Firecrawl vs Code Wiki vs Context.dev vs Browse AI

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

Your tool
Firecrawl
vs
Competitor 1
Code Wiki
Competitor 2
Context.dev
Competitor 3
Browse AI
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.
Remove
Competitor Code Wiki
codewiki.google
Your codebase documents itself—that's the core promise here
Make main Remove
Competitor Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
Make main Remove
Competitor Browse AI
browse.ai
Web scraping without writing code
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
152.5Kvisits/mo
—
257.1Kvisits/mo
MoM change
—
▼ 17.8%
▲ 26.4%
▼ 12.4%
6-month growth
—
-70.8%
-68.4%
-18.0%
Global rank web
—
#251,881
#3,017,624
#127,104
Avg. last 3 months
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225.3K
4.7K
297.6K
Bounce rate lower is better
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41%
0%
37%
Pages / visit
—
3.0
—
5.8
Visit duration
—
55s
—
2m 06s
Traffic sources
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● Direct 76% · ● Referral 24%
—
● Direct 82% · ● Referral 14%
FirecrawlCode WikiContext.devBrowse AI
0206.5K413K619.5K826KCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KBrowse 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 · 257.1K1K10K100K1MCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KBrowse 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 '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$16per month · free tier available
Free
$19per month · free tier available
$19per month · free tier available
Free tier
Free trial
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–
–
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API access
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–
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Plans
Free FreeHobby $16/moStandard $83/moGrowth $333/mo+2 more
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Plan $19.0 $19/moPlan $99.0 $99/moPlan $299.0 $299/moPlan $499.0 $499/mo+1 more
Free FreePersonal $19/moProfessional $69/moPremium $500/mo
Capabilities input → output
Input
TextWeb pages
Code
—
Web pages
Output
DataText
ImagesText
—
Data
Skill level
Advanced
Intermediate
Advanced
Beginner-friendly
Categories
Development & CodeAI Web Scraping
Development & CodeAI Developer Tools
Development & CodeResearch & AnalyticsAI APIAI Research Tool+1 more
Development & CodeProductivity & OfficeAI MonitorAI Web Scraping
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
7
7
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 documentation
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Codebase q a
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Data extraction
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No-code
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–
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Webscraping
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–
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Architecture
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Code explanations
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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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Code analysis
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Code summaries
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Competitive analysis
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GitHub pull requests
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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.