API · 4.1KCanopy API · 2.5KCanopy API · 6.9KCanopy API · 8KCanopy API · 9.7KCanopy API · 9.7KCanopy API · 9.9KJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$19per month · free tier available
Free
Free tier
$16per month · free tier available
Free tier
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
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Hobby FreePay As You Go $0+/moPremium $400+/moCustom Enterprise Custom
Free FreeHobby $16/moStandard $83/moGrowth $333/mo+2 more
Capabilities input → output
Input
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Web pages
Text
TextWeb pages
Output
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Data
Data
DataText
Skill level
Advanced
Beginner-friendly
Advanced
Advanced
Categories
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Business & MarketingDevelopment & CodeAI Lead GenerationAI Web Scraping
Development & CodeAI Web Scraping
Development & CodeAI Web Scraping
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
12
6
9
Web scraping
APIs
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Website crawling
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Webscraping
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Developer tools
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Agents
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Amazon data extraction
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Lead generation
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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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Amazon data analytics
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Amazon listings
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Competitive analysis
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Customer feedback analysis
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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
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Saves
0
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Reviews
0
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Prompts
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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.