Qdrant MCP vs MCP SQLite (jparkerweb)

Both are databases & vector stores MCP servers, and we ran both through the same test (roundtrip) in each app. Qdrant MCP passed 4 of 4 apps we tested it in; MCP SQLite (jparkerweb) passed 4 of 4.

Test results side by side

Qdrant MCPMCP SQLite (jparkerweb)
Claude CodePassed
2026-10-20
Passed
2026-10-15
CursorPassed
2026-10-20
Passed
2026-10-15
Claude DesktopPassed
2026-10-19
Passed
2026-10-18
ChatGPT (Codex)Passed
2026-10-20
Passed
2026-10-19
Tools exposed (protocol check)2 tools8 tools
GitHub stars1,549129
LicenseApache-2.0MIT
Last push2026-09-042026-04-05

Results from our own harness runs, dated per cell. Stars and last push from GitHub at our last data refresh. We don’t pick a winner here: which one fits depends on your app and setup.

What each does

Qdrant MCP: Qdrant's official server: store and semantically search memories in a Qdrant collection, locally or on Qdrant Cloud.

MCP SQLite (jparkerweb): Reads and writes a local SQLite database: tables, schema, inserts, updates and custom queries.

All databases & vector stores servers

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