diff --git a/poetry.lock b/poetry.lock
index 8238df8d..348096a4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1589,6 +1589,108 @@ orjson = ">=3.9.14,<4.0.0"
 pydantic = ">=1,<3"
 requests = ">=2,<3"
 
+[[package]]
+name = "levenshtein"
+version = "0.25.1"
+description = "Python extension for computing string edit distances and similarities."
+optional = false
+python-versions = ">=3.8"
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+    {file = "rapidfuzz-3.9.3-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b770f85eab24034e6ef7df04b2bfd9a45048e24f8a808e903441aa5abde8ecdd"},
+    {file = "rapidfuzz-3.9.3-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:930b4e6fdb4d914390141a2b99a6f77a52beacf1d06aa4e170cba3a98e24c1bc"},
+    {file = "rapidfuzz-3.9.3-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:c8444e921bfc3757c475c4f4d7416a7aa69b2d992d5114fe55af21411187ab0d"},
+    {file = "rapidfuzz-3.9.3-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:2c1d3ef3878f871abe6826e386c3d61b5292ef5f7946fe646f4206b85836b5da"},
+    {file = "rapidfuzz-3.9.3-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:d861bf326ee7dabc35c532a40384541578cd1ec1e1b7db9f9ecbba56eb76ca22"},
+    {file = "rapidfuzz-3.9.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cde6b9d9ba5007077ee321ec722fa714ebc0cbd9a32ccf0f4dd3cc3f20952d71"},
+    {file = "rapidfuzz-3.9.3-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3bb6546e7b6bed1aefbe24f68a5fb9b891cc5aef61bca6c1a7b1054b7f0359bb"},
+    {file = "rapidfuzz-3.9.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3d8a57261ef7996d5ced7c8cba9189ada3fbeffd1815f70f635e4558d93766cb"},
+    {file = "rapidfuzz-3.9.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:67201c02efc596923ad950519e0b75ceb78d524177ea557134d6567b9ac2c283"},
+    {file = "rapidfuzz-3.9.3.tar.gz", hash = "sha256:b398ea66e8ed50451bce5997c430197d5e4b06ac4aa74602717f792d8d8d06e2"},
+]
+
+[package.extras]
+full = ["numpy"]
+
 [[package]]
 name = "regex"
 version = "2024.4.16"
@@ -3852,4 +4073,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.13"
-content-hash = "3e3d53509e7ef6e2b2c4e942881fdb447280b16c55efc5402c1e0acebdb71bd8"
+content-hash = "d0b80fa95580950ba73979ef8e99197278b842f35a03194e31e5a78b4fb9f7b8"
diff --git a/pyproject.toml b/pyproject.toml
index 0bf579cd..ad1d1aeb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,6 +41,7 @@ google-auth-httplib2 = "^0.2.0"
 google-auth-oauthlib = "^1.2.0"
 nicegui = "^1.4.22"
 langsmith = "^0.1.52"
+python-levenshtein = "^0.25.1"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.3"