diff --git a/.env.template b/.env.template
index e4f55db..1af05b2 100644
--- a/.env.template
+++ b/.env.template
@@ -8,4 +8,5 @@ NEXT_PUBLIC_SUPABASE_ANON_KEY=
 SUPABASE_SERVICE_ROLE_KEY=
 SUPABASE_JWT_SECRET=
 OPENAI_API_KEY=
-PINECONE_API_KEY=
+PINECONE_INDEX_NAME=
+PINECONE_API_KEY=
\ No newline at end of file
diff --git a/.github/workflows/cd.prod.yaml b/.github/workflows/cd.prod.yaml
index ba0f96d..59cf7e3 100644
--- a/.github/workflows/cd.prod.yaml
+++ b/.github/workflows/cd.prod.yaml
@@ -61,7 +61,8 @@ jobs:
           DEV_NEXT_PUBLIC_SUPABASE_ANON_KEY: ${{ secrets.PROD_NEXT_PUBLIC_SUPABASE_ANON_KEY }}
           DEV_SUPABASE_SERVICE_ROLE_KEY: ${{ secrets.PROD_SUPABASE_SERVICE_ROLE_KEY }}
           DEV_OPENAI_API_KEY: ${{ secrets.DEV_OPENAI_API_KEY}}
-          DEV_PINECONE_API_KEY: ${{ secrets.DEV_PINECONE_API_KEY }}
+          DEV_PINECONE_API_KEY: ${{ secrets.PROD_PINECONE_API_KEY }}
+          DEV_PINECONE_INDEX_NAME: ${{ secrets.PROD_PINECONE_INDEX_NAME }}
 
   Deploy-DB:
     runs-on: ubuntu-latest
diff --git a/package.json b/package.json
index a9bbc4a..9005a10 100644
--- a/package.json
+++ b/package.json
@@ -23,6 +23,7 @@
     "workers:env": "if [ \"$CICD\" != \"true\" ]; then cp .env ./workers/.env; fi",
     "workers:test": "cd workers && poetry run pytest -v -s",
     "workers:types": "cd ops && poetry run generate-types",
+    "workers:create_embeddings": "cd workers && poetry run create-embeddings",
     "events:dev": "npx inngest-cli dev",
     "ops:install": "cd ops && poetry install",
     "ops:codegen": "cd ops && poetry run generate-types"
diff --git a/workers/fund_public_goods/db/app_db.py b/workers/fund_public_goods/db/app_db.py
index 93601db..a07bd1f 100644
--- a/workers/fund_public_goods/db/app_db.py
+++ b/workers/fund_public_goods/db/app_db.py
@@ -11,16 +11,22 @@
 URL_ENV = "NEXT_PUBLIC_SUPABASE_URL"
 ANON_KEY_ENV = "NEXT_PUBLIC_SUPABASE_ANON_KEY"
 SERV_KEY_ENV = "SUPABASE_SERVICE_ROLE_KEY"
+PINECONE_API_KEY_ENV = "PINECONE_API_KEY"
+PINECONE_INDEX_NAME_ENV = "PINECONE_INDEX_NAME"
 
 class Env(BaseModel):
     url: str
     anon_key: str
     serv_key: str
+    pinecone_key: str
+    pinecone_index: str
 
 def load_env() -> Env:
     url: str | None = os.environ.get(URL_ENV)
     anon_key: str | None = os.environ.get(ANON_KEY_ENV)
     serv_key: str | None = os.environ.get(SERV_KEY_ENV)
+    pinecone_key: str | None = os.environ.get(PINECONE_API_KEY_ENV)
+    pinecone_index: str | None = os.environ.get(PINECONE_INDEX_NAME_ENV)
 
     if url is None:
         raise Exception(f"{URL_ENV} is not set")
@@ -28,11 +34,17 @@ def load_env() -> Env:
         raise Exception(f"{ANON_KEY_ENV} is not set")
     if serv_key is None:
         raise Exception(f"{SERV_KEY_ENV} is not set")
+    if pinecone_key is None:
+        raise Exception(f"{PINECONE_API_KEY_ENV} is not set")
+    if pinecone_index is None:
+        raise Exception(f"{PINECONE_INDEX_NAME_ENV} is not set")
 
     return Env(
         url=url,
         anon_key=anon_key,
-        serv_key=serv_key
+        serv_key=serv_key,
+        pinecone_key=pinecone_key,
+        pinecone_index=pinecone_index
     )
 
 def create(options: ClientOptions = ClientOptions(postgrest_client_timeout=15)) -> Client:
diff --git a/workers/fund_public_goods/lib/strategy/utils/fetch_matching_projects.py b/workers/fund_public_goods/lib/strategy/utils/fetch_matching_projects.py
index 1df621c..e8d597b 100644
--- a/workers/fund_public_goods/lib/strategy/utils/fetch_matching_projects.py
+++ b/workers/fund_public_goods/lib/strategy/utils/fetch_matching_projects.py
@@ -1,18 +1,13 @@
 from fund_public_goods.db.entities import Projects
-from fund_public_goods.db.tables.projects import get_all_projects_lightweight, get_projects_by_ids
+from fund_public_goods.db.tables.projects import get_projects_by_ids
 from fund_public_goods.lib.strategy.models.answer import Answer
 from fund_public_goods.lib.strategy.utils.get_top_matching_projects import get_top_matching_projects
-from fund_public_goods.lib.strategy.utils.utils import get_latest_project_per_website
 
 
 def fetch_matching_projects(prompt: str) -> list[tuple[Projects, list[Answer]]]:
-    projects_to_rank = get_all_projects_lightweight()
-    
-    deduplicated_projects = get_latest_project_per_website(projects_to_rank)
-    matching_projects = get_top_matching_projects(prompt, deduplicated_projects)[:10]
-    
+    matching_projects = get_top_matching_projects(prompt)[:10]
     matched_ids = [p.id for p in matching_projects]
-    
+
     matching_projects_with_answers = get_projects_by_ids(matched_ids)
     
     return matching_projects_with_answers
\ No newline at end of file
diff --git a/workers/fund_public_goods/lib/strategy/utils/get_top_matching_projects.py b/workers/fund_public_goods/lib/strategy/utils/get_top_matching_projects.py
index 320249e..a90187b 100644
--- a/workers/fund_public_goods/lib/strategy/utils/get_top_matching_projects.py
+++ b/workers/fund_public_goods/lib/strategy/utils/get_top_matching_projects.py
@@ -1,11 +1,11 @@
 import json
-from langchain.text_splitter import CharacterTextSplitter
+from fund_public_goods.db.app_db import load_env
+from fund_public_goods.db.tables.projects import get_projects_by_ids
+from fund_public_goods.lib.strategy.models.answer import Answer
 
-from chromadb import EphemeralClient
-from langchain.text_splitter import CharacterTextSplitter
 from fund_public_goods.db.entities import Projects
 from langchain_openai import OpenAIEmbeddings
-from langchain.vectorstores.chroma import Chroma
+from langchain_pinecone import Pinecone
 import openai
 
 
@@ -26,13 +26,6 @@
 }}
 '''
 
-Example response:
-'''
-{{
-    "project_ids": [32, 25, 4, 8]
-}}
-'''
-
 In your assessment, it is essential to discern the genuine alignment of each project with the user's specific requirements.
 Be mindful that the project descriptions may include buzzwords or jargon intended to exaggerate their relevance.
 Your judgment should penetrate beyond superficial claims to identify projects that truly resonate with the user's prompt.
@@ -79,79 +72,35 @@ def rerank_top_projects(prompt: str, projects: list[Projects]) -> list[Projects]
 
     return reranked_projects
 
-def get_top_n_unique_ids(data: dict[str, list[str]], n: int) -> list[str]:
-    unique_ids = set()
-    result_ids: list[str] = []
-    query_order = list(data.keys())
-    max_length = max(len(ids) for ids in data.values())
-    
-    for i in range(max_length):
-        for query in query_order:
-            if len(result_ids) >= n:
-                break
-            ids = data[query]
-            if i < len(ids) and ids[i] not in unique_ids:
-                unique_ids.add(ids[i])
-                result_ids.append(ids[i])
-                
-        if len(result_ids) >= n:
-            break
-    
-    return result_ids
+def remove_duplicates_and_preserve_order(lst: list[str]) -> list[str]:
+    seen = set()
+    result = []
+    for item in lst:
+        if item not in seen:
+            seen.add(item)
+            result.append(item)
+    return result
 
 
-def create_embeddings_collection(projects: list[Projects]):
-    text_splitter = CharacterTextSplitter.from_tiktoken_encoder(
-        chunk_size=200,
-        chunk_overlap=10,
-        separator=" ",
-        keep_separator=True
-    )
-    
-    texts: list[str] = []
-    metadatas: list[dict] = []
-    
-    for project in projects:
-        description_chunks = text_splitter.split_text(project.description)
-        
-        for description_chunk in description_chunks:
-            texts.append(description_chunk)
-            metadatas.append({ "id": project.id, "title": project.title })
-    
-    db_client = EphemeralClient()
-    collection = Chroma.from_texts(
-        texts=texts,
-        metadatas=metadatas,
+def get_top_matching_projects(prompt: str) -> list[Projects]:
+    env = load_env()
+    vectorstore = Pinecone(
+        index_name=env.pinecone_index,
         embedding=OpenAIEmbeddings(),
-        client=db_client,
-        collection_name="projects"
+        pinecone_api_key=env.pinecone_key
     )
     
-    return collection
-
-
-def get_top_matching_projects(prompt: str, projects: list[Projects]) -> list[Projects]:
-    projects_by_id = {project.id: project for project in projects}
-    all_projects_collection = create_embeddings_collection(projects)
-    
-    queries = [prompt]
+    target_unique_ids = 35
+    total_unique_ids: list[str] = []
     
-    query_to_matched_project_ids: dict[str, list[str]] = {}
-    
-    for query in queries:
-        matches = all_projects_collection.similarity_search(query, k=2000)
-        query_to_matched_project_ids[query] = [match.metadata["id"] for match in matches]
-    
-    unique_ids = get_top_n_unique_ids(query_to_matched_project_ids, 30)
+    while (len(total_unique_ids) < target_unique_ids):
+        matches = vectorstore.similarity_search(query=prompt, k=300, filter={"id": { "$nin": total_unique_ids }})
+        query_to_matched_project_ids = [match.metadata["id"] for match in matches]
+        
+        total_unique_ids += remove_duplicates_and_preserve_order(query_to_matched_project_ids)
     
-    matched_projects: list[Projects] = []
-
-    # TODO: this is a patch for an error seen in prod, should look at why
-    #       some of these IDs don't exist...
-    for id in unique_ids:
-        if projects_by_id.get(id):
-            matched_projects.append(projects_by_id[id])
+    matched_projects: list[tuple[Projects, list[Answer]]] = get_projects_by_ids(total_unique_ids[:target_unique_ids])
     
-    reranked_projects = rerank_top_projects(prompt=prompt, projects=matched_projects)
+    reranked_projects = rerank_top_projects(prompt=prompt, projects=[p for (p, _) in matched_projects])
     
     return reranked_projects
\ No newline at end of file
diff --git a/workers/fund_public_goods/build_check.py b/workers/fund_public_goods/scripts/build_check.py
similarity index 100%
rename from workers/fund_public_goods/build_check.py
rename to workers/fund_public_goods/scripts/build_check.py
diff --git a/workers/fund_public_goods/scripts/create_embeddings.py b/workers/fund_public_goods/scripts/create_embeddings.py
new file mode 100644
index 0000000..f154a94
--- /dev/null
+++ b/workers/fund_public_goods/scripts/create_embeddings.py
@@ -0,0 +1,46 @@
+from fund_public_goods.db.app_db import load_env
+from fund_public_goods.lib.strategy.utils.utils import get_latest_project_per_website
+from langchain.text_splitter import CharacterTextSplitter
+from fund_public_goods.db.tables.projects import get_all_projects_lightweight
+from langchain_openai import OpenAIEmbeddings
+from langchain_pinecone import Pinecone
+from langchain.schema import Document
+
+
+env = load_env()
+
+def run():
+    projects = get_all_projects_lightweight()
+    deduplicated_projects = get_latest_project_per_website(projects)
+    
+    text_splitter = CharacterTextSplitter.from_tiktoken_encoder(
+        chunk_size=200,
+        chunk_overlap=10,
+        separator=" ",
+        keep_separator=True
+    )
+    
+    documents: list[Document] = []
+    
+    for project in deduplicated_projects:
+        description_chunks = text_splitter.split_text(project.description)
+        
+        for description_chunk in description_chunks:
+            doc = Document(page_content=description_chunk, metadata={
+                "id": project.id,
+            })
+            
+            documents.append(doc)
+    
+    vectorstore = Pinecone(
+        index_name=env.pinecone_index,
+        embedding=OpenAIEmbeddings(),
+        pinecone_api_key=env.pinecone_key
+    )
+    
+    try:
+        vectorstore.delete(delete_all=True)
+    except:
+        print("Pinecone index empty. Skipping deletion.")
+    
+    vectorstore.add_documents(documents)
diff --git a/workers/poetry.lock b/workers/poetry.lock
index ee93c19..5e213e7 100644
--- a/workers/poetry.lock
+++ b/workers/poetry.lock
@@ -1,10 +1,89 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
 [[package]]
 name = "aiohttp"
 version = "3.9.3"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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+    {file = "aiohttp-3.9.3.tar.gz", hash = "sha256:90842933e5d1ff760fae6caca4b2b3edba53ba8f4b71e95dacf2818a2aca06f7"},
+]
 
 [package.dependencies]
 aiosignal = ">=1.1.2"
@@ -21,9 +100,12 @@ speedups = ["Brotli", "aiodns", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
+    {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
+]
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
@@ -32,17 +114,23 @@ frozenlist = ">=1.1.0"
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
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+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
 
 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
@@ -59,9 +147,12 @@ trio = ["trio (>=0.23)"]
 name = "asgiref"
 version = "3.7.2"
 description = "ASGI specs, helper code, and adapters"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "asgiref-3.7.2.tar.gz", hash = "sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed"},
+]
 
 [package.dependencies]
 typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
@@ -73,17 +164,23 @@ tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "attrs"
 version = "23.2.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
@@ -97,25 +194,59 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 name = "aws-lambda-typing"
 version = "2.18.0"
 description = "A package that provides type hints for AWS Lambda event, context and response objects"
-category = "main"
 optional = false
 python-versions = ">=3.6,<4.0"
+files = [
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+]
 
 [[package]]
 name = "backoff"
 version = "2.2.1"
 description = "Function decoration for backoff and retry"
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
+files = [
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+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
 
 [[package]]
 name = "bcrypt"
 version = "4.1.2"
 description = "Modern password hashing for your software and your servers"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "bcrypt-4.1.2-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:ba4e4cc26610581a6329b3937e02d319f5ad4b85b074846bf4fef8a8cf51e7bb"},
+    {file = "bcrypt-4.1.2.tar.gz", hash = "sha256:33313a1200a3ae90b75587ceac502b048b840fc69e7f7a0905b5f87fac7a1258"},
+]
 
 [package.extras]
 tests = ["pytest (>=3.2.1,!=3.3.0)"]
@@ -123,14 +254,17 @@ typecheck = ["mypy"]
 
 [[package]]
 name = "boto3"
-version = "1.34.44"
+version = "1.34.46"
 description = "The AWS SDK for Python"
-category = "main"
 optional = false
 python-versions = ">= 3.8"
+files = [
+    {file = "boto3-1.34.46-py3-none-any.whl", hash = "sha256:0d382baac02ba4ead82230f34ba377fbf5f6481321dca911e6664b752d79b682"},
+    {file = "boto3-1.34.46.tar.gz", hash = "sha256:eb5d84c2127ffddf8e7f4dd6f9084f86cb18dca8416fb5d6bea278298cf8d84c"},
+]
 
 [package.dependencies]
-botocore = ">=1.34.44,<1.35.0"
+botocore = ">=1.34.46,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -139,11 +273,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.44"
+version = "1.34.46"
 description = "Low-level, data-driven core of boto 3."
-category = "main"
 optional = false
 python-versions = ">= 3.8"
+files = [
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+]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
@@ -157,9 +294,12 @@ crt = ["awscrt (==0.19.19)"]
 name = "build"
 version = "1.0.3"
 description = "A simple, correct Python build frontend"
-category = "main"
 optional = false
 python-versions = ">= 3.7"
+files = [
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "os_name == \"nt\""}
@@ -177,33 +317,156 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 name = "cachetools"
 version = "5.3.2"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
 python-versions = ">=3.7"
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+    {file = "cachetools-5.3.2.tar.gz", hash = "sha256:086ee420196f7b2ab9ca2db2520aca326318b68fe5ba8bc4d49cca91add450f2"},
+]
 
 [[package]]
 name = "certifi"
 version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
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 name = "charset-normalizer"
 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
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 name = "chroma-hnswlib"
 version = "0.7.3"
 description = "Chromas fork of hnswlib"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "chroma_hnswlib-0.7.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:454df3dd3e97aa784fba7cf888ad191e0087eef0fd8c70daf28b753b3b591170"},
+    {file = "chroma_hnswlib-0.7.3-cp39-cp39-win_amd64.whl", hash = "sha256:df587d15007ca701c6de0ee7d5585dd5e976b7edd2b30ac72bc376b3c3f85882"},
+]
 
 [package.dependencies]
 numpy = "*"
@@ -212,9 +475,12 @@ numpy = "*"
 name = "chromadb"
 version = "0.4.22"
 description = "Chroma."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "chromadb-0.4.22-py3-none-any.whl", hash = "sha256:ad210b27b4cda2f09d15adc9c83c81bfa66b69f39648a27b637306e40de0680d"},
+    {file = "chromadb-0.4.22.tar.gz", hash = "sha256:c793149e1c2bbbb52d77602c6c0594c5752f04cd9be12619250ddad2082af27a"},
+]
 
 [package.dependencies]
 bcrypt = ">=4.0.1"
@@ -249,9 +515,12 @@ uvicorn = {version = ">=0.18.3", extras = ["standard"]}
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -260,17 +529,23 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
 
 [[package]]
 name = "coloredlogs"
 version = "15.0.1"
 description = "Colored terminal output for Python's logging module"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"},
+    {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"},
+]
 
 [package.dependencies]
 humanfriendly = ">=9.1"
@@ -282,9 +557,12 @@ cron = ["capturer (>=2.4)"]
 name = "dataclasses-json"
 version = "0.6.4"
 description = "Easily serialize dataclasses to and from JSON."
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
+files = [
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+    {file = "dataclasses_json-0.6.4.tar.gz", hash = "sha256:73696ebf24936560cca79a2430cbc4f3dd23ac7bf46ed17f38e5e5e7657a6377"},
+]
 
 [package.dependencies]
 marshmallow = ">=3.18.0,<4.0.0"
@@ -294,9 +572,12 @@ typing-inspect = ">=0.4.0,<1"
 name = "deprecated"
 version = "1.2.14"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
@@ -308,9 +589,12 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 name = "deprecation"
 version = "2.1.0"
 description = "A library to handle automated deprecations"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
 
 [package.dependencies]
 packaging = "*"
@@ -319,17 +603,23 @@ packaging = "*"
 name = "distro"
 version = "1.9.0"
 description = "Distro - an OS platform information API"
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
 
 [[package]]
 name = "exceptiongroup"
 version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
+    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
+]
 
 [package.extras]
 test = ["pytest (>=6)"]
@@ -338,9 +628,12 @@ test = ["pytest (>=6)"]
 name = "fastapi"
 version = "0.108.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "fastapi-0.108.0-py3-none-any.whl", hash = "sha256:8c7bc6d315da963ee4cdb605557827071a9a7f95aeb8fcdd3bde48cdc8764dd7"},
+    {file = "fastapi-0.108.0.tar.gz", hash = "sha256:5056e504ac6395bf68493d71fcfc5352fdbd5fda6f88c21f6420d80d81163296"},
+]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
@@ -354,9 +647,12 @@ all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 name = "fastapi-events"
 version = "0.10.1"
 description = "Event dispatching library for FastAPI"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "fastapi-events-0.10.1.tar.gz", hash = "sha256:31e8bb1bc44f4c2eba66a7a738f9914d4106722c210a60d27cab7db06d74620a"},
+    {file = "fastapi_events-0.10.1-py3-none-any.whl", hash = "sha256:8e392804cf7d9643a667e7872acaf39c1de0745eeac10e7de01c377529afe9b0"},
+]
 
 [package.extras]
 aws = ["boto3 (>=1.14)"]
@@ -367,9 +663,12 @@ otel = ["opentelemetry-api (>=1.12.0,<2.0)"]
 name = "filelock"
 version = "3.13.1"
 description = "A platform independent file lock."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "filelock-3.13.1-py3-none-any.whl", hash = "sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c"},
+    {file = "filelock-3.13.1.tar.gz", hash = "sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e"},
+]
 
 [package.extras]
 docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
@@ -380,25 +679,109 @@ typing = ["typing-extensions (>=4.8)"]
 name = "flatbuffers"
 version = "23.5.26"
 description = "The FlatBuffers serialization format for Python"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "flatbuffers-23.5.26.tar.gz", hash = "sha256:9ea1144cac05ce5d86e2859f431c6cd5e66cd9c78c558317c7955fb8d4c78d89"},
+]
 
 [[package]]
 name = "frozenlist"
 version = "1.4.1"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
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 version = "2024.2.0"
 description = "File-system specification"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
 abfs = ["adlfs"]
@@ -428,9 +811,12 @@ tqdm = ["tqdm"]
 name = "google-auth"
 version = "2.28.0"
 description = "Google Authentication Library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
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 cachetools = ">=2.0.0,<6.0"
@@ -448,9 +834,12 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
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 version = "1.62.0"
 description = "Common protobufs used in Google APIs"
-category = "main"
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 version = "2.1.0"
 description = "Python Client Library for GoTrue"
-category = "main"
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 python-versions = ">=3.8,<4.0"
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 description = "Lightweight in-process concurrent programming"
-category = "main"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
 docs = ["Sphinx", "furo"]
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 name = "grpcio"
 version = "1.60.1"
 description = "HTTP/2-based RPC framework"
-category = "main"
 optional = false
 python-versions = ">=3.7"
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+    {file = "grpcio-1.60.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:9a66f4d2a005bc78e61d805ed95dedfcb35efa84b7bba0403c6d60d13a3de2d6"},
+    {file = "grpcio-1.60.1-cp39-cp39-win32.whl", hash = "sha256:8d488fbdbf04283f0d20742b64968d44825617aa6717b07c006168ed16488804"},
+    {file = "grpcio-1.60.1-cp39-cp39-win_amd64.whl", hash = "sha256:61b7199cd2a55e62e45bfb629a35b71fc2c0cb88f686a047f25b1112d3810904"},
+    {file = "grpcio-1.60.1.tar.gz", hash = "sha256:dd1d3a8d1d2e50ad9b59e10aa7f07c7d1be2b367f3f2d33c5fade96ed5460962"},
+]
 
 [package.extras]
 protobuf = ["grpcio-tools (>=1.60.1)"]
@@ -497,17 +1003,23 @@ protobuf = ["grpcio-tools (>=1.60.1)"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
 
 [[package]]
 name = "httpcore"
 version = "1.0.3"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "httpcore-1.0.3-py3-none-any.whl", hash = "sha256:9a6a501c3099307d9fd76ac244e08503427679b1e81ceb1d922485e2f2462ad2"},
+    {file = "httpcore-1.0.3.tar.gz", hash = "sha256:5c0f9546ad17dac4d0772b0808856eb616eb8b48ce94f49ed819fd6982a8a544"},
+]
 
 [package.dependencies]
 certifi = "*"
@@ -516,48 +1028,91 @@ h11 = ">=0.13,<0.15"
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<0.24.0)"]
 
 [[package]]
 name = "httptools"
 version = "0.6.1"
 description = "A collection of framework independent HTTP protocol utils."
-category = "main"
 optional = false
 python-versions = ">=3.8.0"
-
-[package.extras]
-test = ["Cython (>=0.29.24,<0.30.0)"]
-
-[[package]]
-name = "httpx"
-version = "0.25.2"
+files = [
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+    {file = "httptools-0.6.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:95658c342529bba4e1d3d2b1a874db16c7cca435e8827422154c9da76ac4e13a"},
+    {file = "httptools-0.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:7ebaec1bf683e4bf5e9fbb49b8cc36da482033596a415b3e4ebab5a4c0d7ec5e"},
+    {file = "httptools-0.6.1.tar.gz", hash = "sha256:c6e26c30455600b95d94b1b836085138e82f177351454ee841c148f93a9bad5a"},
+]
+
+[package.extras]
+test = ["Cython (>=0.29.24,<0.30.0)"]
+
+[[package]]
+name = "httpx"
+version = "0.25.2"
 description = "The next generation HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "httpx-0.25.2-py3-none-any.whl", hash = "sha256:a05d3d052d9b2dfce0e3896636467f8a5342fb2b902c819428e1ac65413ca118"},
+    {file = "httpx-0.25.2.tar.gz", hash = "sha256:8b8fcaa0c8ea7b05edd69a094e63a2094c4efcb48129fb757361bc423c0ad9e8"},
+]
 
 [package.dependencies]
 anyio = "*"
 certifi = "*"
-httpcore = ">=1.0.0,<2.0.0"
+httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
 version = "0.20.3"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
-category = "main"
 optional = false
 python-versions = ">=3.8.0"
+files = [
+    {file = "huggingface_hub-0.20.3-py3-none-any.whl", hash = "sha256:d988ae4f00d3e307b0c80c6a05ca6dbb7edba8bba3079f74cda7d9c2e562a7b6"},
+    {file = "huggingface_hub-0.20.3.tar.gz", hash = "sha256:94e7f8e074475fbc67d6a71957b678e1b4a74ff1b64a644fd6cbb83da962d05d"},
+]
 
 [package.dependencies]
 filelock = "*"
@@ -584,9 +1139,12 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t
 name = "humanfriendly"
 version = "10.0"
 description = "Human friendly output for text interfaces using Python"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
+    {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
+]
 
 [package.dependencies]
 pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
@@ -595,17 +1153,23 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
 name = "idna"
 version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
+]
 
 [[package]]
 name = "importlib-metadata"
 version = "6.11.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
+    {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
+]
 
 [package.dependencies]
 zipp = ">=0.5"
@@ -619,9 +1183,12 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "importlib-resources"
 version = "6.1.1"
 description = "Read resources from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
+    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
+]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
@@ -631,17 +1198,23 @@ testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)",
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
 
 [[package]]
 name = "inngest"
 version = "0.2.3"
 description = "Python SDK for Inngest"
-category = "main"
 optional = false
 python-versions = ">=3.10"
+files = [
+    {file = "inngest-0.2.3-py3-none-any.whl", hash = "sha256:75abdc0348654508502ee16095c59f891477d449692908ed7ecd0dd813cf9950"},
+    {file = "inngest-0.2.3.tar.gz", hash = "sha256:cd760c6901272617ddecc8b086959e2cc9e009c42858e1e89bcc34f4d3b28580"},
+]
 
 [package.dependencies]
 httpx = ">=0.24.0"
@@ -654,17 +1227,23 @@ extra = ["Django (==4.2.7)", "Flask (==3.0.0)", "build (==1.0.3)", "django-types
 name = "jmespath"
 version = "1.0.1"
 description = "JSON Matching Expressions"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
+    {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
+]
 
 [[package]]
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+files = [
+    {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
+    {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
+]
 
 [package.dependencies]
 jsonpointer = ">=1.9"
@@ -673,17 +1252,23 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+files = [
+    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+]
 
 [[package]]
 name = "kubernetes"
 version = "29.0.0"
 description = "Kubernetes python client"
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "kubernetes-29.0.0-py2.py3-none-any.whl", hash = "sha256:ab8cb0e0576ccdfb71886366efb102c6a20f268d817be065ce7f9909c631e43e"},
+    {file = "kubernetes-29.0.0.tar.gz", hash = "sha256:c4812e227ae74d07d53c88293e564e54b850452715a59a927e7e1bc6b9a60459"},
+]
 
 [package.dependencies]
 certifi = ">=14.05.14"
@@ -695,7 +1280,7 @@ requests = "*"
 requests-oauthlib = "*"
 six = ">=1.9.0"
 urllib3 = ">=1.24.2"
-websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.0 || >=0.43.0"
+websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
 
 [package.extras]
 adal = ["adal (>=1.0.2)"]
@@ -704,9 +1289,12 @@ adal = ["adal (>=1.0.2)"]
 name = "langchain"
 version = "0.1.5"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
+files = [
+    {file = "langchain-0.1.5-py3-none-any.whl", hash = "sha256:4614118d4a95b2e7ba3611a0b6b21707a259a21652a04fbe3c31205bcf3fcd50"},
+    {file = "langchain-0.1.5.tar.gz", hash = "sha256:69603a5bb21b044ddea69d38131dbbf47475afdf79728644faa67d1ad325d652"},
+]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
@@ -741,9 +1329,12 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langchain-community"
 version = "0.0.17"
 description = "Community contributed LangChain integrations."
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
+files = [
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+    {file = "langchain_community-0.0.17.tar.gz", hash = "sha256:ab957b34a562e0199b2ecf050bdc987c4fe889b2ac9f22b75a9fac8b9e30f53a"},
+]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
@@ -764,9 +1355,12 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 name = "langchain-core"
 version = "0.1.19"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
+files = [
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+    {file = "langchain_core-0.1.19.tar.gz", hash = "sha256:30539190a63dff53e995f10aefb943b4f7e01aba4bf28fd1e13016b040c0e9da"},
+]
 
 [package.dependencies]
 anyio = ">=3,<5"
@@ -785,9 +1379,12 @@ extended-testing = ["jinja2 (>=3,<4)"]
 name = "langchain-openai"
 version = "0.0.2.post1"
 description = "An integration package connecting OpenAI and LangChain"
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
+files = [
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+    {file = "langchain_openai-0.0.2.post1.tar.gz", hash = "sha256:f8e78db4a663feeac71d9f036b9422406c199ea3ef4c97d99ff392c93530e073"},
+]
 
 [package.dependencies]
 langchain-core = ">=0.1.7,<0.2"
@@ -795,13 +1392,32 @@ numpy = ">=1,<2"
 openai = ">=1.6.1,<2.0.0"
 tiktoken = ">=0.5.2,<0.6.0"
 
+[[package]]
+name = "langchain-pinecone"
+version = "0.0.2"
+description = "An integration package connecting Pinecone and LangChain"
+optional = false
+python-versions = ">=3.8.1,<3.13"
+files = [
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+    {file = "langchain_pinecone-0.0.2.tar.gz", hash = "sha256:12e19e0fd900326b72ce0e27a0ddf33526c7af8d2d488b7dce06f3b6beff6d13"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.1,<0.2"
+numpy = ">=1,<2"
+pinecone-client = ">=3,<4"
+
 [[package]]
 name = "langsmith"
 version = "0.0.92"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
+files = [
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+    {file = "langsmith-0.0.92.tar.gz", hash = "sha256:61a3a502222bdd221b7f592b6fc14756d74c4fc088aa6bd8834b92adfe9ee583"},
+]
 
 [package.dependencies]
 pydantic = ">=1,<3"
@@ -811,9 +1427,12 @@ requests = ">=2,<3"
 name = "mangum"
 version = "0.17.0"
 description = "AWS Lambda support for ASGI applications"
-category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "mangum-0.17.0.tar.gz", hash = "sha256:5b4e26375e12eed051687670466d17968f8b74beecaca432edd4eb4127f78509"},
+]
 
 [package.dependencies]
 typing-extensions = "*"
@@ -822,9 +1441,12 @@ typing-extensions = "*"
 name = "marshmallow"
 version = "3.20.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
-category = "main"
 optional = false
 python-versions = ">=3.8"
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+]
 
 [package.dependencies]
 packaging = ">=17.0"
@@ -839,9 +1461,90 @@ tests = ["pytest", "pytz", "simplejson"]
 name = "mmh3"
 version = "4.1.0"
 description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
-category = "main"
 optional = false
 python-versions = "*"
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@@ -850,17 +1553,23 @@ test = ["mypy (>=1.0)", "pytest (>=7.0.0)"]
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@@ -872,1675 +1581,9 @@ tests = ["pytest (>=4.6)"]
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+
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+
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+
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+
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+
+[[package]]
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+
+[package.extras]
+dev = ["black", "flake8", "flake8-print", "isort", "pre-commit"]
+sentry = ["django", "sentry-sdk"]
+test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-timeout"]
+
+[[package]]
+name = "protobuf"
+version = "4.25.3"
+description = ""
+optional = false
+python-versions = ">=3.8"
+files = [
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@@ -2814,7 +2141,14 @@ protobuf = [
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 ]
-pulsar-client = [
+
+[[package]]
+name = "pulsar-client"
+version = "3.4.0"
+description = "Apache Pulsar Python client library"
+optional = false
+python-versions = "*"
+files = [
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@@ -2846,19 +2180,66 @@ pulsar-client = [
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 ]
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+
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+
+[package.extras]
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+avro = ["fastavro (>=1.9.2)"]
+functions = ["apache-bookkeeper-client (>=4.16.1)", "grpcio (>=1.60.0)", "prometheus-client", "protobuf (>=3.6.1,<=3.20.3)", "ratelimit"]
+
+[[package]]
+name = "pyasn1"
+version = "0.5.1"
+description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
+optional = false
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 ]
-pyasn1-modules = [
+
+[[package]]
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+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 ]
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+
+[package.dependencies]
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+
+[[package]]
+name = "pydantic"
+version = "2.5.3"
+description = "Data validation using Python type hints"
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+python-versions = ">=3.7"
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 ]
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+
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+typing-extensions = ">=4.6.1"
+
+[package.extras]
+email = ["email-validator (>=2.0.0)"]
+
+[[package]]
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@@ -2965,18 +2346,52 @@ pydantic-core = [
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 ]
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+
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+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+
+[[package]]
+name = "pypika"
+version = "0.48.9"
+description = "A SQL query builder API for Python"
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+python-versions = "*"
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 ]
-pyproject-hooks = [
+
+[[package]]
+name = "pyproject-hooks"
+version = "1.0.0"
+description = "Wrappers to call pyproject.toml-based build backend hooks."
+optional = false
+python-versions = ">=3.7"
+files = [
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 ]
-pyreadline3 = [
+
+[package.dependencies]
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+
+[[package]]
+name = "pyreadline3"
+version = "3.4.1"
+description = "A python implementation of GNU readline."
+optional = false
+python-versions = "*"
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 ]
-pysqlite3-binary = [
+
+[[package]]
+name = "pysqlite3-binary"
+version = "0.5.2.post3"
+description = "DB-API 2.0 interface for Sqlite 3.x"
+optional = false
+python-versions = "*"
+files = [
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@@ -2985,19 +2400,64 @@ pysqlite3-binary = [
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 ]
-pytest = [
+
+[[package]]
+name = "pytest"
+version = "8.0.1"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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 ]
-python-dateutil = [
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=1.3.0,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
     {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
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 ]
-python-dotenv = [
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "python-dotenv"
+version = "1.0.1"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
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 ]
-pyyaml = [
+
+[package.extras]
+cli = ["click (>=5.0)"]
+
+[[package]]
+name = "pyyaml"
+version = "6.0.1"
+description = "YAML parser and emitter for Python"
+optional = false
+python-versions = ">=3.6"
+files = [
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a"},
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@@ -3049,11 +2509,30 @@ pyyaml = [
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
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 ]
-realtime = [
+
+[[package]]
+name = "realtime"
+version = "1.0.2"
+description = ""
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
     {file = "realtime-1.0.2-py3-none-any.whl", hash = "sha256:8f8375199fd917cd0ded818702321f91b208ab72794ade0a33cee9d55ae30f11"},
     {file = "realtime-1.0.2.tar.gz", hash = "sha256:776170a4329edc869b91e104c554cda02c8bf8e052cbb93c377e22482870959c"},
 ]
-regex = [
+
+[package.dependencies]
+python-dateutil = ">=2.8.1,<3.0.0"
+typing-extensions = ">=4.2.0,<5.0.0"
+websockets = ">=11.0,<12.0"
+
+[[package]]
+name = "regex"
+version = "2023.12.25"
+description = "Alternative regular expression module, to replace re."
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "regex-2023.12.25-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0694219a1d54336fd0445ea382d49d36882415c0134ee1e8332afd1529f0baa5"},
     {file = "regex-2023.12.25-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b014333bd0217ad3d54c143de9d4b9a3ca1c5a29a6d0d554952ea071cff0f1f8"},
     {file = "regex-2023.12.25-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d865984b3f71f6d0af64d0d88f5733521698f6c16f445bb09ce746c92c97c586"},
@@ -3148,35 +2627,122 @@ regex = [
     {file = "regex-2023.12.25-cp39-cp39-win_amd64.whl", hash = "sha256:e693e233ac92ba83a87024e1d32b5f9ab15ca55ddd916d878146f4e3406b5c91"},
     {file = "regex-2023.12.25.tar.gz", hash = "sha256:29171aa128da69afdf4bde412d5bedc335f2ca8fcfe4489038577d05f16181e5"},
 ]
-requests = [
+
+[[package]]
+name = "requests"
+version = "2.31.0"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
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 ]
-requests-oauthlib = [
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "requests-oauthlib"
+version = "1.3.1"
+description = "OAuthlib authentication support for Requests."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
     {file = "requests-oauthlib-1.3.1.tar.gz", hash = "sha256:75beac4a47881eeb94d5ea5d6ad31ef88856affe2332b9aafb52c6452ccf0d7a"},
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 ]
-rsa = [
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
+[[package]]
+name = "rsa"
+version = "4.9"
+description = "Pure-Python RSA implementation"
+optional = false
+python-versions = ">=3.6,<4"
+files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
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 ]
-s3transfer = [
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
+[[package]]
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+version = "0.10.0"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">= 3.8"
+files = [
     {file = "s3transfer-0.10.0-py3-none-any.whl", hash = "sha256:3cdb40f5cfa6966e812209d0994f2a4709b561c88e90cf00c2696d2df4e56b2e"},
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 ]
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+
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+botocore = ">=1.33.2,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+
+[[package]]
+name = "setuptools"
+version = "69.1.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
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 ]
-sniffio = [
+
+[[package]]
+name = "sniffio"
+version = "1.3.0"
+description = "Sniff out which async library your code is running under"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
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 ]
-sqlalchemy = [
+
+[[package]]
+name = "sqlalchemy"
+version = "2.0.27"
+description = "Database Abstraction Library"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "SQLAlchemy-2.0.27-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d04e579e911562f1055d26dab1868d3e0bb905db3bccf664ee8ad109f035618a"},
     {file = "SQLAlchemy-2.0.27-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fa67d821c1fd268a5a87922ef4940442513b4e6c377553506b9db3b83beebbd8"},
     {file = "SQLAlchemy-2.0.27-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6c7a596d0be71b7baa037f4ac10d5e057d276f65a9a611c46970f012752ebf2d"},
@@ -3227,35 +2793,153 @@ sqlalchemy = [
     {file = "SQLAlchemy-2.0.27-py3-none-any.whl", hash = "sha256:1ab4e0448018d01b142c916cc7119ca573803a4745cfe341b8f95657812700ac"},
     {file = "SQLAlchemy-2.0.27.tar.gz", hash = "sha256:86a6ed69a71fe6b88bf9331594fa390a2adda4a49b5c06f98e47bf0d392534f8"},
 ]
-starlette = [
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
+[[package]]
+name = "starlette"
+version = "0.32.0.post1"
+description = "The little ASGI library that shines."
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "starlette-0.32.0.post1-py3-none-any.whl", hash = "sha256:cd0cb10ddb49313f609cedfac62c8c12e56c7314b66d89bb077ba228bada1b09"},
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 ]
-storage3 = [
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+anyio = ">=3.4.0,<5"
+
+[package.extras]
+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
+
+[[package]]
+name = "storage3"
+version = "0.7.0"
+description = "Supabase Storage client for Python."
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
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 ]
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+
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+httpx = ">=0.24,<0.26"
+python-dateutil = ">=2.8.2,<3.0.0"
+typing-extensions = ">=4.2.0,<5.0.0"
+
+[[package]]
+name = "strenum"
+version = "0.4.15"
+description = "An Enum that inherits from str."
+optional = false
+python-versions = "*"
+files = [
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 ]
-supabase = [
+
+[package.extras]
+docs = ["myst-parser[linkify]", "sphinx", "sphinx-rtd-theme"]
+release = ["twine"]
+test = ["pylint", "pytest", "pytest-black", "pytest-cov", "pytest-pylint"]
+
+[[package]]
+name = "supabase"
+version = "2.3.1"
+description = "Supabase client for Python."
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
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 ]
-supafunc = [
+
+[package.dependencies]
+gotrue = ">=1.3,<3.0"
+httpx = ">=0.24,<0.26"
+postgrest = ">=0.10.8,<0.14.0"
+realtime = ">=1.0.0,<2.0.0"
+storage3 = ">=0.5.3,<0.8.0"
+supafunc = ">=0.3.1,<0.4.0"
+
+[[package]]
+name = "supafunc"
+version = "0.3.3"
+description = "Library for Supabase Functions"
+optional = false
+python-versions = ">=3.8,<4.0"
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 ]
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+
+[package.dependencies]
+httpx = ">=0.24,<0.26"
+
+[[package]]
+name = "sympy"
+version = "1.12"
+description = "Computer algebra system (CAS) in Python"
+optional = false
+python-versions = ">=3.8"
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 ]
-tenacity = [
+
+[package.dependencies]
+mpmath = ">=0.19"
+
+[[package]]
+name = "tenacity"
+version = "8.2.3"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.7"
+files = [
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 ]
-tiktoken = [
+
+[package.extras]
+doc = ["reno", "sphinx", "tornado (>=4.5)"]
+
+[[package]]
+name = "tiktoken"
+version = "0.5.2"
+description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "tiktoken-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8c4e654282ef05ec1bd06ead22141a9a1687991cef2c6a81bdd1284301abc71d"},
     {file = "tiktoken-0.5.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7b3134aa24319f42c27718c6967f3c1916a38a715a0fa73d33717ba121231307"},
     {file = "tiktoken-0.5.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6092e6e77730929c8c6a51bb0d7cfdf1b72b63c4d033d6258d1f2ee81052e9e5"},
@@ -3293,7 +2977,21 @@ tiktoken = [
     {file = "tiktoken-0.5.2-cp39-cp39-win_amd64.whl", hash = "sha256:84ddb36faedb448a50b246e13d1b6ee3437f60b7169b723a4b2abad75e914f3e"},
     {file = "tiktoken-0.5.2.tar.gz", hash = "sha256:f54c581f134a8ea96ce2023ab221d4d4d81ab614efa0b2fbce926387deb56c80"},
 ]
-tokenizers = [
+
+[package.dependencies]
+regex = ">=2022.1.18"
+requests = ">=2.26.0"
+
+[package.extras]
+blobfile = ["blobfile (>=2)"]
+
+[[package]]
+name = "tokenizers"
+version = "0.15.2"
+description = ""
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "tokenizers-0.15.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:52f6130c9cbf70544287575a985bf44ae1bda2da7e8c24e97716080593638012"},
     {file = "tokenizers-0.15.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:054c1cc9c6d68f7ffa4e810b3d5131e0ba511b6e4be34157aa08ee54c2f8d9ee"},
     {file = "tokenizers-0.15.2-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:a9b9b070fdad06e347563b88c278995735292ded1132f8657084989a4c84a6d5"},
@@ -3405,39 +3103,157 @@ tokenizers = [
     {file = "tokenizers-0.15.2-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:7ca22bd897537a0080521445d91a58886c8c04084a6a19e6c78c586e0cfa92a5"},
     {file = "tokenizers-0.15.2.tar.gz", hash = "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91"},
 ]
-tomli = [
+
+[package.dependencies]
+huggingface_hub = ">=0.16.4,<1.0"
+
+[package.extras]
+dev = ["tokenizers[testing]"]
+docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
-tqdm = [
+
+[[package]]
+name = "tqdm"
+version = "4.66.2"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
     {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
 ]
-typer = [
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "typer"
+version = "0.9.0"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.6"
+files = [
     {file = "typer-0.9.0-py3-none-any.whl", hash = "sha256:5d96d986a21493606a358cae4461bd8cdf83cbf33a5aa950ae629ca3b51467ee"},
     {file = "typer-0.9.0.tar.gz", hash = "sha256:50922fd79aea2f4751a8e0408ff10d2662bd0c8bbfa84755a699f3bada2978b2"},
 ]
-types-requests = [
+
+[package.dependencies]
+click = ">=7.1.1,<9.0.0"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+
+[[package]]
+name = "types-requests"
+version = "2.31.0.20240218"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "types-requests-2.31.0.20240218.tar.gz", hash = "sha256:f1721dba8385958f504a5386240b92de4734e047a08a40751c1654d1ac3349c5"},
     {file = "types_requests-2.31.0.20240218-py3-none-any.whl", hash = "sha256:a82807ec6ddce8f00fe0e949da6d6bc1fbf1715420218a9640d695f70a9e5a9b"},
 ]
-typing-extensions = [
+
+[package.dependencies]
+urllib3 = ">=2"
+
+[[package]]
+name = "typing-extensions"
+version = "4.9.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
     {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
-typing-inspect = [
+
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
     {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
     {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
 ]
-urllib3 = [
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "urllib3"
+version = "2.0.7"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"},
     {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"},
 ]
-uvicorn = [
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "uvicorn"
+version = "0.25.0"
+description = "The lightning-fast ASGI server."
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "uvicorn-0.25.0-py3-none-any.whl", hash = "sha256:ce107f5d9bd02b4636001a77a4e74aab5e1e2b146868ebbad565237145af444c"},
     {file = "uvicorn-0.25.0.tar.gz", hash = "sha256:6dddbad1d7ee0f5140aba5ec138ddc9612c5109399903828b4874c9937f009c2"},
 ]
-uvloop = [
+
+[package.dependencies]
+click = ">=7.0"
+colorama = {version = ">=0.4", optional = true, markers = "sys_platform == \"win32\" and extra == \"standard\""}
+h11 = ">=0.8"
+httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standard\""}
+python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
+pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
+typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
+websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
+
+[package.extras]
+standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
+[[package]]
+name = "uvloop"
+version = "0.19.0"
+description = "Fast implementation of asyncio event loop on top of libuv"
+optional = false
+python-versions = ">=3.8.0"
+files = [
     {file = "uvloop-0.19.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:de4313d7f575474c8f5a12e163f6d89c0a878bc49219641d49e6f1444369a90e"},
     {file = "uvloop-0.19.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5588bd21cf1fcf06bded085f37e43ce0e00424197e7c10e77afd4bbefffef428"},
     {file = "uvloop-0.19.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7b1fd71c3843327f3bbc3237bedcdb6504fd50368ab3e04d0410e52ec293f5b8"},
@@ -3470,7 +3286,18 @@ uvloop = [
     {file = "uvloop-0.19.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:2df95fca285a9f5bfe730e51945ffe2fa71ccbfdde3b0da5772b4ee4f2e770d5"},
     {file = "uvloop-0.19.0.tar.gz", hash = "sha256:0246f4fd1bf2bf702e06b0d45ee91677ee5c31242f39aab4ea6fe0c51aedd0fd"},
 ]
-watchfiles = [
+
+[package.extras]
+docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
+test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
+
+[[package]]
+name = "watchfiles"
+version = "0.21.0"
+description = "Simple, modern and high performance file watching and code reload in python."
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "watchfiles-0.21.0-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:27b4035013f1ea49c6c0b42d983133b136637a527e48c132d368eb19bf1ac6aa"},
     {file = "watchfiles-0.21.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c81818595eff6e92535ff32825f31c116f867f64ff8cdf6562cd1d6b2e1e8f3e"},
     {file = "watchfiles-0.21.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:6c107ea3cf2bd07199d66f156e3ea756d1b84dfd43b542b2d870b77868c98c03"},
@@ -3547,11 +3374,33 @@ watchfiles = [
     {file = "watchfiles-0.21.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:43babacef21c519bc6631c5fce2a61eccdfc011b4bcb9047255e9620732c8097"},
     {file = "watchfiles-0.21.0.tar.gz", hash = "sha256:c76c635fabf542bb78524905718c39f736a98e5ab25b23ec6d4abede1a85a6a3"},
 ]
-websocket-client = [
+
+[package.dependencies]
+anyio = ">=3.0.0"
+
+[[package]]
+name = "websocket-client"
+version = "1.7.0"
+description = "WebSocket client for Python with low level API options"
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"},
     {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"},
 ]
-websockets = [
+
+[package.extras]
+docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
+[[package]]
+name = "websockets"
+version = "11.0.3"
+description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "websockets-11.0.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3ccc8a0c387629aec40f2fc9fdcb4b9d5431954f934da3eaf16cdc94f67dbfac"},
     {file = "websockets-11.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d67ac60a307f760c6e65dad586f556dde58e683fab03323221a4e530ead6f74d"},
     {file = "websockets-11.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:84d27a4832cc1a0ee07cdcf2b0629a8a72db73f4cf6de6f0904f6661227f256f"},
@@ -3623,7 +3472,14 @@ websockets = [
     {file = "websockets-11.0.3-py3-none-any.whl", hash = "sha256:6681ba9e7f8f3b19440921e99efbb40fc89f26cd71bf539e45d8c8a25c976dc6"},
     {file = "websockets-11.0.3.tar.gz", hash = "sha256:88fc51d9a26b10fc331be344f1781224a375b78488fc343620184e95a4b27016"},
 ]
-wrapt = [
+
+[[package]]
+name = "wrapt"
+version = "1.16.0"
+description = "Module for decorators, wrappers and monkey patching."
+optional = false
+python-versions = ">=3.6"
+files = [
     {file = "wrapt-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"},
     {file = "wrapt-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e4fdb9275308292e880dcbeb12546df7f3e0f96c6b41197e0cf37d2826359020"},
     {file = "wrapt-1.16.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb2dee3874a500de01c93d5c71415fcaef1d858370d405824783e7a8ef5db440"},
@@ -3695,7 +3551,14 @@ wrapt = [
     {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
     {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
-yarl = [
+
+[[package]]
+name = "yarl"
+version = "1.9.4"
+description = "Yet another URL library"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "yarl-1.9.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a8c1df72eb746f4136fe9a2e72b0c9dc1da1cbd23b5372f94b5820ff8ae30e0e"},
     {file = "yarl-1.9.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a3a6ed1d525bfb91b3fc9b690c5a21bb52de28c018530ad85093cc488bee2dd2"},
     {file = "yarl-1.9.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c38c9ddb6103ceae4e4498f9c08fac9b590c5c71b0370f98714768e22ac6fa66"},
@@ -3787,7 +3650,27 @@ yarl = [
     {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
     {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
 ]
-zipp = [
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
     {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
     {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "~3.10.6"
+content-hash = "74ff5b938410e97a7707e6575719429ba1b781b64ba19a6cf5ddf65760a617a3"
diff --git a/workers/pyproject.toml b/workers/pyproject.toml
index 1382360..5c168c9 100644
--- a/workers/pyproject.toml
+++ b/workers/pyproject.toml
@@ -25,6 +25,7 @@ pysqlite3-binary =  { version = "^0.5.2.post3", markers = "sys_platform == 'linu
 tiktoken = "~0.5.2"
 aws-lambda-typing = "^2.18.0"
 boto3 = "^1.34.44"
+langchain-pinecone = "^0.0.2"
 
 [tool.poetry.group.dev.dependencies]
 mypy = "1.8.0"
@@ -39,7 +40,8 @@ plugins = [
 ]
 
 [tool.poetry.scripts]
-build-check = "fund_public_goods.build_check:run"
+build-check = "fund_public_goods.scripts.build_check:run"
+create-embeddings = "fund_public_goods.scripts.create_embeddings:run"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/workers/serverless.dev.yml b/workers/serverless.dev.yml
index 6d14b4f..ca06326 100644
--- a/workers/serverless.dev.yml
+++ b/workers/serverless.dev.yml
@@ -25,6 +25,7 @@ provider:
     SUPABASE_SERVICE_ROLE_KEY: ${env:DEV_SUPABASE_SERVICE_ROLE_KEY}
     OPENAI_API_KEY: ${env:DEV_OPENAI_API_KEY}
     PINECONE_API_KEY: ${env:DEV_PINECONE_API_KEY}
+    PINECONE_INDEX_NAME: ${env:DEV_PINECONE_INDEX_NAME}
   iamRoleStatements:
     - Effect: "Allow"
       Action: