MCP SERVER

Qdrant

Data & Databases tools for AI assistants.

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POPULARITY SCORE7.5out of 100

OVERALL RANK#410of 413 eligible servers

CATEGORY RANK#30Data & Databases

EVIDENCE COVERAGE2 / 3Two sources · limited coverage

Usage & adoption

Observed

35.1Kdownloads · PyPI / source month

35,055 exact · last_month as returned; exact dates absent

Collected 2026-09-16

View PyPI measurement ↗

Rounded public activity counts. Downloads, platform uses, and tool calls measure different events; these counts are not added together or treated as unique users. About these numbers

Behind the score

Strongest adoption signal: up to 85 points. Supporting adoption: up to 10. Repository interest: up to 5.

Leading adoption · PyPI5.7 / 85Normalized signal 6.7 / 100Fixed reference population

Supporting adoption · SmitheryUnavailableUnavailableFixed reference population

Developer interest · GitHub1.8 / 5Normalized signal 36.7 / 100Fixed reference population

Missing signals earn no points; their weight is never moved to another source. This measures observed popularity, not quality or unique users. Read the formula

Source measurements

Smithery uses

Unavailable

No measurement in this snapshot.

npm downloads

Unavailable

No measurement in this snapshot.

PyPI downloads

35,055

last_month as returned; exact dates absent

Scope: mcp-server-qdrant

Collected 2026-09-16

View source ↗

GitHub stars

1,530

Stock at retrieval

Scope: Dedicated server

Collected 2026-09-16

View source ↗

Publisher-reported usage

Publisher information is temporarily unavailable. Public rankings are still available.

Chart history

First published snapshot. Weekly movement appears after comparable snapshots are at least seven days apart.

2026-09-17 · #4107.5 pointspopularity-v1.0 · Initial reviewed chart