$ timeahead.in
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mcp scores/compare/vector

$ best mcp vector database servers

Compare the top MCP servers for vector database — ranked by security, freshness, adoption, quality and trust.

🏆 best overallmcp-server-qdrant
🔒 most securemcp-server-qdrant
🌱 most activemcp-server-qdrant
📦 most adoptedmcp-server-qdrant
metric
#1 mcp-server-qdrant
pypi
#2 @copilotkit/aimock
npm
#3 mcp-pinecone
pypi
#4 nocturne_memory
github
#5 VectorCode
pypi
composite score
91
best
86
82
81
80
security
100
best
80
100
100
100
freshness
100
best
100
100
100
100
adoption
92
best
88
35
31
29
quality
80
100
100
100
90
trust
50
50
50
50
50
↓ weekly downloads689k575k12——
★ github stars1k6151491k867
🔑 secrets found✓ 0⚠ 1✓ 0✓ 0✓ 0
📄 license✓ yes✓ yes✓ yes✓ yes✓ yes
🕐 last commit0d ago0d ago490d ago6d ago103d ago
head-to-head comparisons
mcp-server-qdrant vs @copilotkit/aimockmcp-server-qdrant vs mcp-pineconemcp-server-qdrant vs nocturne_memorymcp-server-qdrant vs VectorCode@copilotkit/aimock vs mcp-pinecone@copilotkit/aimock vs nocturne_memory@copilotkit/aimock vs VectorCodemcp-pinecone vs nocturne_memorymcp-pinecone vs VectorCodenocturne_memory vs VectorCode
other comparisons
postgresfilesystemgithubslackdatabasesearch
data updated nightly · scores range 0–100 · security scanned via gitleaksview all servers →