From 88fbeab18924caa02da37f7d0b7b9636389e1903 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 19:16:39 -0400
Subject: [PATCH 01/12] chore: update project classifiers

---
 pyproject.toml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index cae708a..5772426 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,9 +10,10 @@ authors = [
 requires-python = ">=3.9"
 readme = "README.md"
 classifiers = [
-    "Development Status :: 2 - Pre-Alpha",
+    "Development Status :: 4 - Beta",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: MIT License",
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
@@ -20,6 +21,10 @@ classifiers = [
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
     "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Scientific/Engineering :: Information Analysis",
+    "Topic :: Text Processing :: Indexing",
+    "Topic :: Software Development :: Libraries :: Python Modules",
+    "Natural Language :: English",
 ]
 dependencies = [
     "openai>=1.12.0",

From 21d28169955d18e6bd0137ae50ad7b4bb7767b09 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 19:31:39 -0400
Subject: [PATCH 02/12] chore: update dependencies

---
 pyproject.toml   |   3 +-
 requirements.txt |  89 +++-----------------------------
 uv.lock          | 129 +++++++----------------------------------------
 3 files changed, 28 insertions(+), 193 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 5772426..9b5e032 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,7 +29,6 @@ classifiers = [
 dependencies = [
     "openai>=1.12.0",
     "qdrant-client>=1.7.0",
-    "pymongo>=4.6.0",
     "pdfplumber>=0.10.3",
     "PyPDF2>=3.0.1",
     "tiktoken>=0.5.2",
@@ -37,6 +36,8 @@ dependencies = [
     "python-dotenv>=1.0.0",
     "cohere>=4.47.0",
     "pydantic>=2.5.0",
+    "requests>=2.32.5",
+    "rank-bm25>=0.2.2",
 ]
 
 [project.urls]
diff --git a/requirements.txt b/requirements.txt
index 2e89754..0fbb513 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -269,14 +269,6 @@ distro==1.9.0 \
     --hash=sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed \
     --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
     # via openai
-dnspython==2.7.0 ; python_full_version < '3.10' \
-    --hash=sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86 \
-    --hash=sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1
-    # via pymongo
-dnspython==2.8.0 ; python_full_version >= '3.10' \
-    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
-    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
-    # via pymongo
 exceptiongroup==1.3.0 ; python_full_version < '3.11' \
     --hash=sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10 \
     --hash=sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88
@@ -717,6 +709,7 @@ numpy==2.0.2 ; python_full_version < '3.10' \
     # via
     #   insta-rag
     #   qdrant-client
+    #   rank-bm25
 numpy==2.2.6 ; python_full_version == '3.10.*' \
     --hash=sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff \
     --hash=sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47 \
@@ -776,6 +769,7 @@ numpy==2.2.6 ; python_full_version == '3.10.*' \
     # via
     #   insta-rag
     #   qdrant-client
+    #   rank-bm25
 numpy==2.3.4 ; python_full_version >= '3.11' \
     --hash=sha256:035796aaaddfe2f9664b9a9372f089cfc88bd795a67bd1bfe15e6e770934cf64 \
     --hash=sha256:043885b4f7e6e232d7df4f51ffdef8c36320ee9d5f227b380ea636722c7ed12e \
@@ -854,6 +848,7 @@ numpy==2.3.4 ; python_full_version >= '3.11' \
     # via
     #   insta-rag
     #   qdrant-client
+    #   rank-bm25
 openai==2.5.0 \
     --hash=sha256:21380e5f52a71666dbadbf322dd518bdf2b9d11ed0bb3f96bea17310302d6280 \
     --hash=sha256:f8fa7611f96886a0f31ac6b97e58bc0ada494b255ee2cfd51c8eb502cfcb4814
@@ -1235,79 +1230,6 @@ pydantic-core==2.41.4 \
     # via
     #   cohere
     #   pydantic
-pymongo==4.15.3 \
-    --hash=sha256:07bcc36d11252f24fe671e7e64044d39a13d997b0502c6401161f28cc144f584 \
-    --hash=sha256:09440e78dff397b2f34a624f445ac8eb44c9756a2688b85b3bf344d351d198e1 \
-    --hash=sha256:1246a82fa6dd73ac2c63aa7e463752d5d1ca91e0c7a23396b78f21273befd3a7 \
-    --hash=sha256:17d13458baf4a6a9f2e787d95adf8ec50d412accb9926a044bd1c41029c323b2 \
-    --hash=sha256:17fc94d1e067556b122eeb09e25c003268e8c0ea1f2f78e745b33bb59a1209c4 \
-    --hash=sha256:1f681722c9f27e86c49c2e8a838e61b6ecf2285945fd1798bd01458134257834 \
-    --hash=sha256:21c0a95a4db72562fd0805e2f76496bf432ba2e27a5651f4b9c670466260c258 \
-    --hash=sha256:292fd5a3f045751a823a54cdea75809b2216a62cc5f74a1a96b337db613d46a8 \
-    --hash=sha256:2c96dde79bdccd167b930a709875b0cd4321ac32641a490aebfa10bdcd0aa99b \
-    --hash=sha256:2f3d66f7c495efc3cfffa611b36075efe86da1860a7df75522a6fe499ee10383 \
-    --hash=sha256:2fd3b99520f2bb013960ac29dece1b43f2f1b6d94351ca33ba1b1211ecf79a09 \
-    --hash=sha256:300eaf83ad053e51966be1839324341b08eaf880d3dc63ada7942d5912e09c49 \
-    --hash=sha256:3561fa96c3123275ec5ccf919e595547e100c412ec0894e954aa0da93ecfdb9e \
-    --hash=sha256:390c4954c774eda280898e73aea36482bf20cba3ecb958dbb86d6a68b9ecdd68 \
-    --hash=sha256:39a13d8f7141294404ce46dfbabb2f2d17e9b1192456651ae831fa351f86fbeb \
-    --hash=sha256:446417a34ff6c2411ce3809e17ce9a67269c9f1cb4966b01e49e0c590cc3c6b3 \
-    --hash=sha256:45aebbd369ca79b7c46eaea5b04d2e4afca4eda117b68965a07a9da05d774e4d \
-    --hash=sha256:47ffb068e16ae5e43580d5c4e3b9437f05414ea80c32a1e5cac44a835859c259 \
-    --hash=sha256:482ca9b775747562ce1589df10c97a0e62a604ce5addf933e5819dd967c5e23c \
-    --hash=sha256:49fd6e158cf75771b2685a8a221a40ab96010ae34dd116abd06371dc6c38ab60 \
-    --hash=sha256:4a0a054e9937ec8fdb465835509b176f6b032851c8648f6a5d1b19932d0eacd6 \
-    --hash=sha256:52f40c4b8c00bc53d4e357fe0de13d031c4cddb5d201e1a027db437e8d2887f8 \
-    --hash=sha256:58d0f4123855f05c0649f9b8ee083acc5b26e7f4afde137cd7b8dc03e9107ff3 \
-    --hash=sha256:5bf879a6ed70264574d4d8fb5a467c2a64dc76ecd72c0cb467c4464f849c8c77 \
-    --hash=sha256:5c78237e878e0296130e398151b0d4aa6c9eaf82e38fb6e0aaae2029bc7ef0ce \
-    --hash=sha256:5c85a4c72b7965033f95c94c42dac27d886c01dbc23fe337ccb14f052a0ccc29 \
-    --hash=sha256:5f6feb678f26171f2a6b2cbb340949889154c7067972bd4cc129b62161474f08 \
-    --hash=sha256:6a054d282dd922ac400b6f47ea3ef58d8b940968d76d855da831dc739b7a04de \
-    --hash=sha256:71413cd8f091ae25b1fec3af7c2e531cf9bdb88ce4079470e64835f6a664282a \
-    --hash=sha256:76a8d4de8dceb69f6e06736198ff6f7e1149515ef946f192ff2594d2cc98fc53 \
-    --hash=sha256:77353978be9fc9e5fe56369682efed0aac5f92a2a1570704d62b62a3c9e1a24f \
-    --hash=sha256:7a981271347623b5319932796690c2d301668ac3a1965974ac9f5c3b8a22cea5 \
-    --hash=sha256:7c0fd3de3a12ff0a8113a3f64cedb01f87397ab8eaaffa88d7f18ca66cd39385 \
-    --hash=sha256:7dd2a49f088890ca08930bbf96121443b48e26b02b84ba0a3e1ae2bf2c5a9b48 \
-    --hash=sha256:82a490f1ade4ec6a72068e3676b04c126e3043e69b38ec474a87c6444cf79098 \
-    --hash=sha256:86b1b5b63f4355adffc329733733a9b71fdad88f37a9dc41e163aed2130f9abc \
-    --hash=sha256:89e45d7fa987f4e246cdf43ff001e3f911f73eb19ba9dabc2a6d80df5c97883b \
-    --hash=sha256:8bd6dd736f5d07a825caf52c38916d5452edc0fac7aee43ec67aba6f61c2dbb7 \
-    --hash=sha256:8d4b01a48369ea6d5bc83fea535f56279f806aa3e4991189f0477696dd736289 \
-    --hash=sha256:90ad56bd1d769d2f44af74f0fd0c276512361644a3c636350447994412cbc9a1 \
-    --hash=sha256:9483521c03f6017336f54445652ead3145154e8d3ea06418e52cea57fee43292 \
-    --hash=sha256:959ef69c5e687b6b749fbf2140c7062abdb4804df013ae0507caabf30cba6875 \
-    --hash=sha256:97f9babdb98c31676f97d468f7fe2dc49b8a66fb6900effddc4904c1450196c8 \
-    --hash=sha256:982107c667921e896292f4be09c057e2f1a40c645c9bfc724af5dd5fb8398094 \
-    --hash=sha256:9897a837677e3814873d0572f7e5d53c23ce18e274f3b5b87f05fb6eea22615b \
-    --hash=sha256:9b03db2fe37c950aff94b29ded5c349b23729bccd90a0a5907bbf807d8c77298 \
-    --hash=sha256:9bc9f99e7702fdb0dcc3ff1dd490adc5d20b3941ad41e58f887d4998b9922a14 \
-    --hash=sha256:9df2db6bd91b07400879b6ec89827004c0c2b55fc606bb62db93cafb7677c340 \
-    --hash=sha256:a47a3218f7900f65bf0f36fcd1f2485af4945757360e7e143525db9d715d2010 \
-    --hash=sha256:b33d59bf6fa1ca1d7d96d4fccff51e41312358194190d53ef70a84c070f5287e \
-    --hash=sha256:b3a0ec660d61efb91c16a5962ec937011fe3572c4338216831f102e53d294e5c \
-    --hash=sha256:b63bac343b79bd209e830aac1f5d9d552ff415f23a924d3e51abbe3041265436 \
-    --hash=sha256:bd0497c564b0ae34fb816464ffc09986dd9ca29e2772a0f7af989e472fecc2ad \
-    --hash=sha256:c4fdd8e6eab8ff77c1c8041792b5f760d48508623cd10b50d5639e73f1eec049 \
-    --hash=sha256:c57dad9f289d72af1d7c47a444c4d9fa401f951cedbbcc54c7dd0c2107d6d786 \
-    --hash=sha256:c7eb497519f42ac89c30919a51f80e68a070cfc2f3b0543cac74833cd45a6b9c \
-    --hash=sha256:cfa4a0a0f024a0336640e1201994e780a17bda5e6a7c0b4d23841eb9152e868b \
-    --hash=sha256:d09d895c7f08bcbed4d2e96a00e52e9e545ae5a37b32d2dc10099b205a21fc6d \
-    --hash=sha256:d2d4ca446348d850ac4a5c3dc603485640ae2e7805dbb90765c3ba7d79129b37 \
-    --hash=sha256:d66da207ccb0d68c5792eaaac984a0d9c6c8ec609c6bcfa11193a35200dc5992 \
-    --hash=sha256:dc583a1130e2516440b93bb2ecb55cfdac6d5373615ae472a9d1f26801f58749 \
-    --hash=sha256:dcff15b9157c16bc796765d4d3d151df669322acfb0357e4c3ccd056153f0ff4 \
-    --hash=sha256:de3bc878c3be54ae41c2cabc9e9407549ed4fec41f4e279c04e840dddd7c630c \
-    --hash=sha256:e7cde58ef6470c0da922b65e885fb1ffe04deef81e526bd5dea429290fa358ca \
-    --hash=sha256:e84dec392cf5f72d365e0aac73f627b0a3170193ebb038c3f7e7df11b7983ee7 \
-    --hash=sha256:f6b0513e5765fdde39f36e6a29a36c67071122b5efa748940ae51075beb5e4bc \
-    --hash=sha256:fae552767d8e5153ed498f1bca92d905d0d46311d831eefb0f06de38f7695c95 \
-    --hash=sha256:fb384623ece34db78d445dd578a52d28b74e8319f4d9535fbaff79d0eae82b3d \
-    --hash=sha256:fe4bcb8acfb288e238190397d4a699aeb4adb70e8545a6f4e44f99d4e8096ab1 \
-    --hash=sha256:ff99864085d2c7f4bb672c7167680ceb7d273e9a93c1a8074c986a36dbb71cc6 \
-    --hash=sha256:ffe217d2502f3fba4e2b0dc015ce3b34f157b66dfe96835aa64432e909dd0d95
-    # via insta-rag
 pypdf2==3.0.1 \
     --hash=sha256:a74408f69ba6271f71b9352ef4ed03dc53a31aa404d29b5d31f53bfecfee1440 \
     --hash=sha256:d16e4205cfee272fbdc0568b68d82be796540b1537508cef59388f839c191928
@@ -1430,6 +1352,10 @@ questionary==2.1.1 \
     --hash=sha256:3d7e980292bb0107abaa79c68dd3eee3c561b83a0f89ae482860b181c8bd412d \
     --hash=sha256:a51af13f345f1cdea62347589fbb6df3b290306ab8930713bfae4d475a7d4a59
     # via commitizen
+rank-bm25==0.2.2 \
+    --hash=sha256:096ccef76f8188563419aaf384a02f0ea459503fdf77901378d4fd9d87e5e51d \
+    --hash=sha256:7bd4a95571adadfc271746fa146a4bcfd89c0cf731e49c3d1ad863290adbe8ae
+    # via insta-rag
 regex==2025.9.18 \
     --hash=sha256:032720248cbeeae6444c269b78cb15664458b7bb9ed02401d3da59fe4d68c3a5 \
     --hash=sha256:039a9d7195fd88c943d7c777d4941e8ef736731947becce773c31a1009cb3c35 \
@@ -1553,6 +1479,7 @@ requests==2.32.5 \
     # via
     #   cohere
     #   huggingface-hub
+    #   insta-rag
     #   tiktoken
 ruff==0.14.0 \
     --hash=sha256:16b68e183a0e28e5c176d51004aaa40559e8f90065a10a559176713fcf435206 \
diff --git a/uv.lock b/uv.lock
index bc453a9..3aeb633 100644
--- a/uv.lock
+++ b/uv.lock
@@ -387,33 +387,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
 ]
 
-[[package]]
-name = "dnspython"
-version = "2.7.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.10'",
-]
-sdist = { url = "https://files.pythonhosted.org/packages/b5/4a/263763cb2ba3816dd94b08ad3a33d5fdae34ecb856678773cc40a3605829/dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1", size = 345197, upload-time = "2024-10-05T20:14:59.362Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/68/1b/e0a87d256e40e8c888847551b20a017a6b98139178505dc7ffb96f04e954/dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86", size = 313632, upload-time = "2024-10-05T20:14:57.687Z" },
-]
-
-[[package]]
-name = "dnspython"
-version = "2.8.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.13'",
-    "python_full_version == '3.12.*'",
-    "python_full_version == '3.11.*'",
-    "python_full_version == '3.10.*'",
-]
-sdist = { url = "https://files.pythonhosted.org/packages/8c/8b/57666417c0f90f08bcafa776861060426765fdb422eb10212086fb811d26/dnspython-2.8.0.tar.gz", hash = "sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f", size = 368251, upload-time = "2025-09-07T18:58:00.022Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/ba/5a/18ad964b0086c6e62e2e7500f7edc89e3faa45033c71c1893d34eed2b2de/dnspython-2.8.0-py3-none-any.whl", hash = "sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af", size = 331094, upload-time = "2025-09-07T18:57:58.071Z" },
-]
-
 [[package]]
 name = "exceptiongroup"
 version = "1.3.0"
@@ -726,10 +699,11 @@ dependencies = [
     { name = "openai" },
     { name = "pdfplumber" },
     { name = "pydantic" },
-    { name = "pymongo" },
     { name = "pypdf2" },
     { name = "python-dotenv" },
     { name = "qdrant-client" },
+    { name = "rank-bm25" },
+    { name = "requests" },
     { name = "tiktoken" },
 ]
 
@@ -748,10 +722,11 @@ requires-dist = [
     { name = "openai", specifier = ">=1.12.0" },
     { name = "pdfplumber", specifier = ">=0.10.3" },
     { name = "pydantic", specifier = ">=2.5.0" },
-    { name = "pymongo", specifier = ">=4.6.0" },
     { name = "pypdf2", specifier = ">=3.0.1" },
     { name = "python-dotenv", specifier = ">=1.0.0" },
     { name = "qdrant-client", specifier = ">=1.7.0" },
+    { name = "rank-bm25", specifier = ">=0.2.2" },
+    { name = "requests", specifier = ">=2.32.5" },
     { name = "tiktoken", specifier = ">=0.5.2" },
 ]
 
@@ -1700,88 +1675,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/48/f7/925f65d930802e3ea2eb4d5afa4cb8730c8dc0d2cb89a59dc4ed2fcb2d74/pydantic_core-2.41.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c173ddcd86afd2535e2b695217e82191580663a1d1928239f877f5a1649ef39f", size = 2147775, upload-time = "2025-10-14T10:23:45.406Z" },
 ]
 
-[[package]]
-name = "pymongo"
-version = "4.15.3"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dnspython", version = "2.7.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "dnspython", version = "2.8.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
-]
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-]
-
 [[package]]
 name = "pypdf2"
 version = "3.0.1"
@@ -1953,6 +1846,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3c/26/1062c7ec1b053db9e499b4d2d5bc231743201b74051c973dadeac80a8f43/questionary-2.1.1-py3-none-any.whl", hash = "sha256:a51af13f345f1cdea62347589fbb6df3b290306ab8930713bfae4d475a7d4a59", size = 36753, upload-time = "2025-08-28T19:00:19.56Z" },
 ]
 
+[[package]]
+name = "rank-bm25"
+version = "0.2.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
+    { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fc/0a/f9579384aa017d8b4c15613f86954b92a95a93d641cc849182467cf0bb3b/rank_bm25-0.2.2.tar.gz", hash = "sha256:096ccef76f8188563419aaf384a02f0ea459503fdf77901378d4fd9d87e5e51d", size = 8347, upload-time = "2022-02-16T12:10:52.196Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/21/f691fb2613100a62b3fa91e9988c991e9ca5b89ea31c0d3152a3210344f9/rank_bm25-0.2.2-py3-none-any.whl", hash = "sha256:7bd4a95571adadfc271746fa146a4bcfd89c0cf731e49c3d1ad863290adbe8ae", size = 8584, upload-time = "2022-02-16T12:10:50.626Z" },
+]
+
 [[package]]
 name = "regex"
 version = "2025.9.18"

From 7544ba3a53d3d251aa1163938514b310a2b510ef Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 19:38:41 -0400
Subject: [PATCH 03/12] fix: add license files and update classifiers in
 pyproject.toml

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9b5e032..cd74972 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,11 +9,11 @@ authors = [
 ]
 requires-python = ">=3.9"
 readme = "README.md"
+license-files = ["LICENSE"]
 classifiers = [
     "Development Status :: 4 - Beta",
     "Intended Audience :: Developers",
     "Intended Audience :: Science/Research",
-    "License :: OSI Approved :: MIT License",
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",

From 2de03bb338107ff368a493c13256447963735a07 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 19:50:07 -0400
Subject: [PATCH 04/12] chore: update .gitignore to include virtualenv and test
 environment files

---
 .gitignore | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.gitignore b/.gitignore
index 43f7fea..3b47b8a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -191,9 +191,11 @@ celerybeat.pid
 .venv
 env/
 venv/
+virtualenv/
 ENV/
 env.bak/
 venv.bak/
+virtualenv.bak/
 
 # Spyder project settings
 .spyderproject
@@ -282,3 +284,6 @@ $RECYCLE.BIN/
 *.lnk
 
 # End of https://www.toptal.com/developers/gitignore/api/windows,visualstudiocode,linux,macos,python,git
+
+# Test environment file
+.env.test
\ No newline at end of file

From a0cbdb52b99fc2fcbe25200052ad4ef21a429911 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:00:47 -0400
Subject: [PATCH 05/12] chore: add build-system configuration and update pytest
 dependencies

---
 pyproject.toml   |  14 +
 requirements.txt | 531 ++++++++++++++++++++++++++++++-------
 uv.lock          | 671 +++++++++++++++++++++++++++++++++++++++--------
 3 files changed, 1008 insertions(+), 208 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index cd74972..4a07e9a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,6 +43,10 @@ dependencies = [
 [project.urls]
 Homepage = "https://github.com/AI-Buddy-Catalyst-Labs/insta_rag"
 
+[build-system]
+requires = ["uv_build>=0.9.4,<0.10.0"]
+build-backend = "uv_build"
+
 [tool.ruff]
 # Exclude a variety of commonly ignored directories.
 exclude = [
@@ -135,4 +139,14 @@ dev = [
     "mdformat-ruff>=0.1.3",
     "pre-commit>=4.3.0",
     "ruff>=0.14.0",
+    "pytest>=8.3.2",
+    "pytest-cov>=5.0.0",
+    "pytest-mock>=3.14.0",
+    "pytest-dotenv>=0.5.2",
+]
+
+[tool.pytest.ini_options]
+testpaths = [
+    "tests",
+    "examples",
 ]
diff --git a/requirements.txt b/requirements.txt
index 0fbb513..143eb58 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,6 @@
 # This file was autogenerated by uv via the following command:
 #    uv export --frozen --output-file=requirements.txt
+-e .
 annotated-types==0.7.0 \
     --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
     --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
@@ -10,9 +11,9 @@ anyio==4.11.0 \
     # via
     #   httpx
     #   openai
-argcomplete==3.6.2 \
-    --hash=sha256:65b3133a29ad53fb42c48cf5114752c7ab66c1c38544fdf6460f450c09b42591 \
-    --hash=sha256:d0519b1bc867f5f4f4713c41ad0aba73a4a5f007449716b16f385f2166dc6adf
+argcomplete==3.6.3 \
+    --hash=sha256:62e8ed4fd6a45864acc8235409461b72c9a28ee785a2011cc5eb78318786c89c \
+    --hash=sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce
     # via commitizen
 certifi==2025.10.5 \
     --hash=sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de \
@@ -111,75 +112,105 @@ cfgv==3.4.0 \
     --hash=sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9 \
     --hash=sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560
     # via pre-commit
-charset-normalizer==3.4.3 \
-    --hash=sha256:00237675befef519d9af72169d8604a067d92755e84fe76492fef5441db05b91 \
-    --hash=sha256:02425242e96bcf29a49711b0ca9f37e451da7c70562bc10e8ed992a5a7a25cc0 \
-    --hash=sha256:027b776c26d38b7f15b26a5da1044f376455fb3766df8fc38563b4efbc515154 \
-    --hash=sha256:07a0eae9e2787b586e129fdcbe1af6997f8d0e5abaa0bc98c0e20e124d67e601 \
-    --hash=sha256:0cacf8f7297b0c4fcb74227692ca46b4a5852f8f4f24b3c766dd94a1075c4884 \
-    --hash=sha256:0e78314bdc32fa80696f72fa16dc61168fda4d6a0c014e0380f9d02f0e5d8a07 \
-    --hash=sha256:13faeacfe61784e2559e690fc53fa4c5ae97c6fcedb8eb6fb8d0a15b475d2c64 \
-    --hash=sha256:14c2a87c65b351109f6abfc424cab3927b3bdece6f706e4d12faaf3d52ee5efe \
-    --hash=sha256:1606f4a55c0fd363d754049cdf400175ee96c992b1f8018b993941f221221c5f \
-    --hash=sha256:16a8770207946ac75703458e2c743631c79c59c5890c80011d536248f8eaa432 \
-    --hash=sha256:18343b2d246dc6761a249ba1fb13f9ee9a2bcd95decc767319506056ea4ad4dc \
-    --hash=sha256:18b97b8404387b96cdbd30ad660f6407799126d26a39ca65729162fd810a99aa \
-    --hash=sha256:1bb60174149316da1c35fa5233681f7c0f9f514509b8e399ab70fea5f17e45c9 \
-    --hash=sha256:1e8ac75d72fa3775e0b7cb7e4629cec13b7514d928d15ef8ea06bca03ef01cae \
-    --hash=sha256:1ef99f0456d3d46a50945c98de1774da86f8e992ab5c77865ea8b8195341fc19 \
-    --hash=sha256:2001a39612b241dae17b4687898843f254f8748b796a2e16f1051a17078d991d \
-    --hash=sha256:23b6b24d74478dc833444cbd927c338349d6ae852ba53a0d02a2de1fce45b96e \
-    --hash=sha256:257f26fed7d7ff59921b78244f3cd93ed2af1800ff048c33f624c87475819dd7 \
-    --hash=sha256:2c322db9c8c89009a990ef07c3bcc9f011a3269bc06782f916cd3d9eed7c9312 \
-    --hash=sha256:30a96e1e1f865f78b030d65241c1ee850cdf422d869e9028e2fc1d5e4db73b92 \
-    --hash=sha256:30d006f98569de3459c2fc1f2acde170b7b2bd265dc1943e87e1a4efe1b67c31 \
-    --hash=sha256:31a9a6f775f9bcd865d88ee350f0ffb0e25936a7f930ca98995c05abf1faf21c \
-    --hash=sha256:320e8e66157cc4e247d9ddca8e21f427efc7a04bbd0ac8a9faf56583fa543f9f \
-    --hash=sha256:34a7f768e3f985abdb42841e20e17b330ad3aaf4bb7e7aeeb73db2e70f077b99 \
-    --hash=sha256:3cd35b7e8aedeb9e34c41385fda4f73ba609e561faedfae0a9e75e44ac558a15 \
-    --hash=sha256:3cfb2aad70f2c6debfbcb717f23b7eb55febc0bb23dcffc0f076009da10c6392 \
-    --hash=sha256:416175faf02e4b0810f1f38bcb54682878a4af94059a1cd63b8747244420801f \
-    --hash=sha256:41d1fc408ff5fdfb910200ec0e74abc40387bccb3252f3f27c0676731df2b2c8 \
-    --hash=sha256:42e5088973e56e31e4fa58eb6bd709e42fc03799c11c42929592889a2e54c491 \
-    --hash=sha256:4ca4c094de7771a98d7fbd67d9e5dbf1eb73efa4f744a730437d8a3a5cf994f0 \
-    --hash=sha256:511729f456829ef86ac41ca78c63a5cb55240ed23b4b737faca0eb1abb1c41bc \
-    --hash=sha256:53cd68b185d98dde4ad8990e56a58dea83a4162161b1ea9272e5c9182ce415e0 \
-    --hash=sha256:585f3b2a80fbd26b048a0be90c5aae8f06605d3c92615911c3a2b03a8a3b796f \
-    --hash=sha256:6aab0f181c486f973bc7262a97f5aca3ee7e1437011ef0c2ec04b5a11d16c927 \
-    --hash=sha256:6cf8fd4c04756b6b60146d98cd8a77d0cdae0e1ca20329da2ac85eed779b6849 \
-    --hash=sha256:6fb70de56f1859a3f71261cbe41005f56a7842cc348d3aeb26237560bfa5e0ce \
-    --hash=sha256:6fce4b8500244f6fcb71465d4a4930d132ba9ab8e71a7859e6a5d59851068d14 \
-    --hash=sha256:70bfc5f2c318afece2f5838ea5e4c3febada0be750fcf4775641052bbba14d05 \
-    --hash=sha256:73dc19b562516fc9bcf6e5d6e596df0b4eb98d87e4f79f3ae71840e6ed21361c \
-    --hash=sha256:74d77e25adda8581ffc1c720f1c81ca082921329452eba58b16233ab1842141c \
-    --hash=sha256:78deba4d8f9590fe4dae384aeff04082510a709957e968753ff3c48399f6f92a \
-    --hash=sha256:86df271bf921c2ee3818f0522e9a5b8092ca2ad8b065ece5d7d9d0e9f4849bcc \
-    --hash=sha256:88ab34806dea0671532d3f82d82b85e8fc23d7b2dd12fa837978dad9bb392a34 \
-    --hash=sha256:8dcfc373f888e4fb39a7bc57e93e3b845e7f462dacc008d9749568b1c4ece096 \
-    --hash=sha256:939578d9d8fd4299220161fdd76e86c6a251987476f5243e8864a7844476ba14 \
-    --hash=sha256:96b2b3d1a83ad55310de8c7b4a2d04d9277d5591f40761274856635acc5fcb30 \
-    --hash=sha256:b256ee2e749283ef3ddcff51a675ff43798d92d746d1a6e4631bf8c707d22d0b \
-    --hash=sha256:b89bc04de1d83006373429975f8ef9e7932534b8cc9ca582e4db7d20d91816db \
-    --hash=sha256:bd28b817ea8c70215401f657edef3a8aa83c29d447fb0b622c35403780ba11d5 \
-    --hash=sha256:c6dbd0ccdda3a2ba7c2ecd9d77b37f3b5831687d8dc1b6ca5f56a4880cc7b7ce \
-    --hash=sha256:c6e490913a46fa054e03699c70019ab869e990270597018cef1d8562132c2669 \
-    --hash=sha256:c6f162aabe9a91a309510d74eeb6507fab5fff92337a15acbe77753d88d9dcf0 \
-    --hash=sha256:c6fd51128a41297f5409deab284fecbe5305ebd7e5a1f959bee1c054622b7018 \
-    --hash=sha256:cc34f233c9e71701040d772aa7490318673aa7164a0efe3172b2981218c26d93 \
-    --hash=sha256:cc9370a2da1ac13f0153780040f465839e6cccb4a1e44810124b4e22483c93fe \
-    --hash=sha256:ccf600859c183d70eb47e05a44cd80a4ce77394d1ac0f79dbd2dd90a69a3a049 \
-    --hash=sha256:ce571ab16d890d23b5c278547ba694193a45011ff86a9162a71307ed9f86759a \
-    --hash=sha256:cf1ebb7d78e1ad8ec2a8c4732c7be2e736f6e5123a4146c5b89c9d1f585f8cef \
-    --hash=sha256:d0e909868420b7049dafd3a31d45125b31143eec59235311fc4c57ea26a4acd2 \
-    --hash=sha256:d22dbedd33326a4a5190dd4fe9e9e693ef12160c77382d9e87919bce54f3d4ca \
-    --hash=sha256:d716a916938e03231e86e43782ca7878fb602a125a91e7acb8b5112e2e96ac16 \
-    --hash=sha256:d79c198e27580c8e958906f803e63cddb77653731be08851c7df0b1a14a8fc0f \
-    --hash=sha256:e28e334d3ff134e88989d90ba04b47d84382a828c061d0d1027b1b12a62b39b1 \
-    --hash=sha256:fb6fecfd65564f208cbf0fba07f107fb661bcd1a7c389edbced3f7a493f70e37 \
-    --hash=sha256:fb731e5deb0c7ef82d698b0f4c5bb724633ee2a489401594c5c88b02e6cb15f7 \
-    --hash=sha256:fb7f67a1bfa6e40b438170ebdc8158b78dc465a5a67b6dde178a46987b244a72 \
-    --hash=sha256:fd10de089bcdcd1be95a2f73dbe6254798ec1bda9f450d5828c96f93e2536b9c \
-    --hash=sha256:fdabf8315679312cfa71302f9bd509ded4f2f263fb5b765cf1433b39106c3cc9
+charset-normalizer==3.4.4 \
+    --hash=sha256:027f6de494925c0ab2a55eab46ae5129951638a49a34d87f4c3eda90f696b4ad \
+    --hash=sha256:077fbb858e903c73f6c9db43374fd213b0b6a778106bc7032446a8e8b5b38b93 \
+    --hash=sha256:0a98e6759f854bd25a58a73fa88833fba3b7c491169f86ce1180c948ab3fd394 \
+    --hash=sha256:0d3d8f15c07f86e9ff82319b3d9ef6f4bf907608f53fe9d92b28ea9ae3d1fd89 \
+    --hash=sha256:0f04b14ffe5fdc8c4933862d8306109a2c51e0704acfa35d51598eb45a1e89fc \
+    --hash=sha256:11d694519d7f29d6cd09f6ac70028dba10f92f6cdd059096db198c283794ac86 \
+    --hash=sha256:1bee1e43c28aa63cb16e5c14e582580546b08e535299b8b6158a7c9c768a1f3d \
+    --hash=sha256:21d142cc6c0ec30d2efee5068ca36c128a30b0f2c53c1c07bd78cb6bc1d3be5f \
+    --hash=sha256:2437418e20515acec67d86e12bf70056a33abdacb5cb1655042f6538d6b085a8 \
+    --hash=sha256:244bfb999c71b35de57821b8ea746b24e863398194a4014e4c76adc2bbdfeff0 \
+    --hash=sha256:2677acec1a2f8ef614c6888b5b4ae4060cc184174a938ed4e8ef690e15d3e505 \
+    --hash=sha256:277e970e750505ed74c832b4bf75dac7476262ee2a013f5574dd49075879e161 \
+    --hash=sha256:2b7d8f6c26245217bd2ad053761201e9f9680f8ce52f0fcd8d0755aeae5b2152 \
+    --hash=sha256:2c9d3c380143a1fedbff95a312aa798578371eb29da42106a29019368a475318 \
+    --hash=sha256:3162d5d8ce1bb98dd51af660f2121c55d0fa541b46dff7bb9b9f86ea1d87de72 \
+    --hash=sha256:31fd66405eaf47bb62e8cd575dc621c56c668f27d46a61d975a249930dd5e2a4 \
+    --hash=sha256:362d61fd13843997c1c446760ef36f240cf81d3ebf74ac62652aebaf7838561e \
+    --hash=sha256:376bec83a63b8021bb5c8ea75e21c4ccb86e7e45ca4eb81146091b56599b80c3 \
+    --hash=sha256:47cc91b2f4dd2833fddaedd2893006b0106129d4b94fdb6af1f4ce5a9965577c \
+    --hash=sha256:4902828217069c3c5c71094537a8e623f5d097858ac6ca8252f7b4d10b7560f1 \
+    --hash=sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8 \
+    --hash=sha256:4fe7859a4e3e8457458e2ff592f15ccb02f3da787fcd31e0183879c3ad4692a1 \
+    --hash=sha256:542d2cee80be6f80247095cc36c418f7bddd14f4a6de45af91dfad36d817bba2 \
+    --hash=sha256:554af85e960429cf30784dd47447d5125aaa3b99a6f0683589dbd27e2f45da44 \
+    --hash=sha256:5833d2c39d8896e4e19b689ffc198f08ea58116bee26dea51e362ecc7cd3ed26 \
+    --hash=sha256:5947809c8a2417be3267efc979c47d76a079758166f7d43ef5ae8e9f92751f88 \
+    --hash=sha256:5ae497466c7901d54b639cf42d5b8c1b6a4fead55215500d2f486d34db48d016 \
+    --hash=sha256:5bd2293095d766545ec1a8f612559f6b40abc0eb18bb2f5d1171872d34036ede \
+    --hash=sha256:5bfbb1b9acf3334612667b61bd3002196fe2a1eb4dd74d247e0f2a4d50ec9bbf \
+    --hash=sha256:5dbe56a36425d26d6cfb40ce79c314a2e4dd6211d51d6d2191c00bed34f354cc \
+    --hash=sha256:5f819d5fe9234f9f82d75bdfa9aef3a3d72c4d24a6e57aeaebba32a704553aa0 \
+    --hash=sha256:64b55f9dce520635f018f907ff1b0df1fdc31f2795a922fb49dd14fbcdf48c84 \
+    --hash=sha256:6515f3182dbe4ea06ced2d9e8666d97b46ef4c75e326b79bb624110f122551db \
+    --hash=sha256:65e2befcd84bc6f37095f5961e68a6f077bf44946771354a28ad434c2cce0ae1 \
+    --hash=sha256:6b39f987ae8ccdf0d2642338faf2abb1862340facc796048b604ef14919e55ed \
+    --hash=sha256:6e1fcf0720908f200cd21aa4e6750a48ff6ce4afe7ff5a79a90d5ed8a08296f8 \
+    --hash=sha256:74018750915ee7ad843a774364e13a3db91682f26142baddf775342c3f5b1133 \
+    --hash=sha256:74664978bb272435107de04e36db5a9735e78232b85b77d45cfb38f758efd33e \
+    --hash=sha256:74bb723680f9f7a6234dcf67aea57e708ec1fbdf5699fb91dfd6f511b0a320ef \
+    --hash=sha256:752944c7ffbfdd10c074dc58ec2d5a8a4cd9493b314d367c14d24c17684ddd14 \
+    --hash=sha256:780236ac706e66881f3b7f2f32dfe90507a09e67d1d454c762cf642e6e1586e0 \
+    --hash=sha256:798d75d81754988d2565bff1b97ba5a44411867c0cf32b77a7e8f8d84796b10d \
+    --hash=sha256:799a7a5e4fb2d5898c60b640fd4981d6a25f1c11790935a44ce38c54e985f828 \
+    --hash=sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f \
+    --hash=sha256:7c308f7e26e4363d79df40ca5b2be1c6ba9f02bdbccfed5abddb7859a6ce72cf \
+    --hash=sha256:7fa17817dc5625de8a027cb8b26d9fefa3ea28c8253929b8d6649e705d2835b6 \
+    --hash=sha256:81d5eb2a312700f4ecaa977a8235b634ce853200e828fbadf3a9c50bab278328 \
+    --hash=sha256:82004af6c302b5d3ab2cfc4cc5f29db16123b1a8417f2e25f9066f91d4411090 \
+    --hash=sha256:840c25fb618a231545cbab0564a799f101b63b9901f2569faecd6b222ac72381 \
+    --hash=sha256:8a6562c3700cce886c5be75ade4a5db4214fda19fede41d9792d100288d8f94c \
+    --hash=sha256:8af65f14dc14a79b924524b1e7fffe304517b2bff5a58bf64f30b98bbc5079eb \
+    --hash=sha256:8ef3c867360f88ac904fd3f5e1f902f13307af9052646963ee08ff4f131adafc \
+    --hash=sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a \
+    --hash=sha256:99ae2cffebb06e6c22bdc25801d7b30f503cc87dbd283479e7b606f70aff57ec \
+    --hash=sha256:9a26f18905b8dd5d685d6d07b0cdf98a79f3c7a918906af7cc143ea2e164c8bc \
+    --hash=sha256:9b35f4c90079ff2e2edc5b26c0c77925e5d2d255c42c74fdb70fb49b172726ac \
+    --hash=sha256:9cd98cdc06614a2f768d2b7286d66805f94c48cde050acdbbb7db2600ab3197e \
+    --hash=sha256:9d1bb833febdff5c8927f922386db610b49db6e0d4f4ee29601d71e7c2694313 \
+    --hash=sha256:9f7fcd74d410a36883701fafa2482a6af2ff5ba96b9a620e9e0721e28ead5569 \
+    --hash=sha256:a59cb51917aa591b1c4e6a43c132f0cdc3c76dbad6155df4e28ee626cc77a0a3 \
+    --hash=sha256:a61900df84c667873b292c3de315a786dd8dac506704dea57bc957bd31e22c7d \
+    --hash=sha256:a79cfe37875f822425b89a82333404539ae63dbdddf97f84dcbc3d339aae9525 \
+    --hash=sha256:a8a8b89589086a25749f471e6a900d3f662d1d3b6e2e59dcecf787b1cc3a1894 \
+    --hash=sha256:a9768c477b9d7bd54bc0c86dbaebdec6f03306675526c9927c0e8a04e8f94af9 \
+    --hash=sha256:ac1c4a689edcc530fc9d9aa11f5774b9e2f33f9a0c6a57864e90908f5208d30a \
+    --hash=sha256:af2d8c67d8e573d6de5bc30cdb27e9b95e49115cd9baad5ddbd1a6207aaa82a9 \
+    --hash=sha256:b435cba5f4f750aa6c0a0d92c541fb79f69a387c91e61f1795227e4ed9cece14 \
+    --hash=sha256:b5b290ccc2a263e8d185130284f8501e3e36c5e02750fc6b6bdeb2e9e96f1e25 \
+    --hash=sha256:b5d84d37db046c5ca74ee7bb47dd6cbc13f80665fdde3e8040bdd3fb015ecb50 \
+    --hash=sha256:bc7637e2f80d8530ee4a78e878bce464f70087ce73cf7c1caf142416923b98f1 \
+    --hash=sha256:c0463276121fdee9c49b98908b3a89c39be45d86d1dbaa22957e38f6321d4ce3 \
+    --hash=sha256:c8ae8a0f02f57a6e61203a31428fa1d677cbe50c93622b4149d5c0f319c1d19e \
+    --hash=sha256:ca5862d5b3928c4940729dacc329aa9102900382fea192fc5e52eb69d6093815 \
+    --hash=sha256:cb01158d8b88ee68f15949894ccc6712278243d95f344770fa7593fa2d94410c \
+    --hash=sha256:cb6254dc36b47a990e59e1068afacdcd02958bdcce30bb50cc1700a8b9d624a6 \
+    --hash=sha256:cc00f04ed596e9dc0da42ed17ac5e596c6ccba999ba6bd92b0e0aef2f170f2d6 \
+    --hash=sha256:cd09d08005f958f370f539f186d10aec3377d55b9eeb0d796025d4886119d76e \
+    --hash=sha256:cead0978fc57397645f12578bfd2d5ea9138ea0fac82b2f63f7f7c6877986a69 \
+    --hash=sha256:d055ec1e26e441f6187acf818b73564e6e6282709e9bcb5b63f5b23068356a15 \
+    --hash=sha256:d1f13550535ad8cff21b8d757a3257963e951d96e20ec82ab44bc64aeb62a191 \
+    --hash=sha256:d9c7f57c3d666a53421049053eaacdd14bbd0a528e2186fcb2e672effd053bb0 \
+    --hash=sha256:d9e45d7faa48ee908174d8fe84854479ef838fc6a705c9315372eacbc2f02897 \
+    --hash=sha256:da3326d9e65ef63a817ecbcc0df6e94463713b754fe293eaa03da99befb9a5bd \
+    --hash=sha256:de00632ca48df9daf77a2c65a484531649261ec9f25489917f09e455cb09ddb2 \
+    --hash=sha256:e1f185f86a6f3403aa2420e815904c67b2f9ebc443f045edd0de921108345794 \
+    --hash=sha256:e824f1492727fa856dd6eda4f7cee25f8518a12f3c4a56a74e8095695089cf6d \
+    --hash=sha256:ebf3e58c7ec8a8bed6d66a75d7fb37b55e5015b03ceae72a8e7c74495551e224 \
+    --hash=sha256:ecaae4149d99b1c9e7b88bb03e3221956f68fd6d50be2ef061b2381b61d20838 \
+    --hash=sha256:eecbc200c7fd5ddb9a7f16c7decb07b566c29fa2161a16cf67b8d068bd21690a \
+    --hash=sha256:f1e34719c6ed0b92f418c7c780480b26b5d9c50349e9a9af7d76bf757530350d \
+    --hash=sha256:f34be2938726fc13801220747472850852fe6b1ea75869a048d6f896838c896f \
+    --hash=sha256:f820802628d2694cb7e56db99213f930856014862f3fd943d290ea8438d07ca8 \
+    --hash=sha256:f8bf04158c6b607d747e93949aa60618b61312fe647a6369f88ce2ff16043490 \
+    --hash=sha256:f8e160feb2aed042cd657a72acc0b481212ed28b1b9a95c0cee1621b524e1966 \
+    --hash=sha256:f9d332f8c2a2fcbffe1378594431458ddbef721c1769d78e2cbc06280d8155f9 \
+    --hash=sha256:fa09f53c465e532f4d3db095e0c55b615f010ad81803d383195b6b5ca6cbf5f3 \
+    --hash=sha256:faa3a41b2b66b6e50f84ae4a68c64fcd0c44355741c6374813a800cd6695db9e \
+    --hash=sha256:fd44c878ea55ba351104cb93cc85e74916eb8fa440ca7903e57575e97394f608
     # via
     #   commitizen
     #   pdfminer-six
@@ -193,10 +224,211 @@ colorama==0.4.6 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via
     #   commitizen
+    #   pytest
     #   tqdm
 commitizen==4.9.1 \
     --hash=sha256:4241b2ecae97b8109af8e587c36bc3b805a09b9a311084d159098e12d6ead497 \
     --hash=sha256:b076b24657718f7a35b1068f2083bd39b4065d250164a1398d1dac235c51753b
+coverage==7.10.7 ; python_full_version < '3.10' \
+    --hash=sha256:03ffc58aacdf65d2a82bbeb1ffe4d01ead4017a21bfd0454983b88ca73af94b9 \
+    --hash=sha256:097c1591f5af4496226d5783d036bf6fd6cd0cbc132e071b33861de756efb880 \
+    --hash=sha256:0b944ee8459f515f28b851728ad224fa2d068f1513ef6b7ff1efafeb2185f999 \
+    --hash=sha256:0ebbaddb2c19b71912c6f2518e791aa8b9f054985a0769bdb3a53ebbc765c6a1 \
+    --hash=sha256:10b24412692df990dbc34f8fb1b6b13d236ace9dfdd68df5b28c2e39cafbba13 \
+    --hash=sha256:10b6ba00ab1132a0ce4428ff68cf50a25efd6840a42cdf4239c9b99aad83be8b \
+    --hash=sha256:121da30abb574f6ce6ae09840dae322bef734480ceafe410117627aa54f76d82 \
+    --hash=sha256:18afb24843cbc175687225cab1138c95d262337f5473512010e46831aa0c2973 \
+    --hash=sha256:1b4fd784344d4e52647fd7857b2af5b3fbe6c239b0b5fa63e94eb67320770e0f \
+    --hash=sha256:1ca6db7c8807fb9e755d0379ccc39017ce0a84dcd26d14b5a03b78563776f681 \
+    --hash=sha256:1ef2319dd15a0b009667301a3f84452a4dc6fddfd06b0c5c53ea472d3989fbf0 \
+    --hash=sha256:2120043f147bebb41c85b97ac45dd173595ff14f2a584f2963891cbcc3091541 \
+    --hash=sha256:212f8f2e0612778f09c55dd4872cb1f64a1f2b074393d139278ce902064d5b32 \
+    --hash=sha256:240af60539987ced2c399809bd34f7c78e8abe0736af91c3d7d0e795df633d17 \
+    --hash=sha256:2a78cd46550081a7909b3329e2266204d584866e8d97b898cd7fb5ac8d888b1a \
+    --hash=sha256:2af88deffcc8a4d5974cf2d502251bc3b2db8461f0b66d80a449c33757aa9f40 \
+    --hash=sha256:2c8b9a0636f94c43cd3576811e05b89aa9bc2d0a85137affc544ae5cb0e4bfbd \
+    --hash=sha256:2fafd773231dd0378fdba66d339f84904a8e57a262f583530f4f156ab83863e6 \
+    --hash=sha256:314f2c326ded3f4b09be11bc282eb2fc861184bc95748ae67b360ac962770be7 \
+    --hash=sha256:33a5e6396ab684cb43dc7befa386258acb2d7fae7f67330ebb85ba4ea27938eb \
+    --hash=sha256:3445258bcded7d4aa630ab8296dea4d3f15a255588dd535f980c193ab6b95f3f \
+    --hash=sha256:35f5e3f9e455bb17831876048355dca0f758b6df22f49258cb5a91da23ef437d \
+    --hash=sha256:39508ffda4f343c35f3236fe8d1a6634a51f4581226a1262769d7f970e73bffe \
+    --hash=sha256:399a0b6347bcd3822be369392932884b8216d0944049ae22925631a9b3d4ba4c \
+    --hash=sha256:3a622ac801b17198020f09af3eaf45666b344a0d69fc2a6ffe2ea83aeef1d807 \
+    --hash=sha256:4376538f36b533b46f8971d3a3e63464f2c7905c9800db97361c43a2b14792ab \
+    --hash=sha256:4b583b97ab2e3efe1b3e75248a9b333bd3f8b0b1b8e5b45578e05e5850dfb2c2 \
+    --hash=sha256:4b6f236edf6e2f9ae8fcd1332da4e791c1b6ba0dc16a2dc94590ceccb482e546 \
+    --hash=sha256:4da86b6d62a496e908ac2898243920c7992499c1712ff7c2b6d837cc69d9467e \
+    --hash=sha256:50aa94fb1fb9a397eaa19c0d5ec15a5edd03a47bf1a3a6111a16b36e190cff65 \
+    --hash=sha256:567f5c155eda8df1d3d439d40a45a6a5f029b429b06648235f1e7e51b522b396 \
+    --hash=sha256:5a02d5a850e2979b0a014c412573953995174743a3f7fa4ea5a6e9a3c5617431 \
+    --hash=sha256:5e1e9802121405ede4b0133aa4340ad8186a1d2526de5b7c3eca519db7bb89fb \
+    --hash=sha256:5f33166f0dfcce728191f520bd2692914ec70fac2713f6bf3ce59c3deacb4699 \
+    --hash=sha256:606cc265adc9aaedcc84f1f064f0e8736bc45814f15a357e30fca7ecc01504e0 \
+    --hash=sha256:635adb9a4507c9fd2ed65f39693fa31c9a3ee3a8e6dc64df033e8fdf52a7003f \
+    --hash=sha256:65646bb0359386e07639c367a22cf9b5bf6304e8630b565d0626e2bdf329227a \
+    --hash=sha256:67f8c5cbcd3deb7a60b3345dffc89a961a484ed0af1f6f73de91705cc6e31235 \
+    --hash=sha256:69212fbccdbd5b0e39eac4067e20a4a5256609e209547d86f740d68ad4f04911 \
+    --hash=sha256:6b8b09c1fad947c84bbbc95eca841350fad9cbfa5a2d7ca88ac9f8d836c92e23 \
+    --hash=sha256:6be8ed3039ae7f7ac5ce058c308484787c86e8437e72b30bf5e88b8ea10f3c87 \
+    --hash=sha256:6e16e07d85ca0cf8bafe5f5d23a0b850064e8e945d5677492b06bbe6f09cc699 \
+    --hash=sha256:736f227fb490f03c6488f9b6d45855f8e0fd749c007f9303ad30efab0e73c05a \
+    --hash=sha256:73ab1601f84dc804f7812dc297e93cd99381162da39c47040a827d4e8dafe63b \
+    --hash=sha256:77eb4c747061a6af8d0f7bdb31f1e108d172762ef579166ec84542f711d90256 \
+    --hash=sha256:78a384e49f46b80fb4c901d52d92abe098e78768ed829c673fbb53c498bef73a \
+    --hash=sha256:7bb3b9ddb87ef7725056572368040c32775036472d5a033679d1fa6c8dc08417 \
+    --hash=sha256:7ea7c6c9d0d286d04ed3541747e6597cbe4971f22648b68248f7ddcd329207f0 \
+    --hash=sha256:7fe650342addd8524ca63d77b2362b02345e5f1a093266787d210c70a50b471a \
+    --hash=sha256:813922f35bd800dca9994c5971883cbc0d291128a5de6b167c7aa697fcf59360 \
+    --hash=sha256:83082a57783239717ceb0ad584de3c69cf581b2a95ed6bf81ea66034f00401c0 \
+    --hash=sha256:8421e088bc051361b01c4b3a50fd39a4b9133079a2229978d9d30511fd05231b \
+    --hash=sha256:86b0e7308289ddde73d863b7683f596d8d21c7d8664ce1dee061d0bcf3fbb4bb \
+    --hash=sha256:88127d40df529336a9836870436fc2751c339fbaed3a836d42c93f3e4bd1d0a2 \
+    --hash=sha256:8fb190658865565c549b6b4706856d6a7b09302c797eb2cf8e7fe9dabb043f0d \
+    --hash=sha256:912e6ebc7a6e4adfdbb1aec371ad04c68854cd3bf3608b3514e7ff9062931d8a \
+    --hash=sha256:925a1edf3d810537c5a3abe78ec5530160c5f9a26b1f4270b40e62cc79304a1e \
+    --hash=sha256:93c1b03552081b2a4423091d6fb3787265b8f86af404cff98d1b5342713bdd69 \
+    --hash=sha256:972b9e3a4094b053a4e46832b4bc829fc8a8d347160eb39d03f1690316a99c14 \
+    --hash=sha256:981a651f543f2854abd3b5fcb3263aac581b18209be49863ba575de6edf4c14d \
+    --hash=sha256:99e4aa63097ab1118e75a848a28e40d68b08a5e19ce587891ab7fd04475e780f \
+    --hash=sha256:9fa6e4dd51fe15d8738708a973470f67a855ca50002294852e9571cdbd9433f2 \
+    --hash=sha256:a0ec07fd264d0745ee396b666d47cef20875f4ff2375d7c4f58235886cc1ef0c \
+    --hash=sha256:a2d9a3b260cc1d1dbdb1c582e63ddcf5363426a1a68faa0f5da28d8ee3c722a0 \
+    --hash=sha256:a3cc8638b2480865eaa3926d192e64ce6c51e3d29c849e09d5b4ad95efae5399 \
+    --hash=sha256:a609f9c93113be646f44c2a0256d6ea375ad047005d7f57a5c15f614dc1b2f59 \
+    --hash=sha256:a62c6ef0d50e6de320c270ff91d9dd0a05e7250cac2a800b7784bae474506e63 \
+    --hash=sha256:a6442c59a8ac8b85812ce33bc4d05bde3fb22321fa8294e2a5b487c3505f611b \
+    --hash=sha256:a7b55a944a7f43892e28ad4bc0561dfd5f0d73e605d1aa5c3c976b52aea121d2 \
+    --hash=sha256:a8b6f03672aa6734e700bbcd65ff050fd19cddfec4b031cc8cf1c6967de5a68e \
+    --hash=sha256:affef7c76a9ef259187ef31599a9260330e0335a3011732c4b9effa01e1cd6e0 \
+    --hash=sha256:b06f260b16ead11643a5a9f955bd4b5fd76c1a4c6796aeade8520095b75de520 \
+    --hash=sha256:b1c81d0e5e160651879755c9c675b974276f135558cf4ba79fee7b8413a515df \
+    --hash=sha256:b281d5eca50189325cfe1f365fafade89b14b4a78d9b40b05ddd1fc7d2a10a9c \
+    --hash=sha256:b51dcd060f18c19290d9b8a9dd1e0181538df2ce0717f562fff6cf74d9fc0b5b \
+    --hash=sha256:b7b8288eb7cdd268b0304632da8cb0bb93fadcfec2fe5712f7b9cc8f4d487be2 \
+    --hash=sha256:b9be91986841a75042b3e3243d0b3cb0b2434252b977baaf0cd56e960fe1e46f \
+    --hash=sha256:ba58bbcd1b72f136080c0bccc2400d66cc6115f3f906c499013d065ac33a4b61 \
+    --hash=sha256:bb45474711ba385c46a0bfe696c695a929ae69ac636cda8f532be9e8c93d720a \
+    --hash=sha256:bc01f57ca26269c2c706e838f6422e2a8788e41b3e3c65e2f41148212e57cd59 \
+    --hash=sha256:bc91b314cef27742da486d6839b677b3f2793dfe52b51bbbb7cf736d5c29281c \
+    --hash=sha256:bda5e34f8a75721c96085903c6f2197dc398c20ffd98df33f866a9c8fd95f4bf \
+    --hash=sha256:c134869d5ffe34547d14e174c866fd8fe2254918cc0a95e99052903bc1543e07 \
+    --hash=sha256:c41e71c9cfb854789dee6fc51e46743a6d138b1803fab6cb860af43265b42ea6 \
+    --hash=sha256:c4e16bd7761c5e454f4efd36f345286d6f7c5fa111623c355691e2755cae3b9e \
+    --hash=sha256:c7315339eae3b24c2d2fa1ed7d7a38654cba34a13ef19fbcb9425da46d3dc594 \
+    --hash=sha256:c79124f70465a150e89340de5963f936ee97097d2ef76c869708c4248c63ca49 \
+    --hash=sha256:cac0fdca17b036af3881a9d2729a850b76553f3f716ccb0360ad4dbc06b3b843 \
+    --hash=sha256:cc87dd1b6eaf0b848eebb1c86469b9f72a1891cb42ac7adcfbce75eadb13dd14 \
+    --hash=sha256:cce2109b6219f22ece99db7644b9622f54a4e915dad65660ec435e89a3ea7cc3 \
+    --hash=sha256:d41213ea25a86f69efd1575073d34ea11aabe075604ddf3d148ecfec9e1e96a1 \
+    --hash=sha256:dc7c389dce432500273eaf48f410b37886be9208b2dd5710aaf7c57fd442c698 \
+    --hash=sha256:dd5e856ebb7bfb7672b0086846db5afb4567a7b9714b8a0ebafd211ec7ce6a15 \
+    --hash=sha256:e1ed71194ef6dea7ed2d5cb5f7243d4bcd334bfb63e59878519be558078f848d \
+    --hash=sha256:e201e015644e207139f7e2351980feb7040e6f4b2c2978892f3e3789d1c125e5 \
+    --hash=sha256:e28299d9f2e889e6d51b1f043f58d5f997c373cc12e6403b90df95b8b047c13e \
+    --hash=sha256:f3c887f96407cea3916294046fc7dab611c2552beadbed4ea901cbc6a40cc7a0 \
+    --hash=sha256:f49a05acd3dfe1ce9715b657e28d138578bc40126760efb962322c56e9ca344b \
+    --hash=sha256:f4ab143ab113be368a3e9b795f9cd7906c5ef407d6173fe9675a902e1fffc239 \
+    --hash=sha256:f51328ffe987aecf6d09f3cd9d979face89a617eacdaea43e7b3080777f647ba \
+    --hash=sha256:f57b2a3c8353d3e04acf75b3fed57ba41f5c0646bbf1d10c7c282291c97936b4 \
+    --hash=sha256:f7941f6f2fe6dd6807a1208737b8a0cbcf1cc6d7b07d24998ad2d63590868260 \
+    --hash=sha256:fc04cc7a3db33664e0c2d10eb8990ff6b3536f6842c9590ae8da4c614b9ed05a \
+    --hash=sha256:fff7b9c3f19957020cac546c70025331113d2e61537f6e2441bc7657913de7d3
+    # via pytest-cov
+coverage==7.11.0 ; python_full_version >= '3.10' \
+    --hash=sha256:037b2d064c2f8cc8716fe4d39cb705779af3fbf1ba318dc96a1af858888c7bb5 \
+    --hash=sha256:05791e528a18f7072bf5998ba772fe29db4da1234c45c2087866b5ba4dea710e \
+    --hash=sha256:0d7f0616c557cbc3d1c2090334eddcbb70e1ae3a40b07222d62b3aa47f608fab \
+    --hash=sha256:0efa742f431529699712b92ecdf22de8ff198df41e43aeaaadf69973eb93f17a \
+    --hash=sha256:10ad04ac3a122048688387828b4537bc9cf60c0bf4869c1e9989c46e45690b82 \
+    --hash=sha256:167bd504ac1ca2af7ff3b81d245dfea0292c5032ebef9d66cc08a7d28c1b8050 \
+    --hash=sha256:16ce17ceb5d211f320b62df002fa7016b7442ea0fd260c11cec8ce7730954893 \
+    --hash=sha256:214b622259dd0cf435f10241f1333d32caa64dbc27f8790ab693428a141723de \
+    --hash=sha256:24d6f3128f1b2d20d84b24f4074475457faedc3d4613a7e66b5e769939c7d969 \
+    --hash=sha256:258d9967520cca899695d4eb7ea38be03f06951d6ca2f21fb48b1235f791e601 \
+    --hash=sha256:269bfe913b7d5be12ab13a95f3a76da23cf147be7fa043933320ba5625f0a8de \
+    --hash=sha256:2727d47fce3ee2bac648528e41455d1b0c46395a087a229deac75e9f88ba5a05 \
+    --hash=sha256:314c24e700d7027ae3ab0d95fbf8d53544fca1f20345fd30cd219b737c6e58d3 \
+    --hash=sha256:3d4ba9a449e9364a936a27322b20d32d8b166553bfe63059bd21527e681e2fad \
+    --hash=sha256:3d4ed4de17e692ba6415b0587bc7f12bc80915031fc9db46a23ce70fc88c9841 \
+    --hash=sha256:3d58ecaa865c5b9fa56e35efc51d1014d4c0d22838815b9fce57a27dd9576847 \
+    --hash=sha256:4036cc9c7983a2b1f2556d574d2eb2154ac6ed55114761685657e38782b23f52 \
+    --hash=sha256:424538266794db2861db4922b05d729ade0940ee69dcf0591ce8f69784db0e11 \
+    --hash=sha256:4b7589765348d78fb4e5fb6ea35d07564e387da2fc5efff62e0222971f155f68 \
+    --hash=sha256:4c1eeb3fb8eb9e0190bebafd0462936f75717687117339f708f395fe455acc73 \
+    --hash=sha256:4d3ffa07a08657306cd2215b0da53761c4d73cb54d9143b9303a6481ec0cd415 \
+    --hash=sha256:5693e57a065760dcbeb292d60cc4d0231a6d4b6b6f6a3191561e1d5e8820b745 \
+    --hash=sha256:587c38849b853b157706407e9ebdca8fd12f45869edb56defbef2daa5fb0812b \
+    --hash=sha256:596763d2f9a0ee7eec6e643e29660def2eef297e1de0d334c78c08706f1cb785 \
+    --hash=sha256:59a6e5a265f7cfc05f76e3bb53eca2e0dfe90f05e07e849930fecd6abb8f40b4 \
+    --hash=sha256:5a03eaf7ec24078ad64a07f02e30060aaf22b91dedf31a6b24d0d98d2bba7f48 \
+    --hash=sha256:5ef83b107f50db3f9ae40f69e34b3bd9337456c5a7fe3461c7abf8b75dd666a2 \
+    --hash=sha256:630d0bd7a293ad2fc8b4b94e5758c8b2536fdf36c05f1681270203e463cbfa9b \
+    --hash=sha256:695340f698a5f56f795b2836abe6fb576e7c53d48cd155ad2f80fd24bc63a040 \
+    --hash=sha256:6fbcee1a8f056af07ecd344482f711f563a9eb1c2cad192e87df00338ec3cdb0 \
+    --hash=sha256:7161edd3426c8d19bdccde7d49e6f27f748f3c31cc350c5de7c633fea445d866 \
+    --hash=sha256:73feb83bb41c32811973b8565f3705caf01d928d972b72042b44e97c71fd70d1 \
+    --hash=sha256:765c0bc8fe46f48e341ef737c91c715bd2a53a12792592296a095f0c237e09cf \
+    --hash=sha256:7ab934dd13b1c5e94b692b1e01bd87e4488cb746e3a50f798cb9464fd128374b \
+    --hash=sha256:7db53b5cdd2917b6eaadd0b1251cf4e7d96f4a8d24e174bdbdf2f65b5ea7994d \
+    --hash=sha256:80027673e9d0bd6aef86134b0771845e2da85755cf686e7c7c59566cf5a89115 \
+    --hash=sha256:81b335f03ba67309a95210caf3eb43bd6fe75a4e22ba653ef97b4696c56c7ec2 \
+    --hash=sha256:865965bf955d92790f1facd64fe7ff73551bd2c1e7e6b26443934e9701ba30b9 \
+    --hash=sha256:8badf70446042553a773547a61fecaa734b55dc738cacf20c56ab04b77425e43 \
+    --hash=sha256:8c934bd088eed6174210942761e38ee81d28c46de0132ebb1801dbe36a390dcc \
+    --hash=sha256:9516add7256b6713ec08359b7b05aeff8850c98d357784c7205b2e60aa2513fa \
+    --hash=sha256:9c49e77811cf9d024b95faf86c3f059b11c0c9be0b0d61bc598f453703bd6fd1 \
+    --hash=sha256:9cbabd8f4d0d3dc571d77ae5bdbfa6afe5061e679a9d74b6797c48d143307088 \
+    --hash=sha256:9ed43fa22c6436f7957df036331f8fe4efa7af132054e1844918866cd228af6c \
+    --hash=sha256:a09c1211959903a479e389685b7feb8a17f59ec5a4ef9afde7650bd5eabc2777 \
+    --hash=sha256:a1839d08406e4cba2953dcc0ffb312252f14d7c4c96919f70167611f4dee2623 \
+    --hash=sha256:a386c1061bf98e7ea4758e4313c0ab5ecf57af341ef0f43a0bf26c2477b5c268 \
+    --hash=sha256:a3b6a5f8b2524fd6c1066bc85bfd97e78709bb5e37b5b94911a6506b65f47186 \
+    --hash=sha256:a3d0e2087dba64c86a6b254f43e12d264b636a39e88c5cc0a01a7c71bcfdab7e \
+    --hash=sha256:a61e37a403a778e2cda2a6a39abcc895f1d984071942a41074b5c7ee31642007 \
+    --hash=sha256:aef1747ede4bd8ca9cfc04cc3011516500c6891f1b33a94add3253f6f876b7b7 \
+    --hash=sha256:b56efee146c98dbf2cf5cffc61b9829d1e94442df4d7398b26892a53992d3547 \
+    --hash=sha256:b5c2705afa83f49bd91962a4094b6b082f94aef7626365ab3f8f4bd159c5acf3 \
+    --hash=sha256:b679e171f1c104a5668550ada700e3c4937110dbdd153b7ef9055c4f1a1ee3cc \
+    --hash=sha256:b971bdefdd75096163dd4261c74be813c4508477e39ff7b92191dea19f24cd37 \
+    --hash=sha256:bab7ec4bb501743edc63609320aaec8cd9188b396354f482f4de4d40a9d10721 \
+    --hash=sha256:bc1fbea96343b53f65d5351d8fd3b34fd415a2670d7c300b06d3e14a5af4f552 \
+    --hash=sha256:c6f31f281012235ad08f9a560976cc2fc9c95c17604ff3ab20120fe480169bca \
+    --hash=sha256:c770885b28fb399aaf2a65bbd1c12bf6f307ffd112d6a76c5231a94276f0c497 \
+    --hash=sha256:c79cae102bb3b1801e2ef1511fb50e91ec83a1ce466b2c7c25010d884336de46 \
+    --hash=sha256:c9f08ea03114a637dab06cedb2e914da9dc67fa52c6015c018ff43fdde25b9c2 \
+    --hash=sha256:ca61691ba8c5b6797deb221a0d09d7470364733ea9c69425a640f1f01b7c5bf0 \
+    --hash=sha256:cacb29f420cfeb9283b803263c3b9a068924474ff19ca126ba9103e1278dfa44 \
+    --hash=sha256:cc3f49e65ea6e0d5d9bd60368684fe52a704d46f9e7fc413918f18d046ec40e1 \
+    --hash=sha256:cdbcd376716d6b7fbfeedd687a6c4be019c5a5671b35f804ba76a4c0a778cba4 \
+    --hash=sha256:ce37f215223af94ef0f75ac68ea096f9f8e8c8ec7d6e8c346ee45c0d363f0479 \
+    --hash=sha256:ce9f3bde4e9b031eaf1eb61df95c1401427029ea1bfddb8621c1161dcb0fa02e \
+    --hash=sha256:cee6291bb4fed184f1c2b663606a115c743df98a537c969c3c64b49989da96c2 \
+    --hash=sha256:cf9e6ff4ca908ca15c157c409d608da77a56a09877b97c889b98fb2c32b6465e \
+    --hash=sha256:d06f4fc7acf3cabd6d74941d53329e06bab00a8fe10e4df2714f0b134bfc64ef \
+    --hash=sha256:d66c0104aec3b75e5fd897e7940188ea1892ca1d0235316bf89286d6a22568c0 \
+    --hash=sha256:d91ebeac603812a09cf6a886ba6e464f3bbb367411904ae3790dfe28311b15ad \
+    --hash=sha256:d9a03ec6cb9f40a5c360f138b88266fd8f58408d71e89f536b4f91d85721d075 \
+    --hash=sha256:dadbcce51a10c07b7c72b0ce4a25e4b6dcb0c0372846afb8e5b6307a121eb99f \
+    --hash=sha256:dba82204769d78c3fd31b35c3d5f46e06511936c5019c39f98320e05b08f794d \
+    --hash=sha256:dbbf012be5f32533a490709ad597ad8a8ff80c582a95adc8d62af664e532f9ca \
+    --hash=sha256:df01d6c4c81e15a7c88337b795bb7595a8596e92310266b5072c7e301168efbd \
+    --hash=sha256:e0eb0a2dcc62478eb5b4cbb80b97bdee852d7e280b90e81f11b407d0b81c4287 \
+    --hash=sha256:e24045453384e0ae2a587d562df2a04d852672eb63051d16096d3f08aa4c7c2f \
+    --hash=sha256:e44a86a47bbdf83b0a3ea4d7df5410d6b1a0de984fbd805fa5101f3624b9abe0 \
+    --hash=sha256:e4dc07e95495923d6fd4d6c27bf70769425b71c89053083843fd78f378558996 \
+    --hash=sha256:e89641f5175d65e2dbb44db15fe4ea48fade5d5bbb9868fdc2b4fce22f4a469d \
+    --hash=sha256:e9570ad567f880ef675673992222746a124b9595506826b210fbe0ce3f0499cd \
+    --hash=sha256:eb53f1e8adeeb2e78962bade0c08bfdc461853c7969706ed901821e009b35e31 \
+    --hash=sha256:eb92e47c92fcbcdc692f428da67db33337fa213756f7adb6a011f7b5a7a20740 \
+    --hash=sha256:ef55537ff511b5e0a43edb4c50a7bf7ba1c3eea20b4f49b1490f1e8e0e42c591 \
+    --hash=sha256:f39ae2f63f37472c17b4990f794035c9890418b1b8cca75c01193f3c8d3e01be \
+    --hash=sha256:f413ce6e07e0d0dc9c433228727b619871532674b45165abafe201f200cc215f \
+    --hash=sha256:f91f927a3215b8907e214af77200250bb6aae36eca3f760f89780d13e495388d \
+    --hash=sha256:f9ea02ef40bb83823b2b04964459d281688fe173e20643870bb5d2edf68bc836 \
+    --hash=sha256:fcc0a4aa589de34bc56e1a80a740ee0f8c47611bdfb28cd1849de60660f3799d \
+    --hash=sha256:fcc15fc462707b0680cff6242c48625da7f9a16a28a41bb8fd7a4280920e676c
+    # via pytest-cov
 cryptography==46.0.3 \
     --hash=sha256:00a5e7e87938e5ff9ff5447ab086a5706a957137e6e433841e9d24f38a065217 \
     --hash=sha256:01ca9ff2885f3acc98c29f1860552e37f6d7c7d013d7334ff2a9de43a449315d \
@@ -272,7 +504,9 @@ distro==1.9.0 \
 exceptiongroup==1.3.0 ; python_full_version < '3.11' \
     --hash=sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10 \
     --hash=sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88
-    # via anyio
+    # via
+    #   anyio
+    #   pytest
 fastavro==1.12.1 \
     --hash=sha256:00650ca533907361edda22e6ffe8cf87ab2091c5d8aee5c8000b0f2dcdda7ed3 \
     --hash=sha256:02281432dcb11c78b3280da996eff61ee0eff39c5de06c6e0fbf19275093e6d4 \
@@ -321,12 +555,18 @@ fastavro==1.12.1 \
     --hash=sha256:eaa7ab3769beadcebb60f0539054c7755f63bd9cf7666e2c15e615ab605f89a8 \
     --hash=sha256:ed924233272719b5d5a6a0b4d80ef3345fc7e84fc7a382b6232192a9112d38a6
     # via cohere
-filelock==3.19.1 \
+filelock==3.19.1 ; python_full_version < '3.10' \
     --hash=sha256:66eda1888b0171c998b35be2bcc0f6d75c388a7ce20c3f3f37aa8e96c2dddf58 \
     --hash=sha256:d38e30481def20772f5baf097c122c3babc4fcdb7e14e57049eb9d88c6dc017d
     # via
     #   huggingface-hub
     #   virtualenv
+filelock==3.20.0 ; python_full_version >= '3.10' \
+    --hash=sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2 \
+    --hash=sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4
+    # via
+    #   huggingface-hub
+    #   virtualenv
 fsspec==2025.9.0 \
     --hash=sha256:19fd429483d25d28b65ec68f9f4adc16c17ea2c7c7bf54ec61360d478fb19c19 \
     --hash=sha256:530dc2a2af60a414a832059574df4a6e10cce927f6f4a78209390fe38955cfb7
@@ -454,6 +694,14 @@ importlib-metadata==8.6.1 ; python_full_version < '3.10' \
     --hash=sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e \
     --hash=sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580
     # via commitizen
+iniconfig==2.1.0 ; python_full_version < '3.10' \
+    --hash=sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7 \
+    --hash=sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760
+    # via pytest
+iniconfig==2.3.0 ; python_full_version >= '3.10' \
+    --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
+    --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
+    # via pytest
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
@@ -849,9 +1097,9 @@ numpy==2.3.4 ; python_full_version >= '3.11' \
     #   insta-rag
     #   qdrant-client
     #   rank-bm25
-openai==2.5.0 \
-    --hash=sha256:21380e5f52a71666dbadbf322dd518bdf2b9d11ed0bb3f96bea17310302d6280 \
-    --hash=sha256:f8fa7611f96886a0f31ac6b97e58bc0ada494b255ee2cfd51c8eb502cfcb4814
+openai==2.6.0 \
+    --hash=sha256:f119faf7fc07d7e558c1e7c32c873e241439b01bd7480418234291ee8c8f4b9d \
+    --hash=sha256:f33fa12070fe347b5787a7861c8dd397786a4a17e1c3186e239338dac7e2e743
     # via insta-rag
 packaging==25.0 \
     --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
@@ -859,6 +1107,7 @@ packaging==25.0 \
     # via
     #   commitizen
     #   huggingface-hub
+    #   pytest
 pdfminer-six==20250506 \
     --hash=sha256:b03cc8df09cf3c7aba8246deae52e0bca7ebb112a38895b5e1d4f5dd2b8ca2e7 \
     --hash=sha256:d81ad173f62e5f841b53a8ba63af1a4a355933cfc0ffabd608e568b9193909e3
@@ -1068,10 +1317,20 @@ pillow==12.0.0 ; python_full_version >= '3.10' \
     --hash=sha256:fa3ed2a29a9e9d2d488b4da81dcb54720ac3104a20bf0bd273f1e4648aff5af9 \
     --hash=sha256:fb3096c30df99fd01c7bf8e544f392103d0795b9f98ba71a8054bcbf56b255f1
     # via pdfplumber
-platformdirs==4.4.0 \
+platformdirs==4.4.0 ; python_full_version < '3.10' \
     --hash=sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85 \
     --hash=sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf
     # via virtualenv
+platformdirs==4.5.0 ; python_full_version >= '3.10' \
+    --hash=sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312 \
+    --hash=sha256:e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3
+    # via virtualenv
+pluggy==1.6.0 \
+    --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
+    --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
+    # via
+    #   pytest
+    #   pytest-cov
 portalocker==3.2.0 \
     --hash=sha256:1f3002956a54a8c3730586c5c77bf18fae4149e07eaf1c29fc3faf4d5a3f89ac \
     --hash=sha256:3cdc5f565312224bc570c49337bd21428bba0ef363bbcf58b9ef4a9f11779968
@@ -1230,6 +1489,10 @@ pydantic-core==2.41.4 \
     # via
     #   cohere
     #   pydantic
+pygments==2.19.2 \
+    --hash=sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887 \
+    --hash=sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
+    # via pytest
 pypdf2==3.0.1 \
     --hash=sha256:a74408f69ba6271f71b9352ef4ed03dc53a31aa404d29b5d31f53bfecfee1440 \
     --hash=sha256:d16e4205cfee272fbdc0568b68d82be796540b1537508cef59388f839c191928
@@ -1249,10 +1512,28 @@ pypdfium2==4.30.0 \
     --hash=sha256:f1f78d2189e0ddf9ac2b7a9b9bd4f0c66f54d1389ff6c17e9fd9dc034d06eb3f \
     --hash=sha256:f33bd79e7a09d5f7acca3b0b69ff6c8a488869a7fab48fdf400fec6e20b9c8be
     # via pdfplumber
+pytest==8.4.2 \
+    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
+    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+    # via
+    #   pytest-cov
+    #   pytest-dotenv
+    #   pytest-mock
+pytest-cov==7.0.0 \
+    --hash=sha256:33c97eda2e049a0c5298e91f519302a1334c26ac65c1a483d6206fd458361af1 \
+    --hash=sha256:3b8e9558b16cc1479da72058bdecf8073661c7f57f7d3c5f22a1c23507f2d861
+pytest-dotenv==0.5.2 \
+    --hash=sha256:2dc6c3ac6d8764c71c6d2804e902d0ff810fa19692e95fe138aefc9b1aa73732 \
+    --hash=sha256:40a2cece120a213898afaa5407673f6bd924b1fa7eafce6bda0e8abffe2f710f
+pytest-mock==3.15.1 \
+    --hash=sha256:0a25e2eb88fe5168d535041d09a4529a188176ae608a6d249ee65abc0949630d \
+    --hash=sha256:1849a238f6f396da19762269de72cb1814ab44416fa73a8686deac10b0d87a0f
 python-dotenv==1.1.1 \
     --hash=sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc \
     --hash=sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab
-    # via insta-rag
+    # via
+    #   insta-rag
+    #   pytest-dotenv
 pywin32==311 ; sys_platform == 'win32' \
     --hash=sha256:0502d1facf1fed4839a9a51ccbcc63d952cf318f78ffc00a7e78528ac27d7a2b \
     --hash=sha256:184eb5e436dea364dcd3d2316d577d625c0351bf237c4e9a5fabbcfa5a58b151 \
@@ -1481,26 +1762,26 @@ requests==2.32.5 \
     #   huggingface-hub
     #   insta-rag
     #   tiktoken
-ruff==0.14.0 \
-    --hash=sha256:16b68e183a0e28e5c176d51004aaa40559e8f90065a10a559176713fcf435206 \
-    --hash=sha256:30a58c087aef4584c193aebf2700f0fbcfc1e77b89c7385e3139956fa90434e2 \
-    --hash=sha256:3ba9a8925e90f861502f7d974cc60e18ca29c72bb0ee8bfeabb6ade35a3abde7 \
-    --hash=sha256:4c63b2d99fafa05efca0ab198fd48fa6030d57e4423df3f18e03aa62518c565f \
-    --hash=sha256:58e15bffa7054299becf4bab8a1187062c6f8cafbe9f6e39e0d5aface455d6b3 \
-    --hash=sha256:62ec8969b7510f77945df916de15da55311fade8d6050995ff7f680afe582c57 \
-    --hash=sha256:668fce701b7a222f3f5327f86909db2bbe99c30877c8001ff934c5413812ac02 \
-    --hash=sha256:703799d059ba50f745605b04638fa7e9682cc3da084b2092feee63500ff3d9b8 \
-    --hash=sha256:7450a243d7125d1c032cb4b93d9625dea46c8c42b4f06c6b709baac168e10543 \
-    --hash=sha256:7eb0499a2e01f6e0c285afc5bac43ab380cbfc17cd43a2e1dd10ec97d6f2c42d \
-    --hash=sha256:838d1b065f4df676b7c9957992f2304e41ead7a50a568185efd404297d5701e8 \
-    --hash=sha256:a86bf575e05cb68dcb34e4c7dfe1064d44d3f0c04bbc0491949092192b515296 \
-    --hash=sha256:c958f66ab884b7873e72df38dcabee03d556a8f2ee1b8538ee1c2bbd619883dd \
-    --hash=sha256:e41f785498bd200ffc276eb9e1570c019c1d907b07cfb081092c8ad51975bbe7 \
-    --hash=sha256:ea95da28cd874c4d9c922b39381cbd69cb7e7b49c21b8152b014bd4f52acddc2 \
-    --hash=sha256:eb732d17db2e945cfcbbc52af0143eda1da36ca8ae25083dd4f66f1542fdf82e \
-    --hash=sha256:eec3bbbf3a7d5482b5c1f42d5fc972774d71d107d447919fca620b0be3e3b75e \
-    --hash=sha256:f42c9495f5c13ff841b1da4cb3c2a42075409592825dada7c5885c2c844ac730 \
-    --hash=sha256:f8d07350bc7af0a5ce8812b7d5c1a7293cf02476752f23fdfc500d24b79b783c
+ruff==0.14.1 \
+    --hash=sha256:0826b8764f94229604fa255918d1cc45e583e38c21c203248b0bfc9a0e930be5 \
+    --hash=sha256:083bfc1f30f4a391ae09c6f4f99d83074416b471775b59288956f5bc18e82f8b \
+    --hash=sha256:0ea6a864d2fb41a4b6d5b456ed164302a0d96f4daac630aeba829abfb059d020 \
+    --hash=sha256:1dd86253060c4772867c61791588627320abcb6ed1577a90ef432ee319729b69 \
+    --hash=sha256:39f1c392244e338b21d42ab29b8a6392a722c5090032eb49bb4d6defcdb34345 \
+    --hash=sha256:59d599cdff9c7f925a017f6f2c256c908b094e55967f93f2821b1439928746a1 \
+    --hash=sha256:5a6e74c0efd78515a1d13acbfe6c90f0f5bd822aa56b4a6d43a9ffb2ae6e56cd \
+    --hash=sha256:5c9e6cf6cd4acae0febbce29497accd3632fe2025c0c583c8b87e8dbdeae5f61 \
+    --hash=sha256:7382fa12a26cce1f95070ce450946bec357727aaa428983036362579eadcc5cf \
+    --hash=sha256:747d583400f6125ec11a4c14d1c8474bf75d8b419ad22a111a537ec1a952d192 \
+    --hash=sha256:a6fa2458527794ecdfbe45f654e42c61f2503a230545a91af839653a0a93dbc6 \
+    --hash=sha256:cabcaa9ccf8089fb4fdb78d17cc0e28241520f50f4c2e88cb6261ed083d85151 \
+    --hash=sha256:cbc52160465913a1a3f424c81c62ac8096b6a491468e7d872cb9444a860bc33d \
+    --hash=sha256:d6191903d39ac156921398e9c86b7354d15e3c93772e7dbf26c9fcae59ceccd5 \
+    --hash=sha256:dd0bf2be3ae8521e1093a487c4aa3b455882f139787770698530d28ed3fbb37c \
+    --hash=sha256:e037ea374aaaff4103240ae79168c0945ae3d5ae8db190603de3b4012bd1def6 \
+    --hash=sha256:e3b443c4c9f16ae850906b8d0a707b2a4c16f8d2f0a7fe65c475c5886665ce44 \
+    --hash=sha256:ed04f0e04f7a4587244e5c9d7df50e6b5bf2705d75059f409a6421c593a35896 \
+    --hash=sha256:f6fa757cd717f791009f7669fefb09121cc5f7d9bd0ef211371fad68c2b8b224
     # via mdformat-ruff
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
@@ -1588,6 +1869,52 @@ tokenizers==0.22.1 \
     --hash=sha256:e2ef6063d7a84994129732b47e7915e8710f27f99f3a3260b8a38fc7ccd083f4 \
     --hash=sha256:e7d094ae6312d69cc2a872b54b91b309f4f6fbce871ef28eb27b52a98e4d0214
     # via cohere
+tomli==2.3.0 ; python_full_version <= '3.11' \
+    --hash=sha256:00b5f5d95bbfc7d12f91ad8c593a1659b6387b43f054104cda404be6bda62456 \
+    --hash=sha256:0a154a9ae14bfcf5d8917a59b51ffd5a3ac1fd149b71b47a3a104ca4edcfa845 \
+    --hash=sha256:0c95ca56fbe89e065c6ead5b593ee64b84a26fca063b5d71a1122bf26e533999 \
+    --hash=sha256:0eea8cc5c5e9f89c9b90c4896a8deefc74f518db5927d0e0e8d4a80953d774d0 \
+    --hash=sha256:1cb4ed918939151a03f33d4242ccd0aa5f11b3547d0cf30f7c74a408a5b99878 \
+    --hash=sha256:4021923f97266babc6ccab9f5068642a0095faa0a51a246a6a02fccbb3514eaf \
+    --hash=sha256:4c2ef0244c75aba9355561272009d934953817c49f47d768070c3c94355c2aa3 \
+    --hash=sha256:4dc4ce8483a5d429ab602f111a93a6ab1ed425eae3122032db7e9acf449451be \
+    --hash=sha256:4f195fe57ecceac95a66a75ac24d9d5fbc98ef0962e09b2eddec5d39375aae52 \
+    --hash=sha256:5192f562738228945d7b13d4930baffda67b69425a7f0da96d360b0a3888136b \
+    --hash=sha256:5e01decd096b1530d97d5d85cb4dff4af2d8347bd35686654a004f8dea20fc67 \
+    --hash=sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549 \
+    --hash=sha256:70a251f8d4ba2d9ac2542eecf008b3c8a9fc5c3f9f02c56a9d7952612be2fdba \
+    --hash=sha256:73ee0b47d4dad1c5e996e3cd33b8a76a50167ae5f96a2607cbe8cc773506ab22 \
+    --hash=sha256:74bf8464ff93e413514fefd2be591c3b0b23231a77f901db1eb30d6f712fc42c \
+    --hash=sha256:792262b94d5d0a466afb5bc63c7daa9d75520110971ee269152083270998316f \
+    --hash=sha256:7b0882799624980785240ab732537fcfc372601015c00f7fc367c55308c186f6 \
+    --hash=sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba \
+    --hash=sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45 \
+    --hash=sha256:8a35dd0e643bb2610f156cca8db95d213a90015c11fee76c946aa62b7ae7e02f \
+    --hash=sha256:940d56ee0410fa17ee1f12b817b37a4d4e4dc4d27340863cc67236c74f582e77 \
+    --hash=sha256:97d5eec30149fd3294270e889b4234023f2c69747e555a27bd708828353ab606 \
+    --hash=sha256:a0e285d2649b78c0d9027570d4da3425bdb49830a6156121360b3f8511ea3441 \
+    --hash=sha256:a1f7f282fe248311650081faafa5f4732bdbfef5d45fe3f2e702fbc6f2d496e0 \
+    --hash=sha256:a4ea38c40145a357d513bffad0ed869f13c1773716cf71ccaa83b0fa0cc4e42f \
+    --hash=sha256:a56212bdcce682e56b0aaf79e869ba5d15a6163f88d5451cbde388d48b13f530 \
+    --hash=sha256:ad805ea85eda330dbad64c7ea7a4556259665bdf9d2672f5dccc740eb9d3ca05 \
+    --hash=sha256:b273fcbd7fc64dc3600c098e39136522650c49bca95df2d11cf3b626422392c8 \
+    --hash=sha256:b5870b50c9db823c595983571d1296a6ff3e1b88f734a4c8f6fc6188397de005 \
+    --hash=sha256:b74a0e59ec5d15127acdabd75ea17726ac4c5178ae51b85bfe39c4f8a278e879 \
+    --hash=sha256:be71c93a63d738597996be9528f4abe628d1adf5e6eb11607bc8fe1a510b5dae \
+    --hash=sha256:c22a8bf253bacc0cf11f35ad9808b6cb75ada2631c2d97c971122583b129afbc \
+    --hash=sha256:c4665508bcbac83a31ff8ab08f424b665200c0e1e645d2bd9ab3d3e557b6185b \
+    --hash=sha256:c5f3ffd1e098dfc032d4d3af5c0ac64f6d286d98bc148698356847b80fa4de1b \
+    --hash=sha256:cebc6fe843e0733ee827a282aca4999b596241195f43b4cc371d64fc6639da9e \
+    --hash=sha256:d1381caf13ab9f300e30dd8feadb3de072aeb86f1d34a8569453ff32a7dea4bf \
+    --hash=sha256:d7d86942e56ded512a594786a5ba0a5e521d02529b3826e7761a05138341a2ac \
+    --hash=sha256:e31d432427dcbf4d86958c184b9bfd1e96b5b71f8eb17e6d02531f434fd335b8 \
+    --hash=sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b \
+    --hash=sha256:f85209946d1fe94416debbb88d00eb92ce9cd5266775424ff81bc959e001acaf \
+    --hash=sha256:feb0dacc61170ed7ab602d3d972a58f14ee3ee60494292d384649a3dc38ef463 \
+    --hash=sha256:ff72b71b5d10d22ecb084d345fc26f42b5143c5533db5e2eaba7d2d335358876
+    # via
+    #   coverage
+    #   pytest
 tomlkit==0.13.3 \
     --hash=sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1 \
     --hash=sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0
@@ -1630,9 +1957,9 @@ urllib3==2.5.0 \
     #   qdrant-client
     #   requests
     #   types-requests
-virtualenv==20.34.0 \
-    --hash=sha256:341f5afa7eee943e4984a9207c025feedd768baff6753cd660c857ceb3e36026 \
-    --hash=sha256:44815b2c9dee7ed86e387b842a84f20b93f7f417f95886ca1996a72a4138eb1a
+virtualenv==20.35.3 \
+    --hash=sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44 \
+    --hash=sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a
     # via pre-commit
 wcwidth==0.2.14 \
     --hash=sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605 \
diff --git a/uv.lock b/uv.lock
index 3aeb633..86a09a9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -35,11 +35,11 @@ wheels = [
 
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+version = "3.6.3"
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+sdist = { url = "https://files.pythonhosted.org/packages/38/61/0b9ae6399dd4a58d8c1b1dc5a27d6f2808023d0b5dd3104bb99f45a33ff6/argcomplete-3.6.3.tar.gz", hash = "sha256:62e8ed4fd6a45864acc8235409461b72c9a28ee785a2011cc5eb78318786c89c", size = 73754, upload-time = "2025-10-20T03:33:34.741Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/74/f5/9373290775639cb67a2fce7f629a1c240dce9f12fe927bc32b2736e16dfc/argcomplete-3.6.3-py3-none-any.whl", hash = "sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce", size = 43846, upload-time = "2025-10-20T03:33:33.021Z" },
 ]
 
 [[package]]
@@ -156,77 +156,107 @@ wheels = [
 
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-wheels = [
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From 6163d6b277a16dcf62783c2dd0f959940a5f6d25 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:01:22 -0400
Subject: [PATCH 06/12] feat: add integration and smoke tests for RAGClient
 with environment variable checks

---
 examples/simple_test.py | 66 ++++++++++++++++------------
 tests/conftest.py       |  7 +++
 tests/smoke_test.py     | 95 +++++++++++++++++++++++++++++++++++++++++
 3 files changed, 141 insertions(+), 27 deletions(-)
 create mode 100644 tests/conftest.py
 create mode 100644 tests/smoke_test.py

diff --git a/examples/simple_test.py b/examples/simple_test.py
index 5be5a63..8a80a07 100644
--- a/examples/simple_test.py
+++ b/examples/simple_test.py
@@ -1,13 +1,21 @@
-"""Simple test script for insta_rag library."""
-
+import os
+import pytest
 from dotenv import load_dotenv
-
 from insta_rag import DocumentInput, RAGClient, RAGConfig
 
-# Load environment variables
+# Load environment variables from .env file
 load_dotenv()
 
+# Check for required environment variables
+skip_test = not all(
+    os.getenv(key) for key in ["QDRANT_URL", "QDRANT_API_KEY", "OPENAI_API_KEY"]
+)
+
 
+@pytest.mark.skipif(
+    skip_test,
+    reason="Skipping integration test: Required environment variables are not set.",
+)
 def test_basic_functionality():
     """Test basic RAG functionality with text input."""
 
@@ -51,34 +59,38 @@ def test_basic_functionality():
     print("   ✓ Document created\n")
 
     # Process document
-    print("3. Processing document...")
+    collection_name = "integration_test_collection"
+    print(f"3. Processing document into collection: {collection_name}...")
     response = client.add_documents(
         documents=[doc],
-        collection_name="test_collection",
+        collection_name=collection_name,
         metadata={"test_run": True},
     )
 
-    if response.success:
-        print("   ✓ Document processed successfully")
-        print(f"   - Chunks created: {response.total_chunks}")
-        print(f"   - Total tokens: {response.processing_stats.total_tokens}")
-        print(f"   - Processing time: {response.processing_stats.total_time_ms:.2f}ms\n")
-
-        # Show chunk details
-        print("4. Chunk details:")
-        for i, chunk in enumerate(response.chunks, 1):
-            print(f"\n   Chunk {i}:")
-            print(f"   - ID: {chunk.chunk_id}")
-            print(f"   - Tokens: {chunk.metadata.token_count}")
-            print(f"   - Method: {chunk.metadata.chunking_method}")
-            print(f"   - Content preview: {chunk.content[:80]}...")
-    else:
-        print("   ✗ Processing failed")
-        print("   Errors:", response.errors)
+    assert response.success, f"Processing failed with errors: {response.errors}"
+    print("   ✓ Document processed successfully")
+    print(f"   - Chunks created: {response.total_chunks}")
+    print(f"   - Total tokens: {response.processing_stats.total_tokens}")
+    print(f"   - Processing time: {response.processing_stats.total_time_ms:.2f}ms\n")
+
+    # Retrieve document
+    print("4. Retrieving document...")
+    retrieve_response = client.retrieve(
+        query="What is RAG?",
+        collection_name=collection_name,
+    )
 
-    print("\n" + "-" * 60)
-    print("Test completed!")
+    assert retrieve_response.success, (
+        f"Retrieval failed with errors: {retrieve_response.errors}"
+    )
+    assert len(retrieve_response.chunks) > 0, "No chunks were retrieved."
+    print("   ✓ Document retrieved successfully")
+    print(f"   - Retrieved {len(retrieve_response.chunks)} chunks.")
 
+    # Clean up
+    print("\n5. Cleaning up...")
+    client.vectordb.client.delete_collection(collection_name=collection_name)
+    print(f"   ✓ Collection '{collection_name}' deleted.")
 
-if __name__ == "__main__":
-    test_basic_functionality()
+    print("\n" + "-" * 60)
+    print("Test completed!")
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..d607ae5
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,7 @@
+import pytest
+from dotenv import load_dotenv
+
+
+@pytest.fixture(scope="session", autouse=True)
+def load_test_env():
+    load_dotenv(".env.test")
diff --git a/tests/smoke_test.py b/tests/smoke_test.py
new file mode 100644
index 0000000..6df2ee1
--- /dev/null
+++ b/tests/smoke_test.py
@@ -0,0 +1,95 @@
+import pytest
+from unittest.mock import MagicMock
+from insta_rag import RAGClient, RAGConfig, DocumentInput
+
+
+@pytest.fixture
+def mock_rag_config():
+    """Fixture to create a mock RAGConfig."""
+    return RAGConfig(
+        vectordb=MagicMock(),
+        embedding=MagicMock(),
+        reranking=MagicMock(),
+        llm=MagicMock(),
+        chunking=MagicMock(),
+        pdf=MagicMock(),
+        retrieval=MagicMock(),
+    )
+
+
+def test_rag_client_initialization(mocker, mock_rag_config):
+    """Test that the RAGClient initializes its components correctly."""
+    mocker.patch("insta_rag.core.client.OpenAIEmbedder")
+    mocker.patch("insta_rag.core.client.QdrantVectorDB")
+    mocker.patch("insta_rag.core.client.SemanticChunker")
+
+    client = RAGClient(mock_rag_config)
+
+    assert client.config == mock_rag_config
+    assert client.embedder is not None
+    assert client.vectordb is not None
+    assert client.chunker is not None
+
+
+def test_add_documents(mocker, mock_rag_config):
+    """Test the add_documents method with mocked components."""
+    # Arrange
+    mock_embedder = mocker.patch("insta_rag.core.client.OpenAIEmbedder")
+    mock_vectordb = mocker.patch("insta_rag.core.client.QdrantVectorDB")
+    mock_chunker = mocker.patch("insta_rag.core.client.SemanticChunker")
+
+    client = RAGClient(mock_rag_config)
+    client.embedder = mock_embedder
+    client.vectordb = mock_vectordb
+    client.chunker = mock_chunker
+
+    mock_chunker.chunk.return_value = [MagicMock(metadata=MagicMock(token_count=10))]
+    mock_embedder.embed.return_value = [[0.1, 0.2, 0.3]]
+    mock_vectordb.collection_exists.return_value = True
+
+    documents = [DocumentInput.from_text("This is a test document.")]
+    collection_name = "test_collection"
+
+    # Act
+    response = client.add_documents(documents, collection_name=collection_name)
+
+    # Assert
+    assert response.success
+    assert response.total_chunks == 1
+    mock_chunker.chunk.assert_called_once()
+    mock_embedder.embed.assert_called_once()
+    mock_vectordb.upsert.assert_called_once()
+
+
+def test_retrieve_documents(mocker, mock_rag_config):
+    """Test the retrieve method with mocked components."""
+    # Arrange
+    mock_embedder = mocker.patch("insta_rag.core.client.OpenAIEmbedder")
+    mock_vectordb = mocker.patch("insta_rag.core.client.QdrantVectorDB")
+    mocker.patch(
+        "insta_rag.core.client.SemanticChunker"
+    )  # not used in retrieve, but initialized
+
+    client = RAGClient(mock_rag_config)
+    client.embedder = mock_embedder
+    client.vectordb = mock_vectordb
+
+    mock_embedder.embed_query.return_value = [0.1, 0.2, 0.3]
+    mock_vectordb.search.return_value = [
+        MagicMock(
+            content="This is a test document.", metadata={"source": "test"}, score=0.9
+        )
+    ]
+
+    query = "What is this document about?"
+    collection_name = "test_collection"
+
+    # Act
+    response = client.retrieve(query, collection_name=collection_name)
+
+    # Assert
+    assert response.success
+    assert len(response.chunks) == 1
+    assert "test document" in response.chunks[0].content
+    mock_embedder.embed_query.assert_called_once_with(query)
+    mock_vectordb.search.assert_called_once()

From 71183c67d91f18f5ae788eb462a5bc9556beaad9 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:22:05 -0400
Subject: [PATCH 07/12] chore: enable caching for uv installation in GitHub
 Actions workflow

---
 .github/workflows/ruff.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
index fc5956b..8b56e71 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/ruff.yml
@@ -39,6 +39,8 @@ jobs:
 
       - name: Install uv
         uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
 
       - name: Set up Python and install ruff
         run: |

From 2401dcdbe556aea90a79db2f320e49b0a8116c43 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:33:27 -0400
Subject: [PATCH 08/12] fix: update version retrieval to use importlib.metadata
 for dynamic versioning

---
 src/insta_rag/__init__.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/insta_rag/__init__.py b/src/insta_rag/__init__.py
index d894d7a..07ff65c 100644
--- a/src/insta_rag/__init__.py
+++ b/src/insta_rag/__init__.py
@@ -1,6 +1,8 @@
 """insta_rag - A modular RAG library for document processing and retrieval."""
 
-__version__ = "0.0.1"
+import importlib.metadata
+
+__version__ = importlib.metadata.version("insta_rag")
 
 from .core.client import RAGClient
 from .core.config import RAGConfig

From 873bbdf898180694d587e49ee29d37d19c9d8d65 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:33:34 -0400
Subject: [PATCH 09/12] fix: update tag format in commitizen configuration to
 include 'v' prefix

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4a07e9a..8d7bf13 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -128,7 +128,7 @@ docstring-code-line-length = "dynamic"
 
 [tool.commitizen]
 name = "cz_conventional_commits"
-tag_format = "$version"
+tag_format = "v$version"
 version_scheme = "semver2"
 version_provider = "uv"
 update_changelog_on_bump = true

From 0fe6b7a468857f23a5fb7fa36abe91c91660a35c Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:39:25 -0400
Subject: [PATCH 10/12] chore: set version to 0.1.0-beta.0

---
 CHANGELOG.md   | 2 +-
 pyproject.toml | 2 +-
 uv.lock        | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 86783bc..6934401 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,4 +1,4 @@
-## 0.1.0 (2025-10-20)
+## 0.1.0-beta.0 (2025-10-20)
 
 ### Features
 
diff --git a/pyproject.toml b/pyproject.toml
index 8d7bf13..6f04288 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "insta_rag"
-version = "0.1.0"
+version = "0.1.0-beta.0"
 description = "A RAG (Retrieval-Augmented Generation) library for document processing and retrieval."
 authors = [
     { name = "Aukik Aurnab", email = "aukikaurnabx@gmail.com" },
diff --git a/uv.lock b/uv.lock
index 86a09a9..9f34bd6 100644
--- a/uv.lock
+++ b/uv.lock
@@ -994,7 +994,7 @@ wheels = [
 
 [[package]]
 name = "insta-rag"
-version = "0.1.0"
+version = "0.1.0b0"
 source = { editable = "." }
 dependencies = [
     { name = "cohere" },

From 3209988b70c567568f363c213fcecd59ccfc4522 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:41:45 -0400
Subject: [PATCH 11/12] chore: update ruff and git-auto-commit-action to
 version 7

---
 .github/workflows/ruff.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
index 8b56e71..20e58d7 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/ruff.yml
@@ -38,7 +38,7 @@ jobs:
           ref: ${{ github.head_ref }}
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           enable-cache: true
 
@@ -67,7 +67,7 @@ jobs:
 
       - name: Commit linting fixes
         # This step only runs if the previous 'ruff check' step succeeds.
-        uses: stefanzweifel/git-auto-commit-action@v6
+        uses: stefanzweifel/git-auto-commit-action@v7
         with:
           commit_message: |
             style: fix linting issues with ruff
@@ -81,7 +81,7 @@ jobs:
 
       - name: Commit formatting changes
         # This step only runs if the previous 'ruff format' step succeeds.
-        uses: stefanzweifel/git-auto-commit-action@v6
+        uses: stefanzweifel/git-auto-commit-action@v7
         with:
           commit_message: "style: format code with ruff"
           file_pattern: "*.py"

From 85769fd786896485e1f06d2e46dca7d64dd720d3 Mon Sep 17 00:00:00 2001
From: tahmidul612 <me@tahmidul612.com>
Date: Mon, 20 Oct 2025 20:41:58 -0400
Subject: [PATCH 12/12] feat: add GitHub Actions workflow for publishing to
 PyPI

---
 .github/workflows/publish.yml | 31 +++++++++++++++++++++++++++++++
 1 file changed, 31 insertions(+)
 create mode 100644 .github/workflows/publish.yml

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..bba74e7
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,31 @@
+name: Publish to PyPI
+
+on:
+  push:
+    tags:
+      - 'v*'
+
+jobs:
+  publish:
+    name: Publish to PyPI
+    runs-on: ubuntu-latest
+
+    permissions:
+      id-token: write
+
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+
+      - name: Set up Python
+        run: uv python install
+
+      - name: Build the distribution
+        run: uv build
+
+      - name: Publish to PyPI
+        run: uv publish