$ 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 nocturne_memory
github
#4 mcp-pinecone
pypi
#5 VectorCode
pypi
composite score
91
best
86
81
80
80
security
100
best
80
100
100
100
freshness
100
best
100
100
85
100
adoption
92
best
88
31
43
29
quality
80
100
100
100
90
trust
50
50
50
50
50
↓ weekly downloads596k575k—58—
★ github stars1k6151k149867
🔑 secrets found✓ 0⚠ 1✓ 0✓ 0✓ 0
📄 license✓ yes✓ yes✓ yes✓ yes✓ yes
🕐 last commit1d ago0d ago0d ago496d ago108d ago
head-to-head comparisons
mcp-server-qdrant vs @copilotkit/aimockmcp-server-qdrant vs nocturne_memorymcp-server-qdrant vs mcp-pineconemcp-server-qdrant vs VectorCode@copilotkit/aimock vs nocturne_memory@copilotkit/aimock vs mcp-pinecone@copilotkit/aimock vs VectorCodenocturne_memory vs mcp-pineconenocturne_memory vs VectorCodemcp-pinecone vs VectorCode
other comparisons
postgresfilesystemgithubslackdatabasesearch
data updated nightly · scores range 0–100 · security scanned via gitleaksview all servers →