feat: qdrant generic client (#3377)

### Qdrant Client

* Add core client with collection, search, and document APIs (sync + async)
* Refactor utilities, types, and vector params (default 384-dim)
* Improve error handling with `ClientMethodMismatchError`
* Add score normalization, async embeddings, and optional `qdrant-client` dep
* Expand tests and type safety throughout

uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.10, <3.14"
 resolution-markers = [
     "python_full_version >= '3.13' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
@@ -749,6 +749,9 @@ pandas = [
 pdfplumber = [
     { name = "pdfplumber" },
 ]
+qdrant = [
+    { name = "qdrant-client", extra = ["fastembed"] },
+]
 tools = [
     { name = "crewai-tools" },
 ]
@@ -801,6 +804,7 @@ requires-dist = [
     { name = "pyjwt", specifier = ">=2.9.0" },
     { name = "python-dotenv", specifier = ">=1.0.0" },
     { name = "pyvis", specifier = ">=0.3.2" },
+    { name = "qdrant-client", extras = ["fastembed"], marker = "extra == 'qdrant'", specifier = ">=1.14.3" },
     { name = "regex", specifier = ">=2024.9.11" },
     { name = "tiktoken", marker = "extra == 'embeddings'", specifier = "~=0.8.0" },
     { name = "tokenizers", specifier = ">=0.20.3" },
@@ -808,7 +812,7 @@ requires-dist = [
     { name = "tomli-w", specifier = ">=1.1.0" },
     { name = "uv", specifier = ">=0.4.25" },
 ]
-provides-extras = ["aisuite", "docling", "embeddings", "mem0", "openpyxl", "pandas", "pdfplumber", "tools"]
+provides-extras = ["aisuite", "docling", "embeddings", "mem0", "openpyxl", "pandas", "pdfplumber", "qdrant", "tools"]
 
 [package.metadata.requires-dev]
 dev = [
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+    { name = "loguru" },
+    { name = "mmh3" },
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+    { name = "onnxruntime" },
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+    { name = "requests" },
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+    { name = "tqdm" },
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 name = "filelock"
 version = "3.18.0"
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 name = "lxml"
 version = "5.4.0"
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