GitBrain vs Qdrant vs ZeroPath vs Alma by Olivares AI

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

Your tool
GitBrain
vs
Competitor 1
Qdrant
Competitor 2
ZeroPath
Competitor 3
Alma by Olivares AI
Compare
4 tools · best value per row highlighted
Your tool GitBrain
gitbrain.dev
Competitor Qdrant
qdrant.tech
Vectors at scale
Competitor ZeroPath
zeropath.com
Traditional security tools won't scan your codebase for auth bypasses or business logic flaws that only emerge when you understand how the entire application actually works
Competitor Alma by Olivares AI
olivares.ai
Memory · Agents · Studios An AI that remembers and works for you.
Traffic estimated monthly website traffic
Monthly visits
—
310.5Kvisits/mo
40.6Kvisits/mo
—
MoM change
—
▲ 0.3%
▲ 16.1%
—
6-month growth
—
-6.1%
+50.1%
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Global rank web
—
#175,101
#858,063
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Avg. last 3 months
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306.8K
38.9K
—
Bounce rate lower is better
0%
50%
43%
0%
Pages / visit
—
1.8
1.7
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Visit duration
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1m 13s
22s
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Traffic sources
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● Direct 75% · ● Referral 24%
● Direct 77% · ● Mail 18%
—
GitBrainQdrantZeroPathAlma by Olivares AI
090.9K181.7K272.6K363.4KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6K10K100K1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Free
Freemium
Freemium
Freemium
Starting price
Free
Free tier
$1,000per month · free tier available
$129per 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
—
—
Team $1,000/moEnterprise CustomFree Proof of Value Free
Community CustomBusiness $129/moBusiness + Regulated Operations $228/moBusiness Max $585/mo+1 more
Capabilities input → output
Input
Code
Data
Code
Text
Output
Text
Data
CodeText
AudioImagesTextVideo
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
7
8
8
Code reviews
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–
Developer tools
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Agent memory
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–
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Agents
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–
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Chatbots
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Code security
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–
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Code security analysis
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Commit messages
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Cybersecurity vulnerabilities
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–
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Git
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–
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Vector databases
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–
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Vulnerability analysis
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Code analysis
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Code summaries
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Database search
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–
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Databases
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–
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Image generation
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Music creation
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On mac
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Vector indexes
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Video generation
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Cybersecurity
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–
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Database management
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Development
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Git commands
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Report generation
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–
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Research
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Security automation
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–
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 3
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.