Qdrant MCP alternatives
12 servers that overlap with Qdrant MCP, compared by what they are built for rather than by a feature count.
Alternatives
- 01Pinecone MCPCommunity
Runs similarity queries against a Pinecone index and returns matches with metadata. The hosted model means the agent needs a key and an index name, and nothing else …
TypeScriptstdio - 02Databricks MCPOfficial
Exposes Databricks catalog metadata and SQL execution for a workspace. It fits analytics teams that already live in notebooks; the risk is the same as any SQL tool —…
Pythonstdio - 03BigQuery MCPOfficial
Runs BigQuery queries and lists datasets through a scoped service account. The useful pattern is a question translated into one query with a row limit; the failure p…
Pythonstdio - 04Ragie MCPOfficial
Queries a Ragie index: search documents, retrieve chunks with sources. The point of a managed retrieval layer is that chunking and embeddings are somebody else's pro…
TypeScriptstdio - 05Firebase MCPCommunity
Reads Firestore collections and documents and looks up Auth users through a service account. The debugging loop is the use case: why does this user see nothing, what…
TypeScriptstdio - 06DuckDB MCPCommunity
Opens a local DuckDB database and exposes SQL over it, including files as views. That makes it the cheapest way to let an agent analyse a data dump on a laptop: no w…
Pythonstdio - 07ClickHouse MCPCommunity
Runs SQL against a ClickHouse database with a read-only user: table listing, schema inspection, and query execution. The natural fit is event data where an agent can…
Pythonstdio - 08PostHog MCPOfficial
Queries PostHog for events, funnels, and cohorts through a project-scoped API key. The useful pattern is a question translated into one existing query, not free expl…
TypeScriptstdio - 09Asana MCPOfficial
Connects to Asana projects and tasks: list tasks by project, read descriptions and comments, create tasks with assignees. Teams use it to close the gap between a mee…
TypeScripthttp - 10Shopify MCPOfficial
Connects an agent to a Shopify store's admin data: products, variants, orders, and inventory levels. The read path is where the value is; order writes are exactly th…
TypeScripthttp - 11Docker MCPOfficial
Exposes the local Docker socket as tools: list containers, read logs, inspect images, start and stop services. Genuinely useful for local development, and dangerous …
Gostdio - 12Netlify MCPOfficial
Local server that talks to the Netlify API for one site: recent deploys, build status, environment variable names, and function logs. It is the smallest useful deplo…
TypeScriptstdio
How to choose
Start from the constraint, not the feature list. If you need a free tier to evaluate, that removes half the list immediately. If you are replacing something you already pay for, compare the entry price rather than the enterprise tier you will never buy.