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mcp-server-qdrant

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by qdrant
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Python
Hybrid

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
QDRANT_URLNoURL of the Qdrant server. Mutually exclusive with QDRANT_LOCAL_PATH.
QDRANT_API_KEYNoAPI key for the Qdrant server.
COLLECTION_NAMENoName of the default collection to use.
EMBEDDING_MODELNoName of the embedding model to use.sentence-transformers/all-MiniLM-L6-v2
QDRANT_READ_ONLYNoEnable read-only mode (disables qdrant-store tool).false
FASTMCP_LOG_LEVELNoSet logging level (DEBUG, INFO, WARNING, ERROR, CRITICAL).INFO
QDRANT_LOCAL_PATHNoPath to the local Qdrant database (alternative to QDRANT_URL).
EMBEDDING_PROVIDERNoEmbedding provider to use (currently only "fastembed" is supported).fastembed
FASTMCP_SERVER_HOSTNoHost address to bind the server to.127.0.0.1
FASTMCP_SERVER_PORTNoPort to run the server on.8000
QDRANT_SEARCH_LIMITNoMaximum number of results to return from search.10
FASTMCP_SERVER_DEBUGNoEnable debug mode.false
TOOL_FIND_DESCRIPTIONNoCustom description for the find tool.
TOOL_STORE_DESCRIPTIONNoCustom description for the store tool.
FASTMCP_SERVER_DEPENDENCIESNoList of dependencies to install in the server environment.[]
FASTMCP_SERVER_ON_DUPLICATE_TOOLSNoBehavior for duplicate tools (warn, error, replace, ignore).warn
FASTMCP_SERVER_ON_DUPLICATE_PROMPTSNoBehavior for duplicate prompts (warn, error, replace, ignore).warn
FASTMCP_SERVER_ON_DUPLICATE_RESOURCESNoBehavior for duplicate resources (warn, error, replace, ignore).warn

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{
  "listChanged": true
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
qdrant-findA

Look up memories in Qdrant. Use this tool when you need to:

  • Find memories by their content

  • Access memories for further analysis

  • Get some personal information about the user

qdrant-storeC

Keep the memory for later use, when you are asked to remember something.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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