Consensus vs Gemini CLI vs GitHub Copilot vs ScienceOS

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

Your tool
Consensus
vs
Competitor 1
Gemini CLI
Competitor 2
GitHub Copilot
Competitor 3
ScienceOS
Compare
4 tools · best value per row highlighted
Your tool Consensus
consensus.app
Scientific answers from peer-reviewed research
Competitor Gemini CLI
github.com
It can query and edit large codebases, generate new apps from PDFs, images, or sketches using multimodal input, and debug problems when you describe them in plain language.
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Competitor ScienceOS
scienceos.ai
Researchers waste hours hunting through literature—piecing together fragments from different papers
Traffic estimated monthly website traffic
Monthly visits
5.8Mvisits/mo
—
637.9Mvisits/mo
64.9Kvisits/mo
MoM change
▲ 3.5%
—
▲ 3.7%
▼ 6.2%
6-month growth
+14.4%
—
+19.3%
+1.2%
Global rank web
#9,859
—
#49
#464,304
Avg. last 3 months
5.5M
—
629.7M
68.2K
Bounce rate lower is better
43%
—
36%
39%
Pages / visit
4.1
—
5.9
3.7
Visit duration
3m 56s
—
6m 26s
1m 37s
Traffic sources
● Direct 84% · ● Referral 14%
—
● Direct 83% · ● Referral 15%
● Direct 98% · ● Mail 2%
ConsensusGemini CLIGitHub CopilotScienceOS
0159.5M318.9M478.4M637.9MConsensus · 4.4MConsensus · 4.1MConsensus · 3.9MConsensus · 4MConsensus · 5.1MConsensus · 5.9MConsensus · 5.7MConsensus · 5MConsensus · 5.6MConsensus · 5.8MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MScienceOS · 79.4KScienceOS · 75.1KScienceOS · 79.7KScienceOS · 64.1KScienceOS · 64.5KScienceOS · 56.4KScienceOS · 70.5KScienceOS · 69.2KScienceOS · 64.9K10K100K1M10M100M1BConsensus · 4.4MConsensus · 4.1MConsensus · 3.9MConsensus · 4MConsensus · 5.1MConsensus · 5.9MConsensus · 5.7MConsensus · 5MConsensus · 5.6MConsensus · 5.8MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MScienceOS · 79.4KScienceOS · 75.1KScienceOS · 79.7KScienceOS · 64.1KScienceOS · 64.5KScienceOS · 56.4KScienceOS · 70.5KScienceOS · 69.2KScienceOS · 64.9KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$8.99per month · free tier available
Free
$4per month · free tier available
€7.25per month · free tier available
Free tier
Free trial
–
–
–
API access
–
–
–
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Plans
—
Free (personal Google account) Free
Free FreeTeam $4/moEnterprise $21/mo
Free FreeAngel €7.25/moTeam €6/moInstitution Custom
Capabilities input → output
Input
Text
CodeDocumentsImagesText
CodeText
DocumentsText
Output
Text
Code
Code
DataText
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
6
9
8
Coding
–
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Research
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Research papers
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Agents
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Debugging
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Code autocompletion
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Scientific q a
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Search engine
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Academic research
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Citations
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Code reviews
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Coding in VS Code
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Literature reviews
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Medical research
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PDF analysis
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Research papers summaries
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Scientific literature exploration
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Scientific research
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Vs code
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Agent management
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Code analysis
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Developer tools
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Development
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Literature analysis
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Network diagrams
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Terminal
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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
2
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.