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Qdrant MCP

by Qdrant

Updated August 14, 2026 · Reviewed July 24, 2026

Data & DatabasesEducation & ResearchSoftware & Technology

MCP100 verdict

Not currently recommended. Store and retrieve semantic memories and code context in Qdrant.

MCP100 Assessment

Editorial verdict

Store and retrieve semantic memories and code context in Qdrant.

Reviewed 2026-07-24 · Next review 2026-09-24

Task Fit

Mapped

Working with structured data

Trust

Status warning

tool_contract; install_supply_chain; advisory_freshness

Maintenance

Activity observed

A dated repository or package update is available; editorial maintenance review is still pending.

Popularity

Signals available

Visible usage signals are shown for discovery only, not as proof of safety.

Best for

  • Store and retrieve semantic memories and code context in Qdrant.
  • Teams already using Qdrant that can test with non-sensitive data and least privilege.

Not ideal for

  • Users who need an MCP100-selected recommendation today
  • Unattended production workflows before permissions and failure behavior are reviewed

Avoid if

  • The connected data or account cannot be safely exposed to the selected AI client
  • You cannot verify least-privilege access and review write-capable tool calls

Trade-offs

  • First-party provenance and a clear task improve confidence, but do not replace an independent permissions and usability review.
  • Client transport compatibility does not prove that authentication, scopes, failure handling, and every tool behave safely.

Evidence scope

Evidence

Current source snapshot

Popularity

1.5k MCP repository stars

1.5M package downloads

Stars observed 2026-08-14T18:46:26.000Z · Downloads observed 2026-07-29T17:30:00.000Z

Exact implementation repository metric.

Exact implementation package metric.

Maintenance

Publisher activity observed 2026-08-14T00:13:56Z

Current source snapshot

Trust review

Source relationship: First-party MCP

Reviewed 2026-07-24 · Next review 2026-09-24

Qdrant MCP | MCP100 Index