MCP for Qdrant

Qdrant MCP servers, graded for safety

7 graded Qdrant servers, the ones built for Qdrant first and the rest by what users rate them. Each has a public scan report and one-click install. Or skip the install: add the gateway once and ask your agent for Qdrant.

Before you install one, it is worth knowing what this kind of server can reach: what to check on vector database servers.

Qdrant MCP
by avaazquezz
B
Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.
No reviews yet
local · pypi2677/wkFree
Qdrant Memory
by cnkang
B
Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
No reviews yet
local · pypi1Free
Qdrant RBAC
by fidonis.de
B
Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.
No reviews yet
local · ociFree
Codex Pets Registry
by pets.ydb-qdrant.tech
B
Search, preview, install community Codex pet packs, and discover the pet request flow.
No reviews yet
gateway-readyFree
Qdrant
by infoinlet-marketplace
C
Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.
No reviews yet
local · npm43/wkFree
MCP AutoMem
by verygoodplugins
C
Graph-vector memory for AI assistants using FalkorDB and Qdrant
No reviews yet
gateway-ready65188/wkFree
MCP DB Connect
by phatngoit
B
MCP server for Oracle, MSSQL, PostgreSQL, MySQL, SQLite, MongoDB, and Qdrant vector search access.
No reviews yet
local · npm190/wkFree

Or let the agent pick

With the gateway, your agent runs search "qdrant", sees the grades, and calls the best one. Nothing to install per server, and F-graded servers can't be reached.

Gateway docs

claude mcp add --transport http mcp-market https://gw.mcp.market/mcp

MCP servers for other apps: Shopify GitHub Notion Slack Postgres Stripe HubSpot Google Search Console Gmail Linear Jira Figma Airtable Supabase Salesforce WooCommerce Amazon YouTube LinkedIn Google Sheets Google Analytics WordPress Cloudflare Vercel Apollo Cold email Docker Kubernetes Azure Google Cloud GitLab Bitbucket Terraform Sentry Datadog Grafana Prometheus MongoDB MySQL Redis Snowflake BigQuery ClickHouse Elasticsearch Neo4j Neon Pinecone Playwright Puppeteer Chrome DevTools Firecrawl Apify Browserbase Perplexity Brave Search Tavily Exa OpenAI Gemini Discord Telegram WhatsApp X (Twitter)Reddit Obsidian Google Drive Google Calendar Google Maps Trello Asana ClickUp monday.com Confluence Zendesk Intercom Zapier n8n Home Assistant Unity Unreal Engine Blender Xcode Android Postman Twilio Spotify Canva Webflow Excel PayPal QuickBooks Google Ads Meta Ads Ahrefs Semrush

Or pick by the job rather than the app: MCP servers by topic.