Qdrant

Qdrant MCP Server for Cloudflare Workers

Available Tools

62 tools available in the Qdrant MCP server. Each tool can be called by AI assistants to perform specific actions.

qdrant_get_cluster_status

Get cluster status and information.

Returns cluster status, peer information, and raft state for distributed deployments.

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    }
  }
}

qdrant_recover_cluster

Trigger cluster recovery.

Attempts to recover the cluster from inconsistent state.

{
  "type": "object",
  "properties": {}
}

qdrant_remove_peer

Remove a peer from the cluster.

Args:

peerId: ID of the peer to remove
force: Force removal even if unhealthy

{
  "type": "object",
  "required": [
    "peerId"
  ],
  "properties": {
    "force": {
      "type": "boolean",
      "default": false,
      "description": "Force removal"
    },
    "peerId": {
      "type": "integer",
      "description": "Peer ID"
    }
  }
}

qdrant_get_collection_cluster_info

Get cluster information for a specific collection.

Returns shard distribution and replication status.

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_abort_shard_transfer

Abort an ongoing shard transfer.

Args:

collectionName: Name of the collection
shardId: ID of the shard
fromPeerId: Source peer ID
toPeerId: Destination peer ID

{
  "type": "object",
  "required": [
    "collectionName",
    "shardId",
    "fromPeerId",
    "toPeerId"
  ],
  "properties": {
    "shardId": {
      "type": "integer",
      "description": "Shard ID"
    },
    "toPeerId": {
      "type": "integer",
      "description": "Destination peer ID"
    },
    "fromPeerId": {
      "type": "integer",
      "description": "Source peer ID"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_batch_update

Execute multiple point operations in a single request.

Supports: upsert, delete, set_payload, overwrite_payload, delete_payload, clear_payload, update_vectors, delete_vectors.

More efficient than multiple individual operations.

Args:

collectionName: Name of the collection
operations: Array of operations to execute
wait: Wait for all operations to complete

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_move_shard

Move a shard from one peer to another.

Args:

collectionName: Name of the collection
shardId: ID of the shard to move
fromPeerId: Source peer ID
toPeerId: Destination peer ID
method: Transfer method

{
  "type": "object",
  "required": [
    "collectionName",
    "shardId",
    "fromPeerId"
  ],
  "properties": {
    "shardId": {
      "type": "integer",
      "description": "Shard ID"
    },
    "toPeerId": {
      "type": "integer",
      "description": "Destination peer ID"
    },
    "fromPeerId": {
      "type": "integer",
      "description": "Source peer ID"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_replicate_shard

Create a replica of a shard on another peer.

Args:

collectionName: Name of the collection
shardId: ID of the shard to replicate
fromPeerId: Source peer ID
toPeerId: Destination peer ID for replica

{
  "type": "object",
  "required": [
    "collectionName",
    "shardId",
    "fromPeerId"
  ],
  "properties": {
    "shardId": {
      "type": "integer",
      "description": "Shard ID"
    },
    "toPeerId": {
      "type": "integer",
      "description": "Destination peer ID"
    },
    "fromPeerId": {
      "type": "integer",
      "description": "Source peer ID"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_drop_replica

Drop a shard replica from a peer.

Args:

collectionName: Name of the collection
shardId: ID of the shard
peerId: Peer ID to drop replica from

{
  "type": "object",
  "required": [
    "collectionName",
    "shardId",
    "peerId"
  ],
  "properties": {
    "peerId": {
      "type": "integer",
      "description": "Peer ID"
    },
    "shardId": {
      "type": "integer",
      "description": "Shard ID"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_create_shard_key

Create a custom shard key for a collection.

Enables custom sharding for multi-tenant scenarios.

Args:

collectionName: Name of the collection
shardKey: Shard key value
shardsNumber: Number of shards for this key
replicationFactor: Replication factor

{
  "type": "object",
  "required": [
    "collectionName",
    "shardKey"
  ],
  "properties": {
    "shardKey": {
      "type": "string",
      "description": "Shard key value"
    },
    "placement": {
      "type": "array",
      "items": {
        "type": "number"
      },
      "description": "Specific peer placement"
    },
    "shardsNumber": {
      "type": "integer",
      "description": "Number of shards"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    },
    "replicationFactor": {
      "type": "integer",
      "description": "Replication factor"
    }
  }
}

qdrant_delete_shard_key

Delete a custom shard key from a collection.

WARNING: This deletes all data in the shard!

Args:

collectionName: Name of the collection
shardKey: Shard key to delete

{
  "type": "object",
  "required": [
    "collectionName",
    "shardKey"
  ],
  "properties": {
    "shardKey": {
      "type": "string",
      "description": "Shard key to delete"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_list_collections

List all collections in the Qdrant database.

Returns the names of all available collections.

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    }
  }
}

qdrant_get_collection

Get detailed information about a specific collection.

Returns collection configuration, status, vector count, and schema information.

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_collection_exists

Check if a collection exists.

Returns true if the collection exists, false otherwise.

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_create_collection

Create a new collection in Qdrant.

Args:

collectionName: Name for the new collection
vectorSize: Dimension of vectors to store
distance: Distance metric (Cosine, Euclid, Dot, Manhattan)
onDiskPayload: Store payload on disk instead of memory
shardNumber: Number of shards for distributed storage
replicationFactor: Number of replicas for each shard

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "vectorSize": {
      "type": "integer",
      "default": "Cosine') .describe('Distance metric",
      "description": "Dimension of vectors"
    },
    "shardNumber": {
      "type": "integer",
      "description": "Number of shards"
    },
    "onDiskPayload": {
      "type": "boolean",
      "description": "Store payload on disk"
    },
    "collectionName": {
      "type": "string",
      "description": "Name for the new collection"
    },
    "replicationFactor": {
      "type": "integer",
      "description": "Replication factor"
    }
  }
}

qdrant_create_collection_multi_vector

Create a collection with multiple named vectors.

Allows storing multiple vectors per point with different dimensions and metrics.

Args:

collectionName: Name for the new collection
vectors: Array of vector configurations, each with name, size, and distance
onDiskPayload: Store payload on disk instead of memory

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "onDiskPayload": {
      "type": "boolean",
      "description": "Store payload on disk"
    },
    "collectionName": {
      "type": "string",
      "description": "Name for the new collection"
    }
  }
}

qdrant_update_collection

Update collection parameters.

Can modify optimizer settings, HNSW configuration, and other parameters.

{
  "type": "object",
  "properties": {
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_delete_collection

Delete a collection and all its data.

WARNING: This operation is irreversible!

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "collectionName": {
      "type": "string",
      "description": "Name of the collection to delete"
    }
  }
}

qdrant_list_aliases

List all collection aliases.

Returns all alias mappings in the database.

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    }
  }
}

qdrant_get_collection_aliases

Get aliases for a specific collection.

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_create_alias

Create an alias for a collection.

Aliases provide alternative names to reference collections.

{
  "type": "object",
  "required": [
    "aliasName",
    "collectionName"
  ],
  "properties": {
    "aliasName": {
      "type": "string",
      "description": "Name for the alias"
    },
    "collectionName": {
      "type": "string",
      "description": "Collection to alias"
    }
  }
}

qdrant_delete_alias

Delete a collection alias.

{
  "type": "object",
  "required": [
    "aliasName"
  ],
  "properties": {
    "aliasName": {
      "type": "string",
      "description": "Name of the alias to delete"
    }
  }
}

qdrant_rename_alias

Rename an existing alias.

{
  "type": "object",
  "required": [
    "oldAliasName",
    "newAliasName"
  ],
  "properties": {
    "newAliasName": {
      "type": "string",
      "description": "New alias name"
    },
    "oldAliasName": {
      "type": "string",
      "description": "Current alias name"
    }
  }
}

qdrant_switch_alias

Atomically switch an alias from one collection to another.

Useful for zero-downtime collection updates.

{
  "type": "object",
  "required": [
    "aliasName",
    "newCollectionName"
  ],
  "properties": {
    "aliasName": {
      "type": "string",
      "description": "Name of the alias"
    },
    "newCollectionName": {
      "type": "string",
      "description": "New collection for the alias"
    }
  }
}

qdrant_create_field_index

Create a payload field index for faster filtering.

Indexes improve filter performance on specific payload fields.

Args:

collectionName: Name of the collection
fieldName: Payload field to index
fieldSchema: Index type (keyword, integer, float, bool, geo, datetime, text, uuid)
wait: Wait for indexing to complete

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "fieldName": {
      "type": "string",
      "description": "Payload field to index"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_create_text_index

Create a full-text search index on a payload field.

Enables text search with tokenization.

Args:

collectionName: Name of the collection
fieldName: Payload field to index
tokenizer: Tokenization strategy
minTokenLen: Minimum token length
maxTokenLen: Maximum token length
lowercase: Convert to lowercase

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "fieldName": {
      "type": "string",
      "default": "word') .describe('Tokenizer type",
      "description": "Payload field to index"
    },
    "lowercase": {
      "type": "boolean",
      "default": true,
      "description": "Lowercase tokens"
    },
    "maxTokenLen": {
      "type": "integer",
      "description": "Maximum token length"
    },
    "minTokenLen": {
      "type": "integer",
      "minimum": 1,
      "description": "Minimum token length"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_create_integer_index

Create an integer index with lookup and/or range support.

Args:

collectionName: Name of the collection
fieldName: Payload field to index
lookup: Enable direct lookup (Match filters)
range: Enable range queries

{
  "type": "object",
  "required": [
    "collectionName",
    "fieldName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "range": {
      "type": "boolean",
      "default": true,
      "description": "Enable range queries"
    },
    "lookup": {
      "type": "boolean",
      "default": true,
      "description": "Enable direct lookup"
    },
    "fieldName": {
      "type": "string",
      "description": "Payload field to index"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_delete_field_index

Delete a payload field index.

Args:

collectionName: Name of the collection
fieldName: Payload field to remove index from

{
  "type": "object",
  "required": [
    "collectionName",
    "fieldName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "fieldName": {
      "type": "string",
      "description": "Payload field"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_set_payload

Set or update payload fields for points.

Merges with existing payload (does not replace).

Args:

collectionName: Name of the collection
payload: Payload fields to set
ids: Point IDs to update (optional if using filter)
filter: Filter to select points (optional if using ids)
wait: Wait for operation to complete

{
  "type": "object",
  "required": [
    "collectionName",
    "payload"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs"
    },
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "payload": {
      "type": "object",
      "description": "Payload fields to set"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_overwrite_payload

Replace entire payload for points.

Completely replaces existing payload (does not merge).

Args:

collectionName: Name of the collection
payload: New payload to set
ids: Point IDs to update
filter: Filter to select points

{
  "type": "object",
  "required": [
    "collectionName",
    "payload"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs"
    },
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "payload": {
      "type": "object",
      "description": "New payload"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_search_matrix_offsets

Compute distance matrix in sparse matrix format.

Returns distances as offset arrays for efficient storage.

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "description": "Maximum entries"
    },
    "sample": {
      "type": "integer",
      "description": "Sample size"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_delete_payload

Delete specific payload fields from points.

Removes specified keys from payload.

Args:

collectionName: Name of the collection
keys: Payload keys to delete
ids: Point IDs to update
filter: Filter to select points

{
  "type": "object",
  "required": [
    "collectionName",
    "keys"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs"
    },
    "keys": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Payload keys to delete"
    },
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_clear_payload

Clear all payload from points.

Removes entire payload, keeping only vectors.

Args:

collectionName: Name of the collection
ids: Point IDs to clear
filter: Filter to select points

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs"
    },
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_upsert_points

Upsert (insert or update) points into a collection.

Points with existing IDs will be overwritten.

Args:

collectionName: Target collection
points: Array of points with id, vector, and optional payload
wait: Wait for operation to complete (default: true)

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for operation to complete"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_get_points

Retrieve points by their IDs.

Args:

collectionName: Name of the collection
ids: Array of point IDs to retrieve
withPayload: Include payload in response (default: true)
withVector: Include vectors in response (default: false)

{
  "type": "object",
  "required": [
    "collectionName",
    "ids"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs to retrieve"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "withVector": {
      "type": "boolean",
      "default": false,
      "description": "Include vectors"
    },
    "withPayload": {
      "type": "boolean",
      "default": true,
      "description": "Include payload"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_get_point

Retrieve a single point by ID.

Args:

collectionName: Name of the collection
id: Point ID to retrieve

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_delete_points

Delete points from a collection.

Can delete by IDs or by filter.

Args:

collectionName: Name of the collection
ids: Array of point IDs to delete (optional)
filter: Filter to select points to delete (optional)
wait: Wait for operation to complete (default: true)

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs to delete"
    },
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for operation to complete"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_scroll_points

Scroll through points in a collection with pagination.

Useful for iterating over all points or a filtered subset.

Args:

collectionName: Name of the collection
filter: Filter to select points (optional)
limit: Number of points to return (default: 10)
offset: Point ID to start from (for pagination)
withPayload: Include payload in response (default: true)
withVector: Include vectors in response (default: false)
orderBy: Order results by payload field

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 100,
      "minimum": 1,
      "description": "Number of points"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "withVector": {
      "type": "boolean",
      "default": false,
      "description": "Include vectors"
    },
    "withPayload": {
      "type": "boolean",
      "default": true,
      "description": "Include payload"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_count_points

Count points in a collection.

Can count all points or filtered subset.

Args:

collectionName: Name of the collection
filter: Filter to select points (optional)
exact: Return exact count (slower) vs estimate (default: true)

{
  "type": "object",
  "properties": {
    "exact": {
      "type": "boolean",
      "default": true,
      "description": "Exact count vs estimate"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_search

Search for similar vectors in a collection.

Performs approximate nearest neighbor search.

Args:

collectionName: Name of the collection
vector: Query vector (array of numbers)
limit: Number of results to return
filter: Filter to narrow search (optional)
withPayload: Include payload in results (default: true)
withVector: Include vectors in results (default: false)
scoreThreshold: Minimum score threshold (optional)
params: Search parameters (hnsw_ef, exact)

{
  "type": "object",
  "required": [
    "collectionName",
    "vector"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 100,
      "minimum": 1,
      "description": "Number of results"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "vector": {
      "type": "array",
      "items": {
        "type": "number"
      },
      "description": "Query vector"
    },
    "withVector": {
      "type": "boolean",
      "default": false,
      "description": "Include vectors"
    },
    "withPayload": {
      "type": "boolean",
      "default": true,
      "description": "Include payload"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    },
    "scoreThreshold": {
      "type": "number",
      "description": "Minimum score"
    }
  }
}

qdrant_get_version

Get Qdrant server version and build information.

Returns version, commit hash, and build info.

{
  "type": "object",
  "properties": {}
}

qdrant_search_named_vector

Search using a named vector.

For collections with multiple named vectors.

Args:

collectionName: Name of the collection
vectorName: Name of the vector field to search
vector: Query vector
limit: Number of results

{
  "type": "object",
  "required": [
    "collectionName",
    "vectorName",
    "vector"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 100,
      "minimum": 1,
      "description": "Number of results"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "vector": {
      "type": "array",
      "items": {
        "type": "number"
      },
      "description": "Query vector"
    },
    "vectorName": {
      "type": "string",
      "description": "Name of the vector field"
    },
    "withPayload": {
      "type": "boolean",
      "default": true,
      "description": "Include payload"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_search_batch

Perform multiple searches in a single request.

More efficient than multiple individual searches.

Args:

collectionName: Name of the collection
searches: Array of search requests

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_query

Universal query endpoint supporting various search modes.

Supports dense vectors, sparse vectors, and search by ID.

Args:

collectionName: Name of the collection
query: Query vector or point ID
using: Named vector to use (optional)
limit: Number of results
filter: Filter conditions

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 100,
      "minimum": 1,
      "description": "Number of results"
    },
    "using": {
      "type": "string",
      "description": "Named vector to use"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "offset": {
      "type": "integer",
      "default": 0,
      "minimum": 0,
      "description": "Skip first N results"
    },
    "withVector": {
      "type": "boolean",
      "default": false,
      "description": "Include vectors"
    },
    "withPayload": {
      "type": "boolean",
      "default": true,
      "description": "Include payload"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_query_groups

Query with results grouped by a payload field.

Useful for grouping results by document, category, etc.

Args:

collectionName: Name of the collection
query: Query vector
groupBy: Payload field to group by
groupSize: Number of results per group
limit: Number of groups to return

{
  "type": "object",
  "required": [
    "collectionName",
    "query",
    "groupBy"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "minimum": 1,
      "description": "Number of groups"
    },
    "query": {
      "type": "array",
      "items": {
        "type": "number"
      },
      "description": "Query vector"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "groupBy": {
      "type": "string",
      "description": "Payload field to group by"
    },
    "groupSize": {
      "type": "integer",
      "default": 3,
      "minimum": 1,
      "description": "Results per group"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_recommend

Get recommendations based on positive and negative examples.

Finds points similar to positive examples and dissimilar to negative ones.

Args:

collectionName: Name of the collection
positive: Point IDs or vectors to use as positive examples
negative: Point IDs or vectors to use as negative examples (optional)
strategy: Recommendation strategy (average_vector or best_score)
limit: Number of results

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 100,
      "minimum": 1,
      "description": "Number of results"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "withPayload": {
      "type": "boolean",
      "default": true,
      "description": "Include payload"
    },
    "collectionName": {
      "type": "string",
      "default": "average_vector') .describe('Recommendation strategy",
      "description": "Name of the collection"
    }
  }
}

qdrant_recommend_groups

Get recommendations grouped by a payload field.

{
  "type": "object",
  "required": [
    "collectionName",
    "positive",
    "groupBy"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "minimum": 1,
      "description": "Number of groups"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "groupBy": {
      "type": "string",
      "description": "Payload field to group by"
    },
    "positive": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Positive example IDs"
    },
    "groupSize": {
      "type": "integer",
      "default": 3,
      "minimum": 1,
      "description": "Results per group"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_discover

Discover points using a target and context pairs.

Uses context pairs to define regions and finds points similar to target within those regions.

Args:

collectionName: Name of the collection
target: Target point ID or vector
context: Array of positive/negative pairs defining the search space
limit: Number of results

{
  "type": "object",
  "required": [
    "collectionName",
    "target"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 100,
      "minimum": 1,
      "description": "Number of results"
    },
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "target": {
      "type": "string",
      "description": "Target point or vector"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_search_matrix_pairs

Compute distance matrix between points as pairs.

Returns distances in pairwise format (point A, point B, score).

Args:

collectionName: Name of the collection
sample: Sample size (optional)
limit: Maximum pairs to return
filter: Filter to select points

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "description": "Maximum pairs"
    },
    "sample": {
      "type": "integer",
      "description": "Sample size"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_get_telemetry

Get telemetry data from Qdrant.

Returns information about collections, cluster state, and request statistics.

Args:

anonymize: Anonymize sensitive data (default: true)

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "anonymize": {
      "type": "boolean",
      "default": true,
      "description": "Anonymize data"
    }
  }
}

qdrant_get_metrics

Get Prometheus-format metrics from Qdrant.

Returns metrics in Prometheus/OpenMetrics format.

{
  "type": "object",
  "properties": {}
}

qdrant_get_locks

Get current lock status.

Returns whether write operations are locked.

{
  "type": "object",
  "properties": {}
}

qdrant_set_locks

Set service locks.

Can lock write operations for maintenance.

Args:

write: Lock write operations
errorMessage: Message to return when locked operations are attempted

{
  "type": "object",
  "required": [
    "write"
  ],
  "properties": {
    "write": {
      "type": "boolean",
      "description": "Lock write operations"
    },
    "errorMessage": {
      "type": "string",
      "description": "Error message for locked operations"
    }
  }
}

qdrant_list_snapshots

List all snapshots for a collection.

Returns snapshot names, sizes, and creation times.

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_create_snapshot

Create a snapshot of a collection.

Snapshots are point-in-time backups.

Args:

collectionName: Name of the collection
wait: Wait for snapshot creation to complete

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_delete_snapshot

Delete a collection snapshot.

Args:

collectionName: Name of the collection
snapshotName: Name of the snapshot to delete

{
  "type": "object",
  "required": [
    "collectionName",
    "snapshotName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "snapshotName": {
      "type": "string",
      "description": "Name of the snapshot"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_recover_snapshot

Recover a collection from a snapshot.

Can recover from a URL or local file path.

Args:

collectionName: Name of the collection to recover
location: Snapshot URL or file path
priority: Recovery priority (snapshot, replica, no_sync)

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "location": {
      "type": "string",
      "default": "replica') .describe('Recovery priority",
      "description": "Snapshot URL or file:// path"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_list_full_snapshots

List all full storage snapshots.

Full snapshots include all collections and aliases.

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "json",
        "markdown"
      ],
      "type": "string",
      "default": "json",
      "description": "Response format"
    }
  }
}

qdrant_create_full_snapshot

Create a full storage snapshot.

Includes all collections and aliases.

{
  "type": "object",
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    }
  }
}

qdrant_delete_full_snapshot

Delete a full storage snapshot.

{
  "type": "object",
  "required": [
    "snapshotName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "snapshotName": {
      "type": "string",
      "description": "Name of the snapshot"
    }
  }
}

qdrant_update_vectors

Update vectors for existing points.

Replaces vectors without modifying payload.

Args:

collectionName: Name of the collection
points: Array of {id, vector} pairs to update
wait: Wait for operation to complete

{
  "type": "object",
  "required": [
    "collectionName"
  ],
  "properties": {
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}

qdrant_delete_vectors

Delete specific named vectors from points.

For collections with multiple named vectors, removes specified vectors while keeping others.

Args:

collectionName: Name of the collection
vectorNames: Names of vectors to delete
ids: Point IDs to update
filter: Filter to select points

{
  "type": "object",
  "required": [
    "collectionName",
    "vectorNames"
  ],
  "properties": {
    "ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Point IDs"
    },
    "wait": {
      "type": "boolean",
      "default": true,
      "description": "Wait for completion"
    },
    "vectorNames": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Vector names to delete"
    },
    "collectionName": {
      "type": "string",
      "description": "Name of the collection"
    }
  }
}