diff --git a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/__init__.py b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/__init__.py
index 2812218456..005e80c361 100644
--- a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/__init__.py
+++ b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/__init__.py
@@ -20,7 +20,7 @@
 
 logger = logging.getLogger(__name__)
 
-_instruments = ("qdrant-client >= 1.7",)
+_instruments = ("qdrant-client >= 1.16",)
 
 p = Path(__file__).with_name("qdrant_client_methods.json")
 with open(p, "r") as f:
diff --git a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/async_qdrant_client_methods.json b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/async_qdrant_client_methods.json
index ec161a5ee6..81f2ed2613 100644
--- a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/async_qdrant_client_methods.json
+++ b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/async_qdrant_client_methods.json
@@ -14,31 +14,11 @@
         "method": "upload_points",
         "span_name": "qdrant.upload_points"
     },
-    {
-        "object": "AsyncQdrantClient",
-        "method": "upload_records",
-        "span_name": "qdrant.upload_records"
-    },
     {
         "object": "AsyncQdrantClient",
         "method": "upload_collection",
         "span_name": "qdrant.upload_collection"
     },
-    {
-        "object": "AsyncQdrantClient",
-        "method": "search",
-        "span_name": "qdrant.search"
-    },
-    {
-        "object": "AsyncQdrantClient",
-        "method": "search_batch",
-        "span_name": "qdrant.search_batch"
-    },
-    {
-        "object": "AsyncQdrantClient",
-        "method": "search_groups",
-        "span_name": "qdrant.search_groups"
-    },
     {
         "object": "AsyncQdrantClient",
         "method": "query",
@@ -51,33 +31,28 @@
     },
     {
         "object": "AsyncQdrantClient",
-        "method": "discover",
-        "span_name": "qdrant.discover"
-    },
-    {
-        "object": "AsyncQdrantClient",
-        "method": "discover_batch",
-        "span_name": "qdrant.discover_batch"
+        "method": "query_points",
+        "span_name": "qdrant.query_points"
     },
     {
         "object": "AsyncQdrantClient",
-        "method": "recommend",
-        "span_name": "qdrant.recommend"
+        "method": "query_batch_points",
+        "span_name": "qdrant.query_batch_points"
     },
     {
         "object": "AsyncQdrantClient",
-        "method": "recommend_batch",
-        "span_name": "qdrant.recommend_batch"
+        "method": "query_points_groups",
+        "span_name": "qdrant.query_points_groups"
     },
     {
         "object": "AsyncQdrantClient",
-        "method": "recommend_groups",
-        "span_name": "qdrant.recommend_groups"
+        "method": "scroll",
+        "span_name": "qdrant.scroll"
     },
     {
         "object": "AsyncQdrantClient",
-        "method": "scroll",
-        "span_name": "qdrant.scroll"
+        "method": "retrieve",
+        "span_name": "qdrant.retrieve"
     },
     {
         "object": "AsyncQdrantClient",
@@ -113,5 +88,20 @@
         "object": "AsyncQdrantClient",
         "method": "batch_update_points",
         "span_name": "qdrant.batch_update_points"
+    },
+    {
+        "object": "AsyncQdrantClient",
+        "method": "facet",
+        "span_name": "qdrant.facet"
+    },
+    {
+        "object": "AsyncQdrantClient",
+        "method": "search_matrix_offsets",
+        "span_name": "qdrant.search_matrix_offsets"
+    },
+    {
+        "object": "AsyncQdrantClient",
+        "method": "search_matrix_pairs",
+        "span_name": "qdrant.search_matrix_pairs"
     }
-]
\ No newline at end of file
+]
diff --git a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/qdrant_client_methods.json b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/qdrant_client_methods.json
index a5295f2aca..d611825d93 100644
--- a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/qdrant_client_methods.json
+++ b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/qdrant_client_methods.json
@@ -14,31 +14,11 @@
         "method": "upload_points",
         "span_name": "qdrant.upload_points"
     },
-    {
-        "object": "QdrantClient",
-        "method": "upload_records",
-        "span_name": "qdrant.upload_records"
-    },
     {
         "object": "QdrantClient",
         "method": "upload_collection",
         "span_name": "qdrant.upload_collection"
     },
-    {
-        "object": "QdrantClient",
-        "method": "search",
-        "span_name": "qdrant.search"
-    },
-    {
-        "object": "QdrantClient",
-        "method": "search_batch",
-        "span_name": "qdrant.search_batch"
-    },
-    {
-        "object": "QdrantClient",
-        "method": "search_groups",
-        "span_name": "qdrant.search_groups"
-    },
     {
         "object": "QdrantClient",
         "method": "query",
@@ -51,33 +31,28 @@
     },
     {
         "object": "QdrantClient",
-        "method": "discover",
-        "span_name": "qdrant.discover"
-    },
-    {
-        "object": "QdrantClient",
-        "method": "discover_batch",
-        "span_name": "qdrant.discover_batch"
+        "method": "query_points",
+        "span_name": "qdrant.query_points"
     },
     {
         "object": "QdrantClient",
-        "method": "recommend",
-        "span_name": "qdrant.recommend"
+        "method": "query_batch_points",
+        "span_name": "qdrant.query_batch_points"
     },
     {
         "object": "QdrantClient",
-        "method": "recommend_batch",
-        "span_name": "qdrant.recommend_batch"
+        "method": "query_points_groups",
+        "span_name": "qdrant.query_points_groups"
     },
     {
         "object": "QdrantClient",
-        "method": "recommend_groups",
-        "span_name": "qdrant.recommend_groups"
+        "method": "scroll",
+        "span_name": "qdrant.scroll"
     },
     {
         "object": "QdrantClient",
-        "method": "scroll",
-        "span_name": "qdrant.scroll"
+        "method": "retrieve",
+        "span_name": "qdrant.retrieve"
     },
     {
         "object": "QdrantClient",
@@ -113,5 +88,20 @@
         "object": "QdrantClient",
         "method": "batch_update_points",
         "span_name": "qdrant.batch_update_points"
+    },
+    {
+        "object": "QdrantClient",
+        "method": "facet",
+        "span_name": "qdrant.facet"
+    },
+    {
+        "object": "QdrantClient",
+        "method": "search_matrix_offsets",
+        "span_name": "qdrant.search_matrix_offsets"
+    },
+    {
+        "object": "QdrantClient",
+        "method": "search_matrix_pairs",
+        "span_name": "qdrant.search_matrix_pairs"
     }
-]
\ No newline at end of file
+]
diff --git a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/wrapper.py b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/wrapper.py
index b1a694b042..fc97a4a0fb 100644
--- a/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/wrapper.py
+++ b/packages/opentelemetry-instrumentation-qdrant/opentelemetry/instrumentation/qdrant/wrapper.py
@@ -53,21 +53,16 @@ def _wrap(tracer, to_wrap, wrapped, instance, args, kwargs):
             _set_upload_attributes(span, args, kwargs, method, "documents")
         elif method == "upload_points":
             _set_upload_attributes(span, args, kwargs, method, "points")
-        elif method == "upload_records":
-            _set_upload_attributes(span, args, kwargs, method, "records")
         elif method == "upload_collection":
             _set_upload_attributes(span, args, kwargs, method, "vectors")
         elif method in [
-            "search",
-            "search_groups",
             "query",
-            "discover",
-            "recommend",
-            "recommend_groups",
+            "query_points",
+            "query_points_groups",
         ]:
-            _set_search_attributes(span, args, kwargs)
-        elif method in ["search_batch", "recommend_batch", "discover_batch"]:
-            _set_batch_search_attributes(span, args, kwargs, method)
+            _set_query_attributes(span, args, kwargs)
+        elif method in ["query_batch", "query_batch_points"]:
+            _set_batch_query_attributes(span, args, kwargs, method)
 
         response = wrapped(*args, **kwargs)
         if response:
@@ -103,12 +98,12 @@ def _set_upload_attributes(span, args, kwargs, method_name, param_name):
 
 
 @dont_throw
-def _set_search_attributes(span, args, kwargs):
+def _set_query_attributes(span, args, kwargs):
     limit = kwargs.get("limit") or 10
     _set_span_attribute(span, SpanAttributes.VECTOR_DB_QUERY_TOP_K, limit)
 
 
 @dont_throw
-def _set_batch_search_attributes(span, args, kwargs, method):
+def _set_batch_query_attributes(span, args, kwargs, method):
     requests = kwargs.get("requests") or []
     _set_span_attribute(span, f"qdrant.{method}.requests_count", len(requests))
diff --git a/packages/opentelemetry-instrumentation-qdrant/poetry.lock b/packages/opentelemetry-instrumentation-qdrant/poetry.lock
index 4c13490dd8..19e828fefb 100644
--- a/packages/opentelemetry-instrumentation-qdrant/poetry.lock
+++ b/packages/opentelemetry-instrumentation-qdrant/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -32,7 +32,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (>=0.23)"]
 
 [[package]]
@@ -168,67 +168,6 @@ files = [
 [package.extras]
 protobuf = ["grpcio-tools (>=1.65.1)"]
 
-[[package]]
-name = "grpcio-tools"
-version = "1.65.1"
-description = "Protobuf code generator for gRPC"
-optional = false
-python-versions = ">=3.8"
-groups = ["test"]
-files = [
-    {file = "grpcio_tools-1.65.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:16f2f49048c76a68a8171507c39652c8be9ed4e7408deb9877002813aea4c396"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:6f75bf562057723818dff7bf4e05884c220653ead3db19effe5873ce88c7cfd2"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:e859001e20d4199ac90979e11d0d0ecb83f6b0235b08f8bfae93c2bd1401795a"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:257decc1782b9adca422a2625663529be64018c056d7346d8bbc7c9bf0fe3b80"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac8cc2684bcde43296cf5a350b80b73713610f0789ff912c88f898ef065a0b6c"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:b8ef108fceabb12ed29f750f2cb4827d7bad5033dc13596ad0de092f015f5123"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:32fa16e64f4b1684ed634155af9b03fdeabdf641d484e53c453e592e0f574f03"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-win32.whl", hash = "sha256:d4afb3e74c7a567eabda3c447421eb8fb5c6cbf19bb9292319056beff4ab49a1"},
-    {file = "grpcio_tools-1.65.1-cp310-cp310-win_amd64.whl", hash = "sha256:edb4731b4ad068c3c48d52bbfa1404236cbcdd2524eb01a655e8adfadc2f0034"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-linux_armv7l.whl", hash = "sha256:fabbc0698cf0c614059c3e103b06c74d07190e9c7518f457703e98617ed467c0"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:ee1353c741f8f2fcf4fcce8764d4570e2d7c3025cc4c918a0c6532c18b6cbac5"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-manylinux_2_17_aarch64.whl", hash = "sha256:f49acf17ae7b1a35b5e0e5907ed9b70c042b3e7ab8769ea9fd26f20b2b888743"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c50895d383d41a379f9a235ce6d14c6639f36d43bf71c7148bf8a114a8f0936a"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c394cf5b77eb71ff5c0ab857877f59dfee080cc95fb24d47e97d3965aaaf3c64"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:e24819f8d11fc9e6bad1e13a1d7fddd6027ed2a1aad583f093cfe027852ff3f9"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2ec7e376f3f53e7ab90614d5a2404c19c7902750bcc5bed8219ab864f9bc1c4b"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-win32.whl", hash = "sha256:9b6dbddca8e399ad96d263b786d0803acc67194cb80d01117691a9f239ac8dc9"},
-    {file = "grpcio_tools-1.65.1-cp311-cp311-win_amd64.whl", hash = "sha256:3135888461888dcc7b358c17d60f32654cb36daf02bb805c84c0f8ab550743eb"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-linux_armv7l.whl", hash = "sha256:b8fe0bd8e63a4dd84c022ccbb6057e9f3c338e036a1b95c2a6dbcc928c35b4f9"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:bfb1a5e429756cdc9ce7183cca24a90bd7e68626379c83ea065bb30125d7aca4"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-manylinux_2_17_aarch64.whl", hash = "sha256:4dde0d90f96e29670c58a08aeeac61da49792f71602cb7421943be8918857a2a"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a89203d864dd024c4a13032f2df792eb465c63c224f9b82460d53f0cf30a3d16"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7813a67cb427847e1a88d4fd4cbabfd2ed272455bd78b4f417377361d3b8edbd"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:33e4c602221f91c1d87c4574c496621f11826d4f8867f31f4c4c2ff1b144a777"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:fd2fe61d40e7421dc64c90912e29c05f1c419dd7a90452c84a1b456e06bd8530"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-win32.whl", hash = "sha256:013017df92d6165e1556a17c618cf22471ef131fb614b428683730968b54b46d"},
-    {file = "grpcio_tools-1.65.1-cp312-cp312-win_amd64.whl", hash = "sha256:1ab64a9af7ce0aeb639a77423fa99de91863a0b8ce0e43fc50f57fc460a0d30e"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-linux_armv7l.whl", hash = "sha256:a95fd13dc17b065a934f00a0b99078de7773d4743772312efc8e75521ab62f7b"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:e44c69c029614fc61da2701587299fe19e52031aa1fba2a69a02c2dd77f903fe"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-manylinux_2_17_aarch64.whl", hash = "sha256:196e12c18f0ebe5ac7f5446fc1daef8d9c69ba40a987a1f8379bfdf6c32e54af"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:881ccc523a171235bb6b1d8e965c2f11e525b54eb1d66aeb8fea5a72f84d6e02"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d5a12e0bd2a0f33af11e11d89f19cddea66568716b53b77f3f5dc605ceb32e0"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:1d8671d82449206ef040756a14484b0c5189615a0aac5f4734ad3d023d07d4b1"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:dc904f0de72eecbd024c111caa3e3165522349ff3c89361e4cbf06035c93061a"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-win32.whl", hash = "sha256:b6e45377dbe50c7a737d81620841b8c3f3a1650c76cb56a87b5b0414d10f9987"},
-    {file = "grpcio_tools-1.65.1-cp38-cp38-win_amd64.whl", hash = "sha256:5c9b4d95d2623b8b9435103305c3d375f8b4a266ee6fbbf29b5f4a57a8405047"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-linux_armv7l.whl", hash = "sha256:4b0714458a6a3a1ed587271f3e7c301b735ccbdd7946071a1d85a6d0aabcb57a"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:1ece34ebb677a869606200812653f274757844754f0b684e59d61244b194f002"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-manylinux_2_17_aarch64.whl", hash = "sha256:4887af67ff130174fa7fb420ee985d38659a7c960053639de28980003fe710eb"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d99945dc53daa7987ae8c33227f96697ccc4d0a4a1ca6c366e28fcc9fc1c55fb"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68d14cbd135541366bbef18c1d463f5d560878629f1901cae03777dad87755d9"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:bc55edf7a0af0ad7384887845b6498fdb1a75d3633d11807f953cac531a34588"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:074fce3b96a5c59ed526bdd07c04c6243c07b13278388837a0540840ae10bf5b"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-win32.whl", hash = "sha256:004232fa8ef82298eeb01b391d708b3a89317910e2f7c623b566aea0448c8dcc"},
-    {file = "grpcio_tools-1.65.1-cp39-cp39-win_amd64.whl", hash = "sha256:9cc6f342b8e8a2aa801d2d1640290a47563d8bb1a802671191dc3fc218747da3"},
-    {file = "grpcio_tools-1.65.1.tar.gz", hash = "sha256:24cffe8bc90fb8237f0bcf240bd6c70304255fe27b69db32601499a043f871be"},
-]
-
-[package.dependencies]
-grpcio = ">=1.65.1"
-protobuf = ">=5.26.1,<6.0dev"
-setuptools = "*"
-
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -312,7 +251,7 @@ idna = "*"
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -359,7 +298,7 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy ; platform_python_implementation != \"PyPy\"", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -392,6 +331,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.12\""
 files = [
     {file = "numpy-2.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:04494f6ec467ccb5369d1808570ae55f6ed9b5809d7f035059000a37b8d7e86f"},
     {file = "numpy-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2635dbd200c2d6faf2ef9a0d04f0ecc6b13b3cad54f7c67c61155138835515d2"},
@@ -440,6 +380,89 @@ files = [
     {file = "numpy-2.0.0.tar.gz", hash = "sha256:cf5d1c9e6837f8af9f92b6bd3e86d513cdc11f60fd62185cc49ec7d1aba34864"},
 ]
 
+[[package]]
+name = "numpy"
+version = "2.4.0"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.11"
+groups = ["test"]
+markers = "python_version >= \"3.13\""
+files = [
+    {file = "numpy-2.4.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:316b2f2584682318539f0bcaca5a496ce9ca78c88066579ebd11fd06f8e4741e"},
+    {file = "numpy-2.4.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a2718c1de8504121714234b6f8241d0019450353276c88b9453c9c3d92e101db"},
+    {file = "numpy-2.4.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:21555da4ec4a0c942520ead42c3b0dc9477441e085c42b0fbdd6a084869a6f6b"},
+    {file = "numpy-2.4.0-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:413aa561266a4be2d06cd2b9665e89d9f54c543f418773076a76adcf2af08bc7"},
+    {file = "numpy-2.4.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0feafc9e03128074689183031181fac0897ff169692d8492066e949041096548"},
+    {file = "numpy-2.4.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a8fdfed3deaf1928fb7667d96e0567cdf58c2b370ea2ee7e586aa383ec2cb346"},
+    {file = "numpy-2.4.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e06a922a469cae9a57100864caf4f8a97a1026513793969f8ba5b63137a35d25"},
+    {file = "numpy-2.4.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:927ccf5cd17c48f801f4ed43a7e5673a2724bd2171460be3e3894e6e332ef83a"},
+    {file = "numpy-2.4.0-cp311-cp311-win32.whl", hash = "sha256:882567b7ae57c1b1a0250208cc21a7976d8cbcc49d5a322e607e6f09c9e0bd53"},
+    {file = "numpy-2.4.0-cp311-cp311-win_amd64.whl", hash = "sha256:8b986403023c8f3bf8f487c2e6186afda156174d31c175f747d8934dfddf3479"},
+    {file = "numpy-2.4.0-cp311-cp311-win_arm64.whl", hash = "sha256:3f3096405acc48887458bbf9f6814d43785ac7ba2a57ea6442b581dedbc60ce6"},
+    {file = "numpy-2.4.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2a8b6bb8369abefb8bd1801b054ad50e02b3275c8614dc6e5b0373c305291037"},
+    {file = "numpy-2.4.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2e284ca13d5a8367e43734148622caf0b261b275673823593e3e3634a6490f83"},
+    {file = "numpy-2.4.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:49ff32b09f5aa0cd30a20c2b39db3e669c845589f2b7fc910365210887e39344"},
+    {file = "numpy-2.4.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:36cbfb13c152b1c7c184ddac43765db8ad672567e7bafff2cc755a09917ed2e6"},
+    {file = "numpy-2.4.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:35ddc8f4914466e6fc954c76527aa91aa763682a4f6d73249ef20b418fe6effb"},
+    {file = "numpy-2.4.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dc578891de1db95b2a35001b695451767b580bb45753717498213c5ff3c41d63"},
+    {file = "numpy-2.4.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:98e81648e0b36e325ab67e46b5400a7a6d4a22b8a7c8e8bbfe20e7db7906bf95"},
+    {file = "numpy-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:d57b5046c120561ba8fa8e4030fbb8b822f3063910fa901ffadf16e2b7128ad6"},
+    {file = "numpy-2.4.0-cp312-cp312-win32.whl", hash = "sha256:92190db305a6f48734d3982f2c60fa30d6b5ee9bff10f2887b930d7b40119f4c"},
+    {file = "numpy-2.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:680060061adb2d74ce352628cb798cfdec399068aa7f07ba9fb818b2b3305f98"},
+    {file = "numpy-2.4.0-cp312-cp312-win_arm64.whl", hash = "sha256:39699233bc72dd482da1415dcb06076e32f60eddc796a796c5fb6c5efce94667"},
+    {file = "numpy-2.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a152d86a3ae00ba5f47b3acf3b827509fd0b6cb7d3259665e63dafbad22a75ea"},
+    {file = "numpy-2.4.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:39b19251dec4de8ff8496cd0806cbe27bf0684f765abb1f4809554de93785f2d"},
+    {file = "numpy-2.4.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:009bd0ea12d3c784b6639a8457537016ce5172109e585338e11334f6a7bb88ee"},
+    {file = "numpy-2.4.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:5fe44e277225fd3dff6882d86d3d447205d43532c3627313d17e754fb3905a0e"},
+    {file = "numpy-2.4.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f935c4493eda9069851058fa0d9e39dbf6286be690066509305e52912714dbb2"},
+    {file = "numpy-2.4.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8cfa5f29a695cb7438965e6c3e8d06e0416060cf0d709c1b1c1653a939bf5c2a"},
+    {file = "numpy-2.4.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ba0cb30acd3ef11c94dc27fbfba68940652492bc107075e7ffe23057f9425681"},
+    {file = "numpy-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:60e8c196cd82cbbd4f130b5290007e13e6de3eca79f0d4d38014769d96a7c475"},
+    {file = "numpy-2.4.0-cp313-cp313-win32.whl", hash = "sha256:5f48cb3e88fbc294dc90e215d86fbaf1c852c63dbdb6c3a3e63f45c4b57f7344"},
+    {file = "numpy-2.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:a899699294f28f7be8992853c0c60741f16ff199205e2e6cdca155762cbaa59d"},
+    {file = "numpy-2.4.0-cp313-cp313-win_arm64.whl", hash = "sha256:9198f447e1dc5647d07c9a6bbe2063cc0132728cc7175b39dbc796da5b54920d"},
+    {file = "numpy-2.4.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:74623f2ab5cc3f7c886add4f735d1031a1d2be4a4ae63c0546cfd74e7a31ddf6"},
+    {file = "numpy-2.4.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:0804a8e4ab070d1d35496e65ffd3cf8114c136a2b81f61dfab0de4b218aacfd5"},
+    {file = "numpy-2.4.0-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:02a2038eb27f9443a8b266a66911e926566b5a6ffd1a689b588f7f35b81e7dc3"},
+    {file = "numpy-2.4.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1889b3a3f47a7b5bee16bc25a2145bd7cb91897f815ce3499db64c7458b6d91d"},
+    {file = "numpy-2.4.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:85eef4cb5625c47ee6425c58a3502555e10f45ee973da878ac8248ad58c136f3"},
+    {file = "numpy-2.4.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6dc8b7e2f4eb184b37655195f421836cfae6f58197b67e3ffc501f1333d993fa"},
+    {file = "numpy-2.4.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:44aba2f0cafd287871a495fb3163408b0bd25bbce135c6f621534a07f4f7875c"},
+    {file = "numpy-2.4.0-cp313-cp313t-win32.whl", hash = "sha256:20c115517513831860c573996e395707aa9fb691eb179200125c250e895fcd93"},
+    {file = "numpy-2.4.0-cp313-cp313t-win_amd64.whl", hash = "sha256:b48e35f4ab6f6a7597c46e301126ceba4c44cd3280e3750f85db48b082624fa4"},
+    {file = "numpy-2.4.0-cp313-cp313t-win_arm64.whl", hash = "sha256:4d1cfce39e511069b11e67cd0bd78ceff31443b7c9e5c04db73c7a19f572967c"},
+    {file = "numpy-2.4.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:c95eb6db2884917d86cde0b4d4cf31adf485c8ec36bf8696dd66fa70de96f36b"},
+    {file = "numpy-2.4.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:65167da969cd1ec3a1df31cb221ca3a19a8aaa25370ecb17d428415e93c1935e"},
+    {file = "numpy-2.4.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:3de19cfecd1465d0dcf8a5b5ea8b3155b42ed0b639dba4b71e323d74f2a3be5e"},
+    {file = "numpy-2.4.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:6c05483c3136ac4c91b4e81903cb53a8707d316f488124d0398499a4f8e8ef51"},
+    {file = "numpy-2.4.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:36667db4d6c1cea79c8930ab72fadfb4060feb4bfe724141cd4bd064d2e5f8ce"},
+    {file = "numpy-2.4.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9a818668b674047fd88c4cddada7ab8f1c298812783e8328e956b78dc4807f9f"},
+    {file = "numpy-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1ee32359fb7543b7b7bd0b2f46294db27e29e7bbdf70541e81b190836cd83ded"},
+    {file = "numpy-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e493962256a38f58283de033d8af176c5c91c084ea30f15834f7545451c42059"},
+    {file = "numpy-2.4.0-cp314-cp314-win32.whl", hash = "sha256:6bbaebf0d11567fa8926215ae731e1d58e6ec28a8a25235b8a47405d301332db"},
+    {file = "numpy-2.4.0-cp314-cp314-win_amd64.whl", hash = "sha256:3d857f55e7fdf7c38ab96c4558c95b97d1c685be6b05c249f5fdafcbd6f9899e"},
+    {file = "numpy-2.4.0-cp314-cp314-win_arm64.whl", hash = "sha256:bb50ce5fb202a26fd5404620e7ef820ad1ab3558b444cb0b55beb7ef66cd2d63"},
+    {file = "numpy-2.4.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:355354388cba60f2132df297e2d53053d4063f79077b67b481d21276d61fc4df"},
+    {file = "numpy-2.4.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:1d8f9fde5f6dc1b6fc34df8162f3b3079365468703fee7f31d4e0cc8c63baed9"},
+    {file = "numpy-2.4.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:e0434aa22c821f44eeb4c650b81c7fbdd8c0122c6c4b5a576a76d5a35625ecd9"},
+    {file = "numpy-2.4.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40483b2f2d3ba7aad426443767ff5632ec3156ef09742b96913787d13c336471"},
+    {file = "numpy-2.4.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d9e6a7664ddd9746e20b7325351fe1a8408d0a2bf9c63b5e898290ddc8f09544"},
+    {file = "numpy-2.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ecb0019d44f4cdb50b676c5d0cb4b1eae8e15d1ed3d3e6639f986fc92b2ec52c"},
+    {file = "numpy-2.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:d0ffd9e2e4441c96a9c91ec1783285d80bf835b677853fc2770a89d50c1e48ac"},
+    {file = "numpy-2.4.0-cp314-cp314t-win32.whl", hash = "sha256:77f0d13fa87036d7553bf81f0e1fe3ce68d14c9976c9851744e4d3e91127e95f"},
+    {file = "numpy-2.4.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b1f5b45829ac1848893f0ddf5cb326110604d6df96cdc255b0bf9edd154104d4"},
+    {file = "numpy-2.4.0-cp314-cp314t-win_arm64.whl", hash = "sha256:23a3e9d1a6f360267e8fbb38ba5db355a6a7e9be71d7fce7ab3125e88bb646c8"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:b54c83f1c0c0f1d748dca0af516062b8829d53d1f0c402be24b4257a9c48ada6"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:aabb081ca0ec5d39591fc33018cd4b3f96e1a2dd6756282029986d00a785fba4"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:8eafe7c36c8430b7794edeab3087dec7bf31d634d92f2af9949434b9d1964cba"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:2f585f52b2baf07ff3356158d9268ea095e221371f1074fadea2f42544d58b4d"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:32ed06d0fe9cae27d8fb5f400c63ccee72370599c75e683a6358dd3a4fb50aaf"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:57c540ed8fb1f05cb997c6761cd56db72395b0d6985e90571ff660452ade4f98"},
+    {file = "numpy-2.4.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:a39fb973a726e63223287adc6dafe444ce75af952d711e400f3bf2b36ef55a7b"},
+    {file = "numpy-2.4.0.tar.gz", hash = "sha256:6e504f7b16118198f138ef31ba24d985b124c2c469fe8467007cf30fd992f934"},
+]
+
 [[package]]
 name = "opentelemetry-api"
 version = "1.38.0"
@@ -807,48 +830,61 @@ files = [
 
 [[package]]
 name = "qdrant-client"
-version = "1.10.1"
+version = "1.16.1"
 description = "Client library for the Qdrant vector search engine"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version != \"3.11\" and python_version != \"3.10\" and python_version != \"3.12\" and python_version != \"3.13\" and python_version < \"3.14\""
 files = [
-    {file = "qdrant_client-1.10.1-py3-none-any.whl", hash = "sha256:b9fb8fe50dd168d92b2998be7c6135d5a229b3a3258ad158cc69c8adf9ff1810"},
-    {file = "qdrant_client-1.10.1.tar.gz", hash = "sha256:2284c8c5bb1defb0d9dbacb07d16f344972f395f4f2ed062318476a7951fd84c"},
+    {file = "qdrant_client-1.16.1-py3-none-any.whl", hash = "sha256:1eefe89f66e8a468ba0de1680e28b441e69825cfb62e8fb2e457c15e24ce5e3b"},
+    {file = "qdrant_client-1.16.1.tar.gz", hash = "sha256:676c7c10fd4d4cb2981b8fcb32fd764f5f661b04b7334d024034d07212f971fd"},
 ]
 
 [package.dependencies]
 grpcio = ">=1.41.0"
-grpcio-tools = ">=1.41.0"
 httpx = {version = ">=0.20.0", extras = ["http2"]}
-numpy = [
-    {version = ">=1.21", markers = "python_version >= \"3.8\" and python_version < \"3.12\""},
-    {version = ">=1.26", markers = "python_version >= \"3.12\""},
-]
-portalocker = ">=2.7.0,<3.0.0"
-pydantic = ">=1.10.8"
+numpy = {version = ">=1.21,<2.1.0", markers = "python_version < \"3.10\""}
+portalocker = ">=2.7.0,<4.0"
+protobuf = ">=3.20.0"
+pydantic = ">=1.10.8,<2.0.dev0 || >2.2.0"
 urllib3 = ">=1.26.14,<3"
 
 [package.extras]
-fastembed = ["fastembed (==0.2.7)"]
-fastembed-gpu = ["fastembed-gpu (==0.2.7)"]
+fastembed = ["fastembed (>=0.7,<0.8)"]
+fastembed-gpu = ["fastembed-gpu (>=0.7,<0.8)"]
 
 [[package]]
-name = "setuptools"
-version = "71.0.3"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
+name = "qdrant-client"
+version = "1.16.2"
+description = "Client library for the Qdrant vector search engine"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["test"]
+markers = "python_version >= \"3.10\""
 files = [
-    {file = "setuptools-71.0.3-py3-none-any.whl", hash = "sha256:f501b6e6db709818dc76882582d9c516bf3b67b948864c5fa1d1624c09a49207"},
-    {file = "setuptools-71.0.3.tar.gz", hash = "sha256:3d8531791a27056f4a38cd3e54084d8b1c4228ff9cf3f2d7dd075ec99f9fd70d"},
+    {file = "qdrant_client-1.16.2-py3-none-any.whl", hash = "sha256:442c7ef32ae0f005e88b5d3c0783c63d4912b97ae756eb5e052523be682f17d3"},
+    {file = "qdrant_client-1.16.2.tar.gz", hash = "sha256:ca4ef5f9be7b5eadeec89a085d96d5c723585a391eb8b2be8192919ab63185f0"},
+]
+
+[package.dependencies]
+grpcio = ">=1.41.0"
+httpx = {version = ">=0.20.0", extras = ["http2"]}
+numpy = [
+    {version = ">=1.21", markers = "python_version == \"3.11\""},
+    {version = ">=1.21,<2.3.0", markers = "python_version == \"3.10\""},
+    {version = ">=1.26", markers = "python_version == \"3.12\""},
+    {version = ">=2.1.0", markers = "python_version == \"3.13\""},
+    {version = ">=2.3.0", markers = "python_version >= \"3.14\""},
 ]
+portalocker = ">=2.7.0,<4.0"
+protobuf = ">=3.20.0"
+pydantic = ">=1.10.8,<2.0.dev0 || >2.2.0"
+urllib3 = ">=1.26.14,<3"
 
 [package.extras]
-core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (<7.4)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+fastembed = ["fastembed (>=0.7,<0.8)"]
+fastembed-gpu = ["fastembed-gpu (>=0.7,<0.8)"]
 
 [[package]]
 name = "sniffio"
@@ -915,7 +951,7 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -1014,7 +1050,7 @@ files = [
 
 [package.extras]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
 instruments = []
@@ -1022,4 +1058,4 @@ instruments = []
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<4"
-content-hash = "5fee8afc15eed96bfd3fae1b01d783ef6c0d953c127398d5053a803958ab2b96"
+content-hash = "bdaf3744eee47fb60fc57c24e7f847f44decf76e69d7b8b3948ad738ab15bddc"
diff --git a/packages/opentelemetry-instrumentation-qdrant/pyproject.toml b/packages/opentelemetry-instrumentation-qdrant/pyproject.toml
index 0f3cff396d..fa04d92649 100644
--- a/packages/opentelemetry-instrumentation-qdrant/pyproject.toml
+++ b/packages/opentelemetry-instrumentation-qdrant/pyproject.toml
@@ -34,7 +34,7 @@ autopep8 = "^2.2.0"
 flake8 = "7.0.0"
 
 [tool.poetry.group.test.dependencies]
-qdrant-client = "^1.9.1"
+qdrant-client = "^1.16.1"
 pytest = "^8.2.2"
 pytest-sugar = "1.0.0"
 opentelemetry-sdk = "^1.38.0"
diff --git a/packages/opentelemetry-instrumentation-qdrant/tests/test_qdrant_instrumentation.py b/packages/opentelemetry-instrumentation-qdrant/tests/test_qdrant_instrumentation.py
index b07be02b3b..f5fd50a68f 100644
--- a/packages/opentelemetry-instrumentation-qdrant/tests/test_qdrant_instrumentation.py
+++ b/packages/opentelemetry-instrumentation-qdrant/tests/test_qdrant_instrumentation.py
@@ -3,7 +3,7 @@
 from opentelemetry.semconv_ai import SpanAttributes
 
 
-# This fixture returns an empty in-memroy QdrantClient instance for each test
+# This fixture returns an empty in-memory QdrantClient instance for each test
 @pytest.fixture
 def qdrant():
     yield QdrantClient(location=":memory:")
@@ -40,10 +40,7 @@ def test_qdrant_upsert(exporter, qdrant):
     spans = exporter.get_finished_spans()
     span = next(span for span in spans if span.name == "qdrant.upsert")
 
-    assert (
-        span.attributes.get(SpanAttributes.QDRANT_UPSERT_COLLECTION_NAME)
-        == COLLECTION_NAME
-    )
+    assert span.attributes.get("qdrant.upsert.collection_name") == COLLECTION_NAME
     assert span.attributes.get(SpanAttributes.QDRANT_UPSERT_POINTS_COUNT) == 2
 
 
@@ -69,52 +66,43 @@ def test_qdrant_upload_collection(exporter, qdrant):
     spans = exporter.get_finished_spans()
     span = next(span for span in spans if span.name == "qdrant.upload_collection")
 
-    assert (
-        span.attributes.get(SpanAttributes.QDRANT_UPLOAD_COLLECTION_NAME)
-        == COLLECTION_NAME
-    )
-    assert span.attributes.get(SpanAttributes.QDRANT_UPLOAD_POINTS_COUNT) == 3
+    assert span.attributes.get("qdrant.upload_collection.collection_name") == COLLECTION_NAME
+    assert span.attributes.get("qdrant.upload_collection.points_count") == 3
 
 
-def search(qdrant: QdrantClient):
-    qdrant.search(COLLECTION_NAME, query_vector=[0.1] * EMBEDDING_DIM, limit=1)
+def query_points(qdrant: QdrantClient):
+    qdrant.query_points(COLLECTION_NAME, query=[0.1] * EMBEDDING_DIM, limit=1)
 
 
-def test_qdrant_searchs(exporter, qdrant):
+def test_qdrant_query_points(exporter, qdrant):
     upload_collection(qdrant)
-    search(qdrant)
+    query_points(qdrant)
 
     spans = exporter.get_finished_spans()
-    span = next(span for span in spans if span.name == "qdrant.search")
+    span = next(span for span in spans if span.name == "qdrant.query_points")
 
-    assert (
-        span.attributes.get(SpanAttributes.QDRANT_SEARCH_COLLECTION_NAME)
-        == COLLECTION_NAME
-    )
+    assert span.attributes.get("qdrant.query_points.collection_name") == COLLECTION_NAME
     assert span.attributes.get(SpanAttributes.VECTOR_DB_QUERY_TOP_K) == 1
 
 
-def search_batch(qdrant: QdrantClient):
-    qdrant.search_batch(
+def query_batch_points(qdrant: QdrantClient):
+    qdrant.query_batch_points(
         COLLECTION_NAME,
         requests=[
-            models.SearchRequest(vector=[0.1] * EMBEDDING_DIM, limit=10),
-            models.SearchRequest(vector=[0.2] * EMBEDDING_DIM, limit=5),
-            models.SearchRequest(vector=[0.42] * EMBEDDING_DIM, limit=2),
-            models.SearchRequest(vector=[0.21] * EMBEDDING_DIM, limit=1),
+            models.QueryRequest(query=[0.1] * EMBEDDING_DIM, limit=10),
+            models.QueryRequest(query=[0.2] * EMBEDDING_DIM, limit=5),
+            models.QueryRequest(query=[0.42] * EMBEDDING_DIM, limit=2),
+            models.QueryRequest(query=[0.21] * EMBEDDING_DIM, limit=1),
         ],
     )
 
 
-def test_qdrant_search(exporter, qdrant):
+def test_qdrant_query_batch_points(exporter, qdrant):
     upload_collection(qdrant)
-    search_batch(qdrant)
+    query_batch_points(qdrant)
 
     spans = exporter.get_finished_spans()
-    span = next(span for span in spans if span.name == "qdrant.search_batch")
+    span = next(span for span in spans if span.name == "qdrant.query_batch_points")
 
-    assert (
-        span.attributes.get(SpanAttributes.QDRANT_SEARCH_BATCH_COLLECTION_NAME)
-        == COLLECTION_NAME
-    )
-    assert span.attributes.get(SpanAttributes.QDRANT_SEARCH_BATCH_REQUESTS_COUNT) == 4
+    assert span.attributes.get("qdrant.query_batch_points.collection_name") == COLLECTION_NAME
+    assert span.attributes.get("qdrant.query_batch_points.requests_count") == 4