Qdrant vs pgvector vs act101 vs LabelGPT

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

Your tool
Qdrant
vs
Competitor 1
pgvector
Competitor 2
act101
Competitor 3
LabelGPT
Compare
4 tools · best value per row highlighted
Your tool Qdrant
qdrant.tech
Vectors at scale
Remove
Competitor pgvector
github.com
pgvector is an open-source extension that adds vector similarity search to Postgres.
Make main Remove
Competitor act101
act101.ai
Build bigger, better, faster, for less.
Make main Remove
Competitor LabelGPT
labellerr.com
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
310.5Kvisits/mo
—
—
135.3Kvisits/mo
MoM change
▲ 0.3%
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▼ 22.5%
6-month growth
-6.1%
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+18.2%
Global rank web
#175,101
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#335,350
Avg. last 3 months
306.8K
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—
139.9K
Bounce rate lower is better
50%
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43%
Pages / visit
1.8
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1.8
Visit duration
1m 13s
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25s
Traffic sources
● Direct 75% · ● Referral 24%
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● Direct 70% · ● Referral 29%
Qdrantpgvectoract101LabelGPT
090.9K181.7K272.6K363.4KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3K100K1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
Free tier
Free
$29per month · free tier available
$9,999per month · free tier available
Free tier
Free trial
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API access
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Plans
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Builder Edition FreeEngineering Edition $29/moArchitecture Edition $59/moElite Edition $99/mo
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Capabilities input → output
Input
Data
Data
Code
ImagesText
Output
Data
Data
Code
Data
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
7
10
3
Developer tools
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Vector databases
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Vector indexes
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Code analysis
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Code conversion
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Code translation
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Data labeling
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Image annotation
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Refactoring
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Code quality
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Coding
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Database search
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Databases
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Image segmentation
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MCP
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PostgreSQL assistance
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Agents
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Code reviews
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Database management
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Development
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RAG
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SQL
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Self hosted
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 1
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.