$ 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 @pinecone-database/mcp
npm
#4 gemdex-mcp
npm
#5 mistral-mcp
npm
composite score
91
best
86
86
84
83
security
100
best
80
100
100
100
freshness
100
best
100
100
100
100
adoption
92
best
88
57
44
40
quality
80
100
90
100
100
trust
50
50
50
50
50
↓ weekly downloads177k823k2k342136
★ github stars1k65170413
🔑 secrets found✓ 0⚠ 1✓ 0✓ 0✓ 0
📄 license✓ yes✓ yes✓ yes✓ yes✓ yes
🕐 last commit11d ago0d ago5d ago0d ago20d ago
head-to-head comparisons
mcp-server-qdrant vs @copilotkit/aimockmcp-server-qdrant vs @pinecone-database/mcpmcp-server-qdrant vs gemdex-mcpmcp-server-qdrant vs mistral-mcp@copilotkit/aimock vs @pinecone-database/mcp@copilotkit/aimock vs gemdex-mcp@copilotkit/aimock vs mistral-mcp@pinecone-database/mcp vs gemdex-mcp@pinecone-database/mcp vs mistral-mcpgemdex-mcp vs mistral-mcp
other comparisons
postgresfilesystemgithubslackdatabasesearch
data updated nightly · scores range 0–100 · security scanned via gitleaksview all servers →