Tool

Toolset

Read-only

Destructive

Idempotent

Description

qdrant_health_check

core

✅

❌

✅

Confirm the configured Qdrant instance is reachable and responding.

qdrant_collection_create

core

❌

❌

❌

Create a collection: either a single unnamed vector (vector_size + distance), or one or more named vectors (vectors, each a full VectorParams — size, distance, and optionally its own multivector_config for ColBERT-style multi-vectors or quantization_config) — exactly one of the two.

qdrant_collection_list

core

✅

❌

✅

List every collection name in the configured Qdrant instance.

qdrant_collection_info

core

✅

❌

✅

Return full config and status of one collection.

qdrant_collection_update

core

❌

❌

✅

Update optimizer/HNSW/collection/vector params on an existing collection.

qdrant_collection_delete

core

❌

✅

✅

Delete a collection and all its points; a no-op if it doesn't exist.

qdrant_collection_exists

core

✅

❌

✅

Check whether a collection exists, without raising if it doesn't.

qdrant_points_upsert

core

❌

✅

✅

Insert or replace points (id + vector + payload) in a collection.

qdrant_points_get

core

✅

❌

✅

Retrieve points by id; unknown ids are simply omitted, not an error.

qdrant_points_delete

core

❌

✅

✅

Delete points by id list or by payload filter — exactly one of the two.

qdrant_points_scroll

core

✅

❌

✅

Page through all points in a collection, optionally filtered.

qdrant_points_count

core

✅

❌

✅

Count points in a collection, optionally matching a filter.

qdrant_query

core

✅

❌

✅

Vector similarity search, with optional hybrid search over multiple prefetch stages.

qdrant_query_batch

search

✅

❌

✅

Run multiple independent queries against one collection in a single round trip — same query shapes as qdrant_query (plain vector or fusion+prefetch hybrid search), one per list item.

qdrant_query_groups

search

✅

❌

✅

Vector query grouped by a payload field, up to group_size hits per group — e.g. the best-matching chunks per source document.

qdrant_recommend

search

✅

❌

✅

Find points similar to a set of positive examples and dissimilar to a set of negative ones (vectors or point ids) — Qdrant's recommendation API.

qdrant_recommend_batch

search

✅

❌

✅

Run multiple independent recommend queries against one collection in a single round trip.

qdrant_recommend_groups

search

✅

❌

✅

Recommend query grouped by a payload field, up to group_size hits per group.

qdrant_discover

search

✅

❌

✅

Rank points by how well they fit a target within positive/negative context pairs (vectors or point ids) — Qdrant's discovery search, a finer-grained alternative to recommend.

qdrant_discover_batch

search

✅

❌

✅

Run multiple independent discover queries against one collection in a single round trip.

qdrant_distance_matrix_pairs

search

✅

❌

✅

Pairwise distance matrix between a random sample of points: for each of sample points, its limit closest neighbors among that same sample — returned as a flat list of (a, b, score) pairs.

qdrant_distance_matrix_offsets

search

✅

❌

✅

Same distance matrix as qdrant_distance_matrix_pairs, in a column-oriented shape (offsets into a shared id list + a parallel score array) — more compact for large samples.

qdrant_payload_set

payload

❌

❌

✅

Merge fields into the payload of selected points — exactly one of ids/points_filter.

qdrant_payload_overwrite

payload

❌

✅

✅

Replace the entire payload of selected points with payload — exactly one of ids/points_filter.

qdrant_payload_delete

payload

❌

✅

✅

Delete specific payload keys from selected points — exactly one of ids/points_filter.

qdrant_payload_clear

payload

❌

✅

✅

Wipe the entire payload of selected points, keeping their vectors — exactly one of ids/points_filter.

qdrant_payload_facet

payload

✅

❌

✅

Count distinct values of a payload field across the collection (or a filtered subset) — e.g. how many points per city.

qdrant_payload_index_create

payload

❌

❌

✅

Create a payload index on field_name, speeding up filters that use it.

qdrant_payload_index_delete

payload

❌

✅

✅

Delete the payload index on field_name.

qdrant_collection_vector_create

payload

❌

❌

✅

Add a new named vector (dense or sparse) to a collection that already has points, without touching them.

qdrant_collection_vector_delete

payload

❌

✅

✅

Remove a named vector (dense or sparse) from a collection — points keep their other vectors and payload.

qdrant_points_batch_update

payload

❌

✅

❌

Run multiple point operations (upsert, delete, set/overwrite/delete/clear payload, update/delete vectors) atomically against one collection, in the order given.

qdrant_vectors_update

payload

❌

✅

✅

Replace the vector(s) of existing points by id — leaves their payload untouched.

qdrant_vectors_delete

payload

❌

✅

✅

Remove specific named vectors from selected points, keeping their payload and other vectors — exactly one of ids/points_filter.

qdrant_snapshot_create

snapshots

❌

❌

❌

Create a snapshot of one collection's current state.

qdrant_snapshot_list

snapshots

✅

❌

✅

List the snapshots stored for one collection.

qdrant_snapshot_delete

snapshots

❌

✅

✅

Delete a collection snapshot, freeing its disk space on the server — does not touch the live collection.

qdrant_snapshot_recover

snapshots

❌

✅

✅

Overwrite collection_name with the state captured in a snapshot — everything written since that snapshot is lost.

qdrant_snapshot_download

snapshots

✅

❌

✅

Confirm a collection snapshot exists and return where to fetch it from — this tool does not transfer the (potentially huge) snapshot file itself; download it yourself (e.g. curl) from the returned url.

qdrant_storage_snapshot_create

snapshots

❌

❌

❌

Create a snapshot of the whole storage (every collection and server config), not just one collection.

qdrant_storage_snapshot_list

snapshots

✅

❌

✅

List the full-storage snapshots stored on the server.

qdrant_storage_snapshot_delete

snapshots

❌

✅

✅

Delete a full-storage snapshot, freeing its disk space.

qdrant_storage_snapshot_download

snapshots

✅

❌

✅

Confirm a full-storage snapshot exists and return where to fetch it from — same caveat as qdrant_snapshot_download: this tool does not transfer the file itself.

qdrant_telemetry

observability

✅

❌

✅

Server-wide telemetry: build info, per-collection stats, request counters, memory and hardware usage.

qdrant_metrics_prometheus

observability

✅

❌

✅

Return the URL where Qdrant serves Prometheus-format metrics — this tool does not fetch the metrics themselves (they're plain text, not JSON); point your Prometheus scraper at the returned url instead.

qdrant_quotas_get

observability

✅

❌

✅

Current server-wide resource quotas (memory/disk limits) and actual usage.

qdrant_quotas_set

observability

❌

❌

✅

Update server-wide resource quotas.

qdrant_issues_list

observability

✅

❌

✅

List the issues Qdrant has detected about its own configuration (e.g. a heavily-filtered field with no payload index).

qdrant_issues_clear

observability

❌

✅

✅

Clear all accumulated issues.