From 905c80db3794df6f2aeef65124573ac09b62545e Mon Sep 17 00:00:00 2001
From: Peter Jung <peter@jung.ninja>
Date: Tue, 6 Aug 2024 12:24:48 +0200
Subject: [PATCH] Option for caching Tavily results in Postgres

---
 poetry.lock                                | 1544 ++++++++++----------
 prediction_prophet/functions/research.py   |    7 +-
 prediction_prophet/functions/search.py     |    9 +-
 prediction_prophet/functions/web_search.py |   51 +-
 pyproject.toml                             |    3 +-
 5 files changed, 831 insertions(+), 783 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 1ad622de..16a5c3c5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,91 +1,103 @@
 # This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.3.4"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
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+    {file = "aiohappyeyeballs-2.3.4.tar.gz", hash = "sha256:7e1ae8399c320a8adec76f6c919ed5ceae6edd4c3672f4d9eae2b27e37c80ff6"},
+]
+
 [[package]]
 name = "aiohttp"
-version = "3.9.5"
+version = "3.10.1"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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+
+[package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
@@ -94,7 +106,7 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -212,22 +224,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.1.0"
 description = "Classes Without Boilerplate"
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-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
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+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "autoflake"
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 ]
 
 [package.extras]
@@ -556,13 +568,13 @@ files = [
 
 [[package]]
 name = "cachetools"
-version = "5.3.3"
+version = "5.4.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
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 ]
 
 [[package]]
@@ -1274,26 +1286,6 @@ files = [
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 ]
 
-[[package]]
-name = "dnspython"
-version = "2.6.1"
-description = "DNS toolkit"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.extras]
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-dnssec = ["cryptography (>=41)"]
-doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
-doq = ["aioquic (>=0.9.25)"]
-idna = ["idna (>=3.6)"]
-trio = ["trio (>=0.23)"]
-wmi = ["wmi (>=1.5.1)"]
-
 [[package]]
 name = "docker"
 version = "7.1.0"
@@ -1316,21 +1308,6 @@ docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"]
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
-[[package]]
-name = "email-validator"
-version = "2.2.0"
-description = "A robust email address syntax and deliverability validation library."
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.dependencies]
-dnspython = ">=2.0.0"
-idna = ">=2.0.0"
-
 [[package]]
 name = "en-core-web-md"
 version = "3.7.1"
@@ -1562,45 +1539,23 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastapi"
-version = "0.111.1"
+version = "0.112.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-email_validator = ">=2.0.0"
-fastapi-cli = ">=0.0.2"
-httpx = ">=0.23.0"
-jinja2 = ">=2.11.2"
 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"
-python-multipart = ">=0.0.7"
 starlette = ">=0.37.2,<0.38.0"
 typing-extensions = ">=4.8.0"
-uvicorn = {version = ">=0.12.0", extras = ["standard"]}
 
 [package.extras]
-all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-
-[[package]]
-name = "fastapi-cli"
-version = "0.0.4"
-description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.dependencies]
-typer = ">=0.12.3"
-
-[package.extras]
-standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
+all = ["email_validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email_validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "filelock"
@@ -1880,20 +1835,20 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "functions-framework"
-version = "3.8.0"
+version = "3.8.1"
 description = "An open source FaaS (Function as a service) framework for writing portable Python functions -- brought to you by the Google Cloud Functions team."
 optional = false
 python-versions = "<4,>=3.5"
 files = [
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+    {file = "functions_framework-3.8.1-py3-none-any.whl", hash = "sha256:fc5a09b55753838d438d473bdf8407182b47b7717404af093a4ea4250b54b326"},
+    {file = "functions_framework-3.8.1.tar.gz", hash = "sha256:f976d59701f9a6bbb2fd192bf5407f691c274bbeb0dc5b7e07d76a3400fac1e7"},
 ]
 
 [package.dependencies]
 click = ">=7.0,<9.0"
 cloudevents = ">=1.2.0,<2.0.0"
 flask = ">=1.0,<4.0"
-gunicorn = {version = ">=19.2.0", markers = "platform_system != \"Windows\""}
+gunicorn = {version = ">=22.0.0", markers = "platform_system != \"Windows\""}
 watchdog = ">=1.0.0"
 Werkzeug = ">=0.14,<4.0.0"
 
@@ -2012,13 +1967,13 @@ httplib2 = ">=0.19.0"
 
 [[package]]
 name = "google-cloud-functions"
-version = "1.16.4"
+version = "1.16.5"
 description = "Google Cloud Functions API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google_cloud_functions-1.16.5.tar.gz", hash = "sha256:e436090a2d5e39c33c3e0d9f611c9c5dcb6b11bc322c7a7f8cbf64c275ff0ab5"},
 ]
 
 [package.dependencies]
@@ -2030,13 +1985,13 @@ protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4
 
 [[package]]
 name = "google-cloud-resource-manager"
-version = "1.12.4"
+version = "1.12.5"
 description = "Google Cloud Resource Manager API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-cloud-resource-manager-1.12.4.tar.gz", hash = "sha256:3eda914a925e92465ef80faaab7e0f7a9312d486dd4e123d2c76e04bac688ff0"},
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+    {file = "google_cloud_resource_manager-1.12.5-py2.py3-none-any.whl", hash = "sha256:2708a718b45c79464b7b21559c701b5c92e6b0b1ab2146d0a256277a623dc175"},
+    {file = "google_cloud_resource_manager-1.12.5.tar.gz", hash = "sha256:b7af4254401ed4efa3aba3a929cb3ddb803fa6baf91a78485e45583597de5891"},
 ]
 
 [package.dependencies]
@@ -2048,13 +2003,13 @@ protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4
 
 [[package]]
 name = "google-cloud-secret-manager"
-version = "2.20.1"
+version = "2.20.2"
 description = "Google Cloud Secret Manager API client library"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.64.1)"]
+protobuf = ["grpcio-tools (>=1.65.4)"]
 
 [[package]]
 name = "grpcio-status"
-version = "1.64.1"
+version = "1.65.4"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "grpcio_status-1.64.1-py3-none-any.whl", hash = "sha256:2ec6e0777958831484a517e32b6ffe0a4272242eae81bff2f5c3707fa58b40e3"},
-    {file = "grpcio_status-1.64.1.tar.gz", hash = "sha256:c50bd14eb6506d8580a6c553bea463d7c08499b2c0e93f6d1864c5e8eabb1066"},
+    {file = "grpcio_status-1.65.4-py3-none-any.whl", hash = "sha256:09dd3d84d1a3164940b1d8ed2177688cd8d25a423b1f5ad826b393653ea3de01"},
+    {file = "grpcio_status-1.65.4.tar.gz", hash = "sha256:1803968c4f14d81b4b156f6f2b54e6959bac4f40b0a6ca2bd4c169978438b9dc"},
 ]
 
 [package.dependencies]
 googleapis-common-protos = ">=1.5.5"
-grpcio = ">=1.64.1"
+grpcio = ">=1.65.4"
 protobuf = ">=5.26.1,<6.0dev"
 
 [[package]]
@@ -2428,13 +2383,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.4"
+version = "0.24.5"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.23.4-py3-none-any.whl", hash = "sha256:3a0b957aa87150addf0cc7bd71b4d954b78e749850e1e7fb29ebbd2db64ca037"},
-    {file = "huggingface_hub-0.23.4.tar.gz", hash = "sha256:35d99016433900e44ae7efe1c209164a5a81dbbcd53a52f99c281dcd7ce22431"},
+    {file = "huggingface_hub-0.24.5-py3-none-any.whl", hash = "sha256:d93fb63b1f1a919a22ce91a14518974e81fc4610bf344dfe7572343ce8d3aced"},
+    {file = "huggingface_hub-0.24.5.tar.gz", hash = "sha256:7b45d6744dd53ce9cbf9880957de00e9d10a9ae837f1c9b7255fc8fa4e8264f3"},
 ]
 
 [package.dependencies]
@@ -2447,17 +2402,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
-torch = ["safetensors", "torch"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
@@ -2498,22 +2453,22 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.1.0"
+version = "8.0.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
-    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
+    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
+    {file = "importlib_metadata-8.0.0.tar.gz", hash = "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
@@ -2795,19 +2750,19 @@ adal = ["adal (>=1.0.2)"]
 
 [[package]]
 name = "langchain"
-version = "0.2.7"
+version = "0.2.12"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.2.7-py3-none-any.whl", hash = "sha256:98e79e0b9a60a9c740b44d5b0135c85f649219308f30d373cf5f10d0efe18b87"},
-    {file = "langchain-0.2.7.tar.gz", hash = "sha256:8742f363d2890854501e0075af04fcb470600f201dec251c9bd5841e1990e73d"},
+    {file = "langchain-0.2.12-py3-none-any.whl", hash = "sha256:565d2f5df1c06815d1c684400218ec4ae5e1027887aad343226fad846c54e726"},
+    {file = "langchain-0.2.12.tar.gz", hash = "sha256:fe7bd409c133017446fec54c38a5e7cb14f74e020090d7b5065374badf71e6d1"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.2.12,<0.3.0"
+langchain-core = ">=0.2.27,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = {version = ">=1,<2", markers = "python_version < \"3.12\""}
@@ -2819,20 +2774,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-community"
-version = "0.2.7"
+version = "0.2.11"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_community-0.2.7-py3-none-any.whl", hash = "sha256:c236e74249ab68a318c94c95327cbe75a76489b61f7bf93f14117d9233ce70b1"},
-    {file = "langchain_community-0.2.7.tar.gz", hash = "sha256:f52659dbb8a8f0c011cc7d634247686d11d768843cc3e5fe9e6f52321cde82c0"},
+    {file = "langchain_community-0.2.11-py3-none-any.whl", hash = "sha256:465c03ba1603975d141533424185e09546ecf09e379c93aee2671bdc9b325cda"},
+    {file = "langchain_community-0.2.11.tar.gz", hash = "sha256:ede261ff8202f1433f004ee90baf89f371cee37cb1abfc16dd0f8392db10b23e"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.7,<0.3.0"
-langchain-core = ">=0.2.12,<0.3.0"
+langchain = ">=0.2.12,<0.3.0"
+langchain-core = ">=0.2.27,<0.3.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = {version = ">=1,<2", markers = "python_version < \"3.12\""}
 PyYAML = ">=5.3"
@@ -2842,13 +2797,13 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.18"
+version = "0.2.28"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.2.18-py3-none-any.whl", hash = "sha256:c9dbb197508e76337ed810ec977d40ae0c896397d191b420ef126c3818a1be96"},
-    {file = "langchain_core-0.2.18.tar.gz", hash = "sha256:ca5c5f1a783449dae8686e366ff3c5b775f8b5cef0de4ef346b8820d3d1c46ff"},
+    {file = "langchain_core-0.2.28-py3-none-any.whl", hash = "sha256:0728761d02ce696a1c6a57cfad18b874cf6c9566ba86120e2f542e442cb77a06"},
+    {file = "langchain_core-0.2.28.tar.gz", hash = "sha256:589f907fcb1f15acea55ea3f451a37faaa61c2e68b3d39d436cf73ca3dd23ef5"},
 ]
 
 [package.dependencies]
@@ -2858,20 +2813,21 @@ packaging = ">=23.2,<25"
 pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.1.16"
+version = "0.1.20"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_openai-0.1.16-py3-none-any.whl", hash = "sha256:bff90e9d0be786495920a7851ae4d55247fb084d3a11d1b15bfe91904ce1cb0f"},
-    {file = "langchain_openai-0.1.16.tar.gz", hash = "sha256:3dedcc785a64a488ad6a313cc59b0dccea025d27413b55cec73a20dcf3ded4da"},
+    {file = "langchain_openai-0.1.20-py3-none-any.whl", hash = "sha256:232ebfe90b1898ef7cf181e364d45191edcf04bfc31b292ecaa1d2121942c28e"},
+    {file = "langchain_openai-0.1.20.tar.gz", hash = "sha256:2c91e9f771541076b138e65dd4c5427b26957a2272406a7f4ee747d7896f9b35"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.17,<0.3.0"
+langchain-core = ">=0.2.26,<0.3.0"
 openai = ">=1.32.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -2909,13 +2865,13 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "langfuse"
-version = "2.39.1"
+version = "2.41.0"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langfuse-2.39.1-py3-none-any.whl", hash = "sha256:a8f517150e60605cf5e52556f550aeaf8143774f7d1d6dc55e4fa9e8742c55e3"},
-    {file = "langfuse-2.39.1.tar.gz", hash = "sha256:39f5ed2baa06bfe3ef4c4d102efd748931d5f17217ccc17d1b98a02e0dd72992"},
+    {file = "langfuse-2.41.0-py3-none-any.whl", hash = "sha256:f7db4078ff629c9c067970dac35419be199d46aeff272d903a74c5ec29e5969b"},
+    {file = "langfuse-2.41.0.tar.gz", hash = "sha256:d529408079af54ddf84ac72290a756e6721357b09236cbeae728eb04c7371c6c"},
 ]
 
 [package.dependencies]
@@ -2934,13 +2890,13 @@ openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "langsmith"
-version = "0.1.85"
+version = "0.1.98"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.85-py3-none-any.whl", hash = "sha256:c1f94384f10cea96f7b4d33fd3db7ec180c03c7468877d50846f881d2017ff94"},
-    {file = "langsmith-0.1.85.tar.gz", hash = "sha256:acff31f9e53efa48586cf8e32f65625a335c74d7c4fa306d1655ac18452296f6"},
+    {file = "langsmith-0.1.98-py3-none-any.whl", hash = "sha256:f79e8a128652bbcee4606d10acb6236973b5cd7dde76e3741186d3b97b5698e9"},
+    {file = "langsmith-0.1.98.tar.gz", hash = "sha256:e07678219a0502e8f26d35294e72127a39d25e32fafd091af5a7bb661e9a6bd1"},
 ]
 
 [package.dependencies]
@@ -3310,40 +3266,40 @@ tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
 name = "matplotlib"
-version = "3.9.1"
+version = "3.9.0"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
 mypy-extensions = ">=1.0.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = ">=4.1.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
@@ -3809,13 +3765,13 @@ sympy = "*"
 
 [[package]]
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-version = "1.35.13"
+version = "1.39.0"
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 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.35.13-py3-none-any.whl", hash = "sha256:36ec3e93e0d1f243f69be85c89b9221a471c3e450dfd9df16c9829e3cdf63e60"},
-    {file = "openai-1.35.13.tar.gz", hash = "sha256:c684f3945608baf7d2dcc0ef3ee6f3e27e4c66f21076df0b47be45d57e6ae6e4"},
+    {file = "openai-1.39.0-py3-none-any.whl", hash = "sha256:a712553a131c59a249c474d0bb6a0414f41df36dc186d3a018fa7e600e57fb7f"},
+    {file = "openai-1.39.0.tar.gz", hash = "sha256:0cea446082f50985f26809d704a97749cb366a1ba230ef432c684a9745b3f2d9"},
 ]
 
 [package.dependencies]
@@ -3832,18 +3788,18 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.25.0"
+version = "1.26.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_api-1.25.0-py3-none-any.whl", hash = "sha256:757fa1aa020a0f8fa139f8959e53dec2051cc26b832e76fa839a6d76ecefd737"},
-    {file = "opentelemetry_api-1.25.0.tar.gz", hash = "sha256:77c4985f62f2614e42ce77ee4c9da5fa5f0bc1e1821085e9a47533a9323ae869"},
+    {file = "opentelemetry_api-1.26.0-py3-none-any.whl", hash = "sha256:7d7ea33adf2ceda2dd680b18b1677e4152000b37ca76e679da71ff103b943064"},
+    {file = "opentelemetry_api-1.26.0.tar.gz", hash = "sha256:2bd639e4bed5b18486fef0b5a520aaffde5a18fc225e808a1ac4df363f43a1ce"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=7.1"
+importlib-metadata = ">=6.0,<=8.0.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
@@ -3869,13 +3825,13 @@ test = ["pytest-grpc"]
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.46b0"
+version = "0.47b0"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation-0.46b0-py3-none-any.whl", hash = "sha256:89cd721b9c18c014ca848ccd11181e6b3fd3f6c7669e35d59c48dc527408c18b"},
-    {file = "opentelemetry_instrumentation-0.46b0.tar.gz", hash = "sha256:974e0888fb2a1e01c38fbacc9483d024bb1132aad92d6d24e2e5543887a7adda"},
+    {file = "opentelemetry_instrumentation-0.47b0-py3-none-any.whl", hash = "sha256:88974ee52b1db08fc298334b51c19d47e53099c33740e48c4f084bd1afd052d5"},
+    {file = "opentelemetry_instrumentation-0.47b0.tar.gz", hash = "sha256:96f9885e450c35e3f16a4f33145f2ebf620aea910c9fd74a392bbc0f807a350f"},
 ]
 
 [package.dependencies]
@@ -3885,45 +3841,45 @@ wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-asgi"
-version = "0.46b0"
+version = "0.47b0"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_asgi-0.46b0-py3-none-any.whl", hash = "sha256:f13c55c852689573057837a9500aeeffc010c4ba59933c322e8f866573374759"},
-    {file = "opentelemetry_instrumentation_asgi-0.46b0.tar.gz", hash = "sha256:02559f30cf4b7e2a737ab17eb52aa0779bcf4cc06573064f3e2cb4dcc7d3040a"},
+    {file = "opentelemetry_instrumentation_asgi-0.47b0-py3-none-any.whl", hash = "sha256:b798dc4957b3edc9dfecb47a4c05809036a4b762234c5071212fda39ead80ade"},
+    {file = "opentelemetry_instrumentation_asgi-0.47b0.tar.gz", hash = "sha256:e78b7822c1bca0511e5e9610ec484b8994a81670375e570c76f06f69af7c506a"},
 ]
 
 [package.dependencies]
 asgiref = ">=3.0,<4.0"
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.46b0"
-opentelemetry-semantic-conventions = "0.46b0"
-opentelemetry-util-http = "0.46b0"
+opentelemetry-instrumentation = "0.47b0"
+opentelemetry-semantic-conventions = "0.47b0"
+opentelemetry-util-http = "0.47b0"
 
 [package.extras]
 instruments = ["asgiref (>=3.0,<4.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-fastapi"
-version = "0.46b0"
+version = "0.47b0"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_fastapi-0.46b0-py3-none-any.whl", hash = "sha256:e0f5d150c6c36833dd011f0e6ef5ede6d7406c1aed0c7c98b2d3b38a018d1b33"},
-    {file = "opentelemetry_instrumentation_fastapi-0.46b0.tar.gz", hash = "sha256:928a883a36fc89f9702f15edce43d1a7104da93d740281e32d50ffd03dbb4365"},
+    {file = "opentelemetry_instrumentation_fastapi-0.47b0-py3-none-any.whl", hash = "sha256:5ac28dd401160b02e4f544a85a9e4f61a8cbe5b077ea0379d411615376a2bd21"},
+    {file = "opentelemetry_instrumentation_fastapi-0.47b0.tar.gz", hash = "sha256:0c7c10b5d971e99a420678ffd16c5b1ea4f0db3b31b62faf305fbb03b4ebee36"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.46b0"
-opentelemetry-instrumentation-asgi = "0.46b0"
-opentelemetry-semantic-conventions = "0.46b0"
-opentelemetry-util-http = "0.46b0"
+opentelemetry-instrumentation = "0.47b0"
+opentelemetry-instrumentation-asgi = "0.47b0"
+opentelemetry-semantic-conventions = "0.47b0"
+opentelemetry-util-http = "0.47b0"
 
 [package.extras]
-instruments = ["fastapi (>=0.58,<1.0)"]
+instruments = ["fastapi (>=0.58,<1.0)", "fastapi-slim (>=0.111.0,<0.112.0)"]
 
 [[package]]
 name = "opentelemetry-proto"
@@ -3941,43 +3897,44 @@ protobuf = ">=3.13.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.25.0"
+version = "1.26.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_sdk-1.25.0-py3-none-any.whl", hash = "sha256:d97ff7ec4b351692e9d5a15af570c693b8715ad78b8aafbec5c7100fe966b4c9"},
-    {file = "opentelemetry_sdk-1.25.0.tar.gz", hash = "sha256:ce7fc319c57707ef5bf8b74fb9f8ebdb8bfafbe11898410e0d2a761d08a98ec7"},
+    {file = "opentelemetry_sdk-1.26.0-py3-none-any.whl", hash = "sha256:feb5056a84a88670c041ea0ded9921fca559efec03905dddeb3885525e0af897"},
+    {file = "opentelemetry_sdk-1.26.0.tar.gz", hash = "sha256:c90d2868f8805619535c05562d699e2f4fb1f00dbd55a86dcefca4da6fa02f85"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.25.0"
-opentelemetry-semantic-conventions = "0.46b0"
+opentelemetry-api = "1.26.0"
+opentelemetry-semantic-conventions = "0.47b0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.46b0"
+version = "0.47b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.46b0-py3-none-any.whl", hash = "sha256:6daef4ef9fa51d51855d9f8e0ccd3a1bd59e0e545abe99ac6203804e36ab3e07"},
-    {file = "opentelemetry_semantic_conventions-0.46b0.tar.gz", hash = "sha256:fbc982ecbb6a6e90869b15c1673be90bd18c8a56ff1cffc0864e38e2edffaefa"},
+    {file = "opentelemetry_semantic_conventions-0.47b0-py3-none-any.whl", hash = "sha256:4ff9d595b85a59c1c1413f02bba320ce7ea6bf9e2ead2b0913c4395c7bbc1063"},
+    {file = "opentelemetry_semantic_conventions-0.47b0.tar.gz", hash = "sha256:a8d57999bbe3495ffd4d510de26a97dadc1dace53e0275001b2c1b2f67992a7e"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.25.0"
+deprecated = ">=1.2.6"
+opentelemetry-api = "1.26.0"
 
 [[package]]
 name = "opentelemetry-util-http"
-version = "0.46b0"
+version = "0.47b0"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_util_http-0.46b0-py3-none-any.whl", hash = "sha256:8dc1949ce63caef08db84ae977fdc1848fe6dc38e6bbaad0ae3e6ecd0d451629"},
-    {file = "opentelemetry_util_http-0.46b0.tar.gz", hash = "sha256:03b6e222642f9c7eae58d9132343e045b50aca9761fcb53709bd2b663571fdf6"},
+    {file = "opentelemetry_util_http-0.47b0-py3-none-any.whl", hash = "sha256:3d3215e09c4a723b12da6d0233a31395aeb2bb33a64d7b15a1500690ba250f19"},
+    {file = "opentelemetry_util_http-0.47b0.tar.gz", hash = "sha256:352a07664c18eef827eb8ddcbd64c64a7284a39dd1655e2f16f577eb046ccb32"},
 ]
 
 [[package]]
@@ -4288,53 +4245,60 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint"
 
 [[package]]
 name = "prediction-market-agent-tooling"
-version = "0.43.0"
+version = "0.46.0"
 description = "Tools to benchmark, deploy and monitor prediction market agents."
 optional = false
-python-versions = "<3.12,>=3.10"
-files = [
-    {file = "prediction_market_agent_tooling-0.43.0-py3-none-any.whl", hash = "sha256:0352d59e3759537cad67713eeef37460a91d4b0df4107192ad1b3d307e6b5433"},
-    {file = "prediction_market_agent_tooling-0.43.0.tar.gz", hash = "sha256:978000aa50010e9de99c14d72d2b13ae1f5b0e303c9f1f0106c6140b5f2d378c"},
-]
-
-[package.dependencies]
-autoflake = ">=2.2.1,<3.0.0"
-base58 = ">=2.1.1,<3.0.0"
-cron-validator = ">=1.0.8,<2.0.0"
-eth-account = ">=0.8.0,<0.9.0"
-eth-typing = ">=3.0.0,<4.0.0"
-functions-framework = ">=3.5.0,<4.0.0"
-google-api-python-client = {version = "2.95.0", optional = true, markers = "extra == \"google\""}
-google-cloud-functions = ">=1.16.0,<2.0.0"
-google-cloud-resource-manager = ">=1.12.0,<2.0.0"
-google-cloud-secret-manager = ">=2.18.2,<3.0.0"
-isort = ">=5.13.2,<6.0.0"
-langchain = {version = ">=0.2.6,<0.3.0", optional = true, markers = "extra == \"langchain\""}
+python-versions = ">=3.10,<3.12"
+files = []
+develop = false
+
+[package.dependencies]
+autoflake = "^2.2.1"
+base58 = "^2.1.1"
+cron-validator = "^1.0.8"
+eth-account = "^0.8.0"
+eth-typing = "^3.0.0"
+functions-framework = "^3.5.0"
+google-api-python-client = {version = "2.95.0", optional = true}
+google-cloud-functions = "^1.16.0"
+google-cloud-resource-manager = "^1.12.0"
+google-cloud-secret-manager = "^2.18.2"
+isort = "^5.13.2"
+langchain = {version = "^0.2.6", optional = true}
 langchain-community = ">=0.0.19"
-langchain-openai = {version = ">=0.1.0,<0.2.0", optional = true, markers = "extra == \"langchain\""}
-langfuse = ">=2.27.1,<3.0.0"
-loguru = ">=0.7.2,<0.8.0"
-numpy = ">=1.26.4,<2.0.0"
-prompt-toolkit = ">=3.0.43,<4.0.0"
-pydantic = ">=2.6.1,<3.0.0"
-pydantic-settings = ">=2.1.0,<3.0.0"
-safe-cli = ">=1.0.0,<2.0.0"
-safe-eth-py = ">=6.0.0b14,<7.0.0"
-scikit-learn = ">=1.3.1,<2.0.0"
-streamlit = ">=1.31.0,<2.0.0"
-subgrounds = ">=1.9.1,<2.0.0"
-tabulate = ">=0.9.0,<0.10.0"
-tqdm = ">=4.66.2,<5.0.0"
+langchain-openai = {version = "^0.1.0", optional = true}
+langfuse = "^2.27.1"
+loguru = "^0.7.2"
+numpy = "^1.26.4"
+prompt-toolkit = "^3.0.43"
+psycopg2-binary = "^2.9.9"
+pydantic = "^2.6.1"
+pydantic-settings = "^2.1.0"
+safe-cli = "^1.0.0"
+safe-eth-py = "^6.0.0b14"
+scikit-learn = "^1.3.1"
+sqlmodel = "^0.0.21"
+streamlit = "^1.31.0"
+subgrounds = "^1.9.1"
+tabulate = "^0.9.0"
+tavily-python = "^0.3.5"
+tqdm = "^4.66.2"
 typer = ">=0.9.0,<1.0.0"
-types-pytz = ">=2024.1.0.20240203,<2025.0.0.0"
-types-requests = ">=2.31.0.0,<3.0.0.0"
-web3 = ">=6.15.1,<7.0.0"
+types-pytz = "^2024.1.0.20240203"
+types-requests = "^2.31.0.0"
+web3 = "^6.15.1"
 
 [package.extras]
 google = ["google-api-python-client (==2.95.0)"]
 langchain = ["langchain (>=0.2.6,<0.3.0)", "langchain-openai (>=0.1.0,<0.2.0)"]
 openai = ["openai (>=1.0.0,<2.0.0)"]
 
+[package.source]
+type = "git"
+url = "https://github.com/gnosis/prediction-market-agent-tooling.git"
+reference = "29e4e0254d5ad2ce4be687a4d0d4bccdb644675a"
+resolved_reference = "29e4e0254d5ad2ce4be687a4d0d4bccdb644675a"
+
 [[package]]
 name = "preshed"
 version = "3.0.9"
@@ -4414,22 +4378,22 @@ testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
-version = "5.27.2"
+version = "5.27.3"
 description = ""
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "protobuf-5.27.2-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:176c12b1f1c880bf7a76d9f7c75822b6a2bc3db2d28baa4d300e8ce4cde7409b"},
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-    {file = "protobuf-5.27.2.tar.gz", hash = "sha256:f3ecdef226b9af856075f28227ff2c90ce3a594d092c39bee5513573f25e2714"},
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+    {file = "protobuf-5.27.3-cp38-cp38-win32.whl", hash = "sha256:043853dcb55cc262bf2e116215ad43fa0859caab79bb0b2d31b708f128ece035"},
+    {file = "protobuf-5.27.3-cp38-cp38-win_amd64.whl", hash = "sha256:c2a105c24f08b1e53d6c7ffe69cb09d0031512f0b72f812dd4005b8112dbe91e"},
+    {file = "protobuf-5.27.3-cp39-cp39-win32.whl", hash = "sha256:c84eee2c71ed83704f1afbf1a85c3171eab0fd1ade3b399b3fad0884cbcca8bf"},
+    {file = "protobuf-5.27.3-cp39-cp39-win_amd64.whl", hash = "sha256:af7c0b7cfbbb649ad26132e53faa348580f844d9ca46fd3ec7ca48a1ea5db8a1"},
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+    {file = "protobuf-5.27.3.tar.gz", hash = "sha256:82460903e640f2b7e34ee81a947fdaad89de796d324bcbc38ff5430bcdead82c"},
 ]
 
 [[package]]
@@ -4461,6 +4425,87 @@ files = [
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
+[[package]]
+name = "psycopg2-binary"
+version = "2.9.9"
+description = "psycopg2 - Python-PostgreSQL Database Adapter"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "psycopg2_binary-2.9.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c2470da5418b76232f02a2fcd2229537bb2d5a7096674ce61859c3229f2eb202"},
+    {file = "psycopg2_binary-2.9.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c6af2a6d4b7ee9615cbb162b0738f6e1fd1f5c3eda7e5da17861eacf4c717ea7"},
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 ]
 
 [package.dependencies]
 numpy = ">=1.16.6"
 
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
 [[package]]
 name = "pyasn1"
 version = "0.6.0"
@@ -4635,13 +4683,13 @@ pyasn1 = ">=0.4.6,<0.7.0"
 
 [[package]]
 name = "pyautogen"
-version = "0.2.32"
+version = "0.2.33"
 description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -4672,6 +4720,7 @@ mathchat = ["pydantic (==1.10.9)", "sympy", "wolframalpha"]
 mistral = ["mistralai (>=0.2.0)"]
 redis = ["redis"]
 retrievechat = ["beautifulsoup4", "chromadb", "ipython", "markdownify", "protobuf (==4.25.3)", "pypdf", "sentence-transformers"]
+retrievechat-mongodb = ["beautifulsoup4", "chromadb", "ipython", "markdownify", "protobuf (==4.25.3)", "pymongo (>=4.0.0)", "pypdf", "sentence-transformers"]
 retrievechat-pgvector = ["beautifulsoup4", "chromadb", "ipython", "markdownify", "pgvector (>=0.2.5)", "protobuf (==4.25.3)", "psycopg (>=3.1.18)", "pypdf", "sentence-transformers"]
 retrievechat-qdrant = ["beautifulsoup4", "chromadb", "fastembed (>=0.3.1)", "ipython", "markdownify", "protobuf (==4.25.3)", "pypdf", "qdrant-client", "sentence-transformers"]
 teachable = ["chromadb"]
@@ -4844,13 +4893,13 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.3.4"
+version = "2.4.0"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pydantic_settings-2.4.0.tar.gz", hash = "sha256:ed81c3a0f46392b4d7c0a565c05884e6e54b3456e6f0fe4d8814981172dc9a88"},
 ]
 
 [package.dependencies]
@@ -4858,6 +4907,7 @@ pydantic = ">=2.7.0"
 python-dotenv = ">=0.21.0"
 
 [package.extras]
+azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
@@ -4969,13 +5019,13 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "8.2.2"
+version = "8.3.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pytest-8.3.2.tar.gz", hash = "sha256:c132345d12ce551242c87269de812483f5bcc87cdbb4722e48487ba194f9fdce"},
 ]
 
 [package.dependencies]
@@ -4983,7 +5033,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.5,<2.0"
+pluggy = ">=1.5,<2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
@@ -4991,13 +5041,13 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments
 
 [[package]]
 name = "pytest-asyncio"
-version = "0.23.7"
+version = "0.23.8"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pytest_asyncio-0.23.8.tar.gz", hash = "sha256:759b10b33a6dc61cce40a8bd5205e302978bbbcc00e279a8b61d9a6a3c82e4d3"},
 ]
 
 [package.dependencies]
@@ -5035,20 +5085,6 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
-[[package]]
-name = "python-multipart"
-version = "0.0.9"
-description = "A streaming multipart parser for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.extras]
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-
 [[package]]
 name = "pytz"
 version = "2024.1"
@@ -5170,90 +5206,90 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
-version = "2024.5.15"
+version = "2024.7.24"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -5336,110 +5372,114 @@ test = ["hypothesis (==5.19.0)", "pytest (>=6.2.5,<7)", "tox (>=2.9.1,<3)"]
 
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+    {file = "SQLAlchemy-2.0.32-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:0c1c9b673d21477cec17ab10bc4decb1322843ba35b481585facd88203754fc5"},
+    {file = "SQLAlchemy-2.0.32-cp38-cp38-win32.whl", hash = "sha256:c41a2b9ca80ee555decc605bd3c4520cc6fef9abde8fd66b1cf65126a6922d65"},
+    {file = "SQLAlchemy-2.0.32-cp38-cp38-win_amd64.whl", hash = "sha256:8a37e4d265033c897892279e8adf505c8b6b4075f2b40d77afb31f7185cd6ecd"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:52fec964fba2ef46476312a03ec8c425956b05c20220a1a03703537824b5e8e1"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:328429aecaba2aee3d71e11f2477c14eec5990fb6d0e884107935f7fb6001632"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85a01b5599e790e76ac3fe3aa2f26e1feba56270023d6afd5550ed63c68552b3"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aaf04784797dcdf4c0aa952c8d234fa01974c4729db55c45732520ce12dd95b4"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:4488120becf9b71b3ac718f4138269a6be99a42fe023ec457896ba4f80749525"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:14e09e083a5796d513918a66f3d6aedbc131e39e80875afe81d98a03312889e6"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-win32.whl", hash = "sha256:0d322cc9c9b2154ba7e82f7bf25ecc7c36fbe2d82e2933b3642fc095a52cfc78"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-win_amd64.whl", hash = "sha256:7dd8583df2f98dea28b5cd53a1beac963f4f9d087888d75f22fcc93a07cf8d84"},
+    {file = "SQLAlchemy-2.0.32-py3-none-any.whl", hash = "sha256:e567a8793a692451f706b363ccf3c45e056b67d90ead58c3bc9471af5d212202"},
+    {file = "SQLAlchemy-2.0.32.tar.gz", hash = "sha256:c1b88cc8b02b6a5f0efb0345a03672d4c897dc7d92585176f88c67346f565ea8"},
 ]
 
 [package.dependencies]
@@ -5902,6 +5943,21 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
+[[package]]
+name = "sqlmodel"
+version = "0.0.21"
+description = "SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "sqlmodel-0.0.21-py3-none-any.whl", hash = "sha256:eca104afe8a643f0764076b29f02e51d19d6b35c458f4c119942960362a4b52a"},
+    {file = "sqlmodel-0.0.21.tar.gz", hash = "sha256:b2034c23d930f66d2091b17a4280a9c23a7ea540a71e7fcf9c746d262f06f74a"},
+]
+
+[package.dependencies]
+pydantic = ">=1.10.13,<3.0.0"
+SQLAlchemy = ">=2.0.14,<2.1.0"
+
 [[package]]
 name = "srsly"
 version = "2.4.8"
@@ -5967,13 +6023,13 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "streamlit"
-version = "1.36.0"
+version = "1.37.1"
 description = "A faster way to build and share data apps"
 optional = false
 python-versions = "!=3.9.7,>=3.8"
 files = [
-    {file = "streamlit-1.36.0-py2.py3-none-any.whl", hash = "sha256:3399a33ea5faa26c05dd433d142eefe68ade67e9189a9e1d47a1731ae30a1c42"},
-    {file = "streamlit-1.36.0.tar.gz", hash = "sha256:a12af9f0eb61ab5832f438336257b1ec20eb29d8e0e0c6b40a79116ba939bc9c"},
+    {file = "streamlit-1.37.1-py2.py3-none-any.whl", hash = "sha256:0651240fccc569900cc9450390b0a67473fda55be65f317e46285f99e2bddf04"},
+    {file = "streamlit-1.37.1.tar.gz", hash = "sha256:bc7e3813d94a39dda56f15678437eb37830973c601e8e574f2225a7bf188ea5a"},
 ]
 
 [package.dependencies]
@@ -6025,13 +6081,13 @@ plotly = ["plotly (>=5.14.1,<6.0.0)"]
 
 [[package]]
 name = "sympy"
-version = "1.13.0"
+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sympy-1.13.0-py3-none-any.whl", hash = "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"},
-    {file = "sympy-1.13.0.tar.gz", hash = "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57"},
+    {file = "sympy-1.13.1-py3-none-any.whl", hash = "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"},
+    {file = "sympy-1.13.1.tar.gz", hash = "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f"},
 ]
 
 [package.dependencies]
@@ -6056,13 +6112,13 @@ widechars = ["wcwidth"]
 
 [[package]]
 name = "tavily-python"
-version = "0.3.4"
+version = "0.3.5"
 description = "Python wrapper for the Tavily API"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "tavily_python-0.3.4-py3-none-any.whl", hash = "sha256:7fd41ce5422ccfeade8dab564f5c524b0cc683cc02cbc7bc9625a3275c31355a"},
-    {file = "tavily_python-0.3.4.tar.gz", hash = "sha256:acc3bb08668d05ee2decf94dba17811bc434a18c78acb7a1ca7c483b3a316f38"},
+    {file = "tavily_python-0.3.5-py3-none-any.whl", hash = "sha256:5ee7a7a5eb06674dfb68606608b5c6feea411755e0ea4ec14aa6c4a2cbcaa696"},
+    {file = "tavily_python-0.3.5.tar.gz", hash = "sha256:415db6e98d9f03f0879c33bd3d0d3d766f2c1333fc7559fdce82cc8514a7127b"},
 ]
 
 [package.dependencies]
@@ -6403,13 +6459,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
-    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
+    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
+    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
 ]
 
 [package.dependencies]
@@ -6564,13 +6620,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.30.1"
+version = "0.30.5"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "uvicorn-0.30.1-py3-none-any.whl", hash = "sha256:cd17daa7f3b9d7a24de3617820e634d0933b69eed8e33a516071174427238c81"},
-    {file = "uvicorn-0.30.1.tar.gz", hash = "sha256:d46cd8e0fd80240baffbcd9ec1012a712938754afcf81bce56c024c1656aece8"},
+    {file = "uvicorn-0.30.5-py3-none-any.whl", hash = "sha256:b2d86de274726e9878188fa07576c9ceeff90a839e2b6e25c917fe05f5a6c835"},
+    {file = "uvicorn-0.30.5.tar.gz", hash = "sha256:ac6fdbd4425c5fd17a9fe39daf4d4d075da6fdc80f653e5894cdc2fd98752bee"},
 ]
 
 [package.dependencies]
@@ -6807,13 +6863,13 @@ wasabi = ">=0.9.1,<1.2.0"
 
 [[package]]
 name = "web3"
-version = "6.20.0"
+version = "6.20.1"
 description = "web3.py"
 optional = false
 python-versions = ">=3.7.2"
 files = [
-    {file = "web3-6.20.0-py3-none-any.whl", hash = "sha256:ec09882d21378b688210cf29385e82b604bdc18fe5c2e238bf3b5fe2a6e6dbbc"},
-    {file = "web3-6.20.0.tar.gz", hash = "sha256:b04725517502cad4f15e39356eaf7c4fcb0127c7728f83eec8cbafb5b6455f33"},
+    {file = "web3-6.20.1-py3-none-any.whl", hash = "sha256:16fe72aeb48bbd5f7e7e64b323a0d3a16522a28eb4f19ef9f9dd6ce7ee813c82"},
+    {file = "web3-6.20.1.tar.gz", hash = "sha256:a29bc1863734e1c05f128ddbc56878f299ea71776806e667b581a83b5d5be0ed"},
 ]
 
 [package.dependencies]
@@ -7167,4 +7223,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10"
-content-hash = "9bca1c0f9aa2f7634bedf2200287ee74795389fc74bbdc34aba671da06dc84e7"
+content-hash = "a7b2df3caeae67827b4451dc06be957d819c2164292c0617802a2863913db1ad"
diff --git a/prediction_prophet/functions/research.py b/prediction_prophet/functions/research.py
index 470e24e4..63fe3f2f 100644
--- a/prediction_prophet/functions/research.py
+++ b/prediction_prophet/functions/research.py
@@ -10,6 +10,7 @@
 from prediction_prophet.functions.scrape_results import scrape_results
 from prediction_prophet.functions.search import search
 from pydantic.types import SecretStr
+from prediction_market_agent_tooling.tools.tavily_cached.tavily_models import TavilyResponseCache
 
 if t.TYPE_CHECKING:
     from loguru import Logger
@@ -26,7 +27,8 @@ def research(
     use_tavily_raw_content: bool = False,
     openai_api_key: SecretStr | None = None,
     tavily_api_key: SecretStr | None = None,
-    logger: t.Union[logging.Logger, "Logger"] = logging.getLogger()
+    logger: t.Union[logging.Logger, "Logger"] = logging.getLogger(),
+    tavily_cache: TavilyResponseCache | None = None,
 ) -> str:
     logger.info("Started subqueries generation")
     queries = generate_subqueries(query=goal, limit=initial_subqueries_limit, model=model, api_key=openai_api_key)
@@ -44,7 +46,8 @@ def research(
     search_results_with_queries = search(
         queries, 
         lambda result: not result.url.startswith("https://www.youtube"),
-        tavily_api_key=tavily_api_key
+        tavily_api_key=tavily_api_key,
+        tavily_cache=tavily_cache,
     )
 
     if not search_results_with_queries:
diff --git a/prediction_prophet/functions/search.py b/prediction_prophet/functions/search.py
index de4a9b93..9be679dc 100644
--- a/prediction_prophet/functions/search.py
+++ b/prediction_prophet/functions/search.py
@@ -3,23 +3,24 @@
 from prediction_prophet.functions.web_search import WebSearchResult, web_search
 from concurrent.futures import ThreadPoolExecutor, as_completed
 from pydantic.types import SecretStr
+from prediction_market_agent_tooling.tools.tavily_cached.tavily_models import TavilyResponseCache
 
 
-def safe_web_search(query: str, max_results: int = 5, tavily_api_key: SecretStr | None = None) -> t.Optional[list[WebSearchResult]]:
+def safe_web_search(query: str, max_results: int = 5, tavily_api_key: SecretStr | None = None, tavily_cache: TavilyResponseCache | None = None) -> t.Optional[list[WebSearchResult]]:
     try:
-        return web_search(query, max_results, tavily_api_key)
+        return web_search(query, max_results, tavily_api_key, tavily_cache)
     except requests.exceptions.HTTPError as e:
         print(f"Error in web_search: {e}")
         return None
 
 
-def search(queries: list[str], filter: t.Callable[[WebSearchResult], bool] = lambda x: True, tavily_api_key: SecretStr | None = None) -> list[tuple[str, WebSearchResult]]:
+def search(queries: list[str], filter: t.Callable[[WebSearchResult], bool] = lambda x: True, tavily_api_key: SecretStr | None = None, tavily_cache: TavilyResponseCache | None = None) -> list[tuple[str, WebSearchResult]]:
     maybe_results: list[t.Optional[list[WebSearchResult]]] = []
 
     # Each result will have a query associated with it
     # We only want to keep the results that are unique
     with ThreadPoolExecutor(max_workers=5) as executor:
-        futures = {executor.submit(safe_web_search, query, 5, tavily_api_key) for query in queries}
+        futures = {executor.submit(safe_web_search, query, 5, tavily_api_key, tavily_cache) for query in queries}
         for future in as_completed(futures):
             maybe_results.append(future.result())
 
diff --git a/prediction_prophet/functions/web_search.py b/prediction_prophet/functions/web_search.py
index a13e0cc0..dc85bd7f 100644
--- a/prediction_prophet/functions/web_search.py
+++ b/prediction_prophet/functions/web_search.py
@@ -1,45 +1,32 @@
-import tenacity
-import typing as t
-from tavily import TavilyClient
 from pydantic.types import SecretStr
 
-from prediction_market_agent_tooling.tools.utils import secret_str_from_env
 from prediction_prophet.models.WebSearchResult import WebSearchResult
-from prediction_prophet.functions.cache import persistent_inmemory_cache
+from prediction_market_agent_tooling.config import APIKeys
+from prediction_market_agent_tooling.tools.tavily_cached.tavily_models import TavilyResponseCache
+from prediction_market_agent_tooling.tools.tavily_cached.tavily_cached import tavily_search
 
 
 
-def web_search(query: str, max_results: int = 5, tavily_api_key: SecretStr | None = None) -> list[WebSearchResult]:
-    response = _web_search(query=query, max_results=max_results, tavily_api_key=tavily_api_key)
-
-    transformed_results = [
-        WebSearchResult(
-            title=result['title'],
-            url=result['url'],
-            description=result['content'],
-            raw_content=result['raw_content'],
-            relevancy=result['score'],
-            query=query
-        )
-        for result in response['results']
-    ]
-
-    return transformed_results
-
-
-@tenacity.retry(stop=tenacity.stop_after_attempt(3), wait=tenacity.wait_fixed(1), reraise=True)
-@persistent_inmemory_cache
-def _web_search(query: str, max_results: int = 5, tavily_api_key: SecretStr | None = None) -> dict[str, t.Any]:
-    if tavily_api_key == None:
-        tavily_api_key = secret_str_from_env("TAVILY_API_KEY")
-    
-    tavily = TavilyClient(api_key=tavily_api_key.get_secret_value() if tavily_api_key else None)
-    response: dict[str, t.Any] = tavily.search(
+def web_search(query: str, max_results: int = 5, tavily_api_key: SecretStr | None = None, tavily_cache: TavilyResponseCache | None = None) -> list[WebSearchResult]:
+    response = tavily_search(
         query=query,
         search_depth="advanced",
         max_results=max_results,
         include_raw_content=True,
+        response_cache=tavily_cache,
+        api_keys=APIKeys(TAVILY_API_KEY=tavily_api_key) if tavily_api_key else None,
     )
 
-    return response
+    transformed_results = [
+        WebSearchResult(
+            title=result.title,
+            url=result.url,
+            description=result.content,
+            raw_content=result.raw_content,
+            relevancy=result.score,
+            query=query,
+        )
+        for result in response.results
+    ]
 
+    return transformed_results
diff --git a/pyproject.toml b/pyproject.toml
index 75e0080a..70fc1620 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,7 +31,8 @@ scikit-learn = "^1.4.0"
 typer = ">=0.9.0,<1.0.0"
 types-requests = "^2.31.0.20240125"
 types-python-dateutil = "^2.9.0"
-prediction-market-agent-tooling = { version = ">=0.43.0,<1", extras = ["langchain", "google"] }
+# prediction-market-agent-tooling = { version = ">=0.47.0,<1", extras = ["langchain", "google"] }
+prediction-market-agent-tooling = { git = "https://github.com/gnosis/prediction-market-agent-tooling.git", rev="29e4e0254d5ad2ce4be687a4d0d4bccdb644675a", extras = ["langchain", "google"] }
 langchain-community = "^0.2.6"
 memory-profiler = "^0.61.0"
 matplotlib = "^3.8.3"