diff --git a/.github/workflows/python_ci.yaml b/.github/workflows/python_ci.yaml
index 7ff906ca..64902be9 100644
--- a/.github/workflows/python_ci.yaml
+++ b/.github/workflows/python_ci.yaml
@@ -17,6 +17,8 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
+        with:
+          submodules: true
       - uses: ./.github/actions/python_prepare
       - name: Run mypy
         run: poetry run mypy
@@ -25,17 +27,21 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
+        with:
+          submodules: true
       - uses: ./.github/actions/python_prepare
       - name: Run pytest
-        run: poetry run pytest
+        run: poetry run pytest tests
 
   pytest-paid:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
+        with:
+          submodules: true
       - uses: ./.github/actions/python_prepare
       - name: Run pytest
-        run: poetry run pytest
+        run: poetry run pytest tests
         env:
           RUN_PAID_TESTS: "1"
     if: github.event_name == 'workflow_dispatch'
diff --git a/.gitignore b/.gitignore
index 55578600..b87b78a1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,3 +6,6 @@ __pycache__
 logs
 .mypy_cache
 .pytest_cache
+
+# Created on mech-client `interact` call
+acn_cert.txt
diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 00000000..19d3cf36
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,3 @@
+[submodule "prediction_market_agent/agents/microchain_agent/mech/mech"]
+	path = prediction_market_agent/agents/microchain_agent/mech/mech
+	url = https://github.com/valory-xyz/mech.git
diff --git a/mypy.ini b/mypy.ini
index 635d3ca7..a09e32a5 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -14,6 +14,8 @@ show_traceback = True
 disallow_incomplete_defs = True
 disallow_untyped_defs = True
 ignore_missing_imports = True
+# Exclude submodules that are themselves not type-checked
+exclude = prediction_market_agent/agents/microchain_agent/mech/mech/
 
 # See https://github.com/python/mypy/issues/3905#issuecomment-421065323
 # We don't want to ignore all missing imports as we want to catch those in our own code
diff --git a/poetry.lock b/poetry.lock
index 168d81be..7e89a0e7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -111,23 +111,18 @@ files = [
 frozenlist = ">=1.1.0"
 
 [[package]]
-name = "alembic"
-version = "1.13.1"
-description = "A database migration tool for SQLAlchemy."
+name = "aiostream"
+version = "0.5.2"
+description = "Generator-based operators for asynchronous iteration"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"},
-    {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
+    {file = "aiostream-0.5.2-py3-none-any.whl", hash = "sha256:054660370be9d37f6fe3ece3851009240416bd082e469fd90cc8673d3818cf71"},
+    {file = "aiostream-0.5.2.tar.gz", hash = "sha256:b71b519a2d66c38f0872403ab86417955b77352f08d9ad02ad46fc3926b389f4"},
 ]
 
 [package.dependencies]
-Mako = "*"
-SQLAlchemy = ">=1.3.0"
-typing-extensions = ">=4"
-
-[package.extras]
-tz = ["backports.zoneinfo"]
+typing-extensions = "*"
 
 [[package]]
 name = "altair"
@@ -204,6 +199,17 @@ typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
 [package.extras]
 tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 
+[[package]]
+name = "asn1crypto"
+version = "1.4.0"
+description = "Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP"
+optional = false
+python-versions = "*"
+files = [
+    {file = "asn1crypto-1.4.0-py2.py3-none-any.whl", hash = "sha256:4bcdf33c861c7d40bdcd74d8e4dd7661aac320fcdf40b9a3f95b4ee12fde2fa8"},
+    {file = "asn1crypto-1.4.0.tar.gz", hash = "sha256:f4f6e119474e58e04a2b1af817eb585b4fd72bdd89b998624712b5c99be7641c"},
+]
+
 [[package]]
 name = "async-timeout"
 version = "4.0.3"
@@ -260,6 +266,20 @@ files = [
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
 ]
 
+[[package]]
+name = "base58"
+version = "2.1.1"
+description = "Base58 and Base58Check implementation."
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "base58-2.1.1-py3-none-any.whl", hash = "sha256:11a36f4d3ce51dfc1043f3218591ac4eb1ceb172919cebe05b52a5bcc8d245c2"},
+    {file = "base58-2.1.1.tar.gz", hash = "sha256:c5d0cb3f5b6e81e8e35da5754388ddcc6d0d14b6c6a132cb93d69ed580a7278c"},
+]
+
+[package.extras]
+tests = ["PyHamcrest (>=2.0.2)", "mypy", "pytest (>=4.6)", "pytest-benchmark", "pytest-cov", "pytest-flake8"]
+
 [[package]]
 name = "bcrypt"
 version = "4.1.2"
@@ -321,6 +341,17 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
+[[package]]
+name = "bech32"
+version = "1.2.0"
+description = "Reference implementation for Bech32 and segwit addresses."
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "bech32-1.2.0-py3-none-any.whl", hash = "sha256:990dc8e5a5e4feabbdf55207b5315fdd9b73db40be294a19b3752cde9e79d981"},
+    {file = "bech32-1.2.0.tar.gz", hash = "sha256:7d6db8214603bd7871fcfa6c0826ef68b85b0abd90fa21c285a9c5e21d2bd899"},
+]
+
 [[package]]
 name = "bitarray"
 version = "2.9.2"
@@ -601,45 +632,6 @@ files = [
     {file = "Brotli-1.1.0.tar.gz", hash = "sha256:81de08ac11bcb85841e440c13611c00b67d3bf82698314928d0b676362546724"},
 ]
 
-[[package]]
-name = "brotlicffi"
-version = "1.1.0.0"
-description = "Python CFFI bindings to the Brotli library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "brotlicffi-1.1.0.0-cp37-abi3-macosx_10_9_x86_64.whl", hash = "sha256:9b7ae6bd1a3f0df532b6d67ff674099a96d22bc0948955cb338488c31bfb8851"},
-    {file = "brotlicffi-1.1.0.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:19ffc919fa4fc6ace69286e0a23b3789b4219058313cf9b45625016bf7ff996b"},
-    {file = "brotlicffi-1.1.0.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9feb210d932ffe7798ee62e6145d3a757eb6233aa9a4e7db78dd3690d7755814"},
-    {file = "brotlicffi-1.1.0.0-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:84763dbdef5dd5c24b75597a77e1b30c66604725707565188ba54bab4f114820"},
-    {file = "brotlicffi-1.1.0.0-cp37-abi3-win32.whl", hash = "sha256:1b12b50e07c3911e1efa3a8971543e7648100713d4e0971b13631cce22c587eb"},
-    {file = "brotlicffi-1.1.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:994a4f0681bb6c6c3b0925530a1926b7a189d878e6e5e38fae8efa47c5d9c613"},
-    {file = "brotlicffi-1.1.0.0-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:2e4aeb0bd2540cb91b069dbdd54d458da8c4334ceaf2d25df2f4af576d6766ca"},
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-    {file = "brotlicffi-1.1.0.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:1a807d760763e398bbf2c6394ae9da5815901aa93ee0a37bca5efe78d4ee3171"},
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-    {file = "brotlicffi-1.1.0.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3de0cf28a53a3238b252aca9fed1593e9d36c1d116748013339f0949bfc84112"},
-    {file = "brotlicffi-1.1.0.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6be5ec0e88a4925c91f3dea2bb0013b3a2accda6f77238f76a34a1ea532a1cb0"},
-    {file = "brotlicffi-1.1.0.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:d9eb71bb1085d996244439154387266fd23d6ad37161f6f52f1cd41dd95a3808"},
-    {file = "brotlicffi-1.1.0.0.tar.gz", hash = "sha256:b77827a689905143f87915310b93b273ab17888fd43ef350d4832c4a71083c13"},
-]
-
-[package.dependencies]
-cffi = ">=1.0.0"
-
 [[package]]
 name = "build"
 version = "1.2.1"
@@ -774,103 +766,18 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.6.0"
 files = [
-    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
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+[package.extras]
+unicode-backport = ["unicodedata2"]
+
 [[package]]
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 version = "0.7.3"
@@ -949,99 +856,6 @@ typer = ">=0.9.0"
 typing-extensions = ">=4.5.0"
 uvicorn = {version = ">=0.18.3", extras = ["standard"]}
 
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-
 [[package]]
 name = "cleo"
 version = "2.1.0"
@@ -1059,13 +873,13 @@ rapidfuzz = ">=3.0.0,<4.0.0"
 
 [[package]]
 name = "click"
-version = "8.1.7"
+version = "8.0.2"
 description = "Composable command line interface toolkit"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -1117,16 +931,91 @@ humanfriendly = ">=9.1"
 cron = ["capturer (>=2.4)"]
 
 [[package]]
-name = "contextlib2"
-version = "21.6.0"
-description = "Backports and enhancements for the contextlib module"
+name = "cosmpy"
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+description = "A library for interacting with the cosmos networks"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8,<4.0"
 files = [
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 ]
 
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+ecdsa = "*"
+googleapis-common-protos = "*"
+grpcio = "*"
+jsonschema = ">=3.2.0,<5"
+protobuf = ">=4.21.6,<5.0dev"
+pycryptodome = ">=3.18.0,<4.0.0"
+python-dateutil = "*"
+requests = "*"
+
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+version = "7.4.4"
+description = "Code coverage measurement for Python"
+optional = false
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+]
+
+[package.extras]
+toml = ["tomli"]
+
 [[package]]
 name = "crashtest"
 version = "0.4.1"
@@ -1140,57 +1029,26 @@ files = [
 
 [[package]]
 name = "crewai"
-version = "0.22.5"
+version = "0.11.2"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 optional = false
-python-versions = ">=3.10,<=3.13"
+python-versions = ">=3.10,<4.0"
 files = [
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 [package.dependencies]
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 instructor = ">=0.5.2,<0.6.0"
-langchain = ">=0.1.10,<0.2.0"
+langchain = ">=0.1.0,<0.2.0"
 langchain-openai = ">=0.0.5,<0.0.6"
-openai = ">=1.13.3,<2.0.0"
+openai = ">=1.7.1,<2.0.0"
 opentelemetry-api = ">=1.22.0,<2.0.0"
 opentelemetry-exporter-otlp-proto-http = ">=1.22.0,<2.0.0"
 opentelemetry-sdk = ">=1.22.0,<2.0.0"
 pydantic = ">=2.4.2,<3.0.0"
-python-dotenv = "1.0.0"
 regex = ">=2023.12.25,<2024.0.0"
 
-[package.extras]
-tools = ["crewai-tools (>=0.0.15,<0.0.16)"]
-
-[[package]]
-name = "crewai-tools"
-version = "0.0.15"
-description = "Set of tools for the crewAI framework"
-optional = false
-python-versions = ">=3.10,<=3.13"
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-
-[package.dependencies]
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-embedchain = {version = ">=0.1.85,<0.2.0", extras = ["github", "youtube"]}
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-pytube = ">=15.0.0,<16.0.0"
-requests = ">=2.31.0,<3.0.0"
-selenium = ">=4.18.1,<5.0.0"
-
 [[package]]
 name = "cron-validator"
 version = "1.0.8"
@@ -1260,31 +1118,6 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
-[[package]]
-name = "curl-cffi"
-version = "0.6.2"
-description = "libcurl ffi bindings for Python, with impersonation support"
-optional = false
-python-versions = ">=3.8"
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-
-[package.dependencies]
-certifi = "*"
-cffi = ">=1.12.0"
-
-[package.extras]
-build = ["cibuildwheel", "wheel"]
-dev = ["autoflake (==1.4)", "coverage (==6.4.1)", "cryptography (==38.0.3)", "flake8 (==6.0.0)", "flake8-bugbear (==22.7.1)", "flake8-pie (==0.15.0)", "httpx (==0.23.1)", "mypy (==0.971)", "nest-asyncio (==1.6.0)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "ruff (==0.1.14)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
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-
 [[package]]
 name = "cytoolz"
 version = "0.12.3"
@@ -1419,17 +1252,6 @@ files = [
 marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
-[[package]]
-name = "decorator"
-version = "5.1.1"
-description = "Decorators for Humans"
-optional = false
-python-versions = ">=3.5"
-files = [
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-]
-
 [[package]]
 name = "deprecated"
 version = "1.2.14"
@@ -1461,17 +1283,6 @@ files = [
 [package.dependencies]
 packaging = "*"
 
-[[package]]
-name = "dirtyjson"
-version = "1.0.8"
-description = "JSON decoder for Python that can extract data from the muck"
-optional = false
-python-versions = "*"
-files = [
-    {file = "dirtyjson-1.0.8-py3-none-any.whl", hash = "sha256:125e27248435a58acace26d5c2c4c11a1c0de0a9c5124c5a94ba78e517d74f53"},
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-]
-
 [[package]]
 name = "diskcache"
 version = "5.6.3"
@@ -1539,23 +1350,19 @@ files = [
 
 [[package]]
 name = "duckduckgo-search"
-version = "5.3.0"
+version = "1.5.2"
 description = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.6"
 files = [
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+    {file = "duckduckgo_search-1.5.2-py3-none-any.whl", hash = "sha256:633b5cc1a249475112883afb9f0be1a4ed8b65786733f8b08e4a13bb968aae08"},
+    {file = "duckduckgo_search-1.5.2.tar.gz", hash = "sha256:ff6b6693aa756d9dcbf53e19af49397d6a868f07f99800188c31c1c4bf6cd7f4"},
 ]
 
 [package.dependencies]
-click = ">=8.1.7"
-curl-cffi = ">=0.6.2"
-orjson = ">=3.10.0"
-
-[package.extras]
-dev = ["mypy (>=1.9.0)", "pytest (>=8.1.1)", "ruff (>=0.3.4)"]
-lxml = ["lxml (>=5.1.1)"]
+brotli = ">=1.0.9"
+lxml = ">=4.7.1"
+requests = ">=2.27.1"
 
 [[package]]
 name = "dulwich"
@@ -1645,67 +1452,22 @@ paramiko = ["paramiko"]
 pgp = ["gpg"]
 
 [[package]]
-name = "embedchain"
-version = "0.1.100"
-description = "Simplest open source retrieval (RAG) framework"
+name = "ecdsa"
+version = "0.16.1"
+description = "ECDSA cryptographic signature library (pure python)"
 optional = false
-python-versions = "<=3.13,>=3.9"
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
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+    {file = "ecdsa-0.16.1-py2.py3-none-any.whl", hash = "sha256:881fa5e12bb992972d3d1b3d4dfbe149ab76a89f13da02daa5ea1ec7dea6e747"},
+    {file = "ecdsa-0.16.1.tar.gz", hash = "sha256:cfc046a2ddd425adbd1a78b3c46f0d1325c657811c0f45ecc3a0a6236c1e50ff"},
 ]
 
 [package.dependencies]
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-pysbd = ">=0.3.4,<0.4.0"
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-yt_dlp = {version = ">=2023.11.14,<2024.0.0", optional = true, markers = "extra == \"youtube\""}
-
-[package.extras]
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-gmail = ["google-api-core (>=2.15.0,<3.0.0)", "google-api-python-client (>=2.111.0,<3.0.0)", "google-auth (>=2.25.2,<3.0.0)", "google-auth-httplib2 (>=0.2.0,<0.3.0)", "google-auth-oauthlib (>=1.2.0,<2.0.0)", "requests (>=2.31.0,<3.0.0)"]
-google = ["google-generativeai (>=0.3.0,<0.4.0)"]
-googledrive = ["google-api-python-client (>=2.111.0,<3.0.0)", "google-auth-httplib2 (>=0.2.0,<0.3.0)", "google-auth-oauthlib (>=1.2.0,<2.0.0)"]
-huggingface-hub = ["huggingface_hub (>=0.17.3,<0.18.0)"]
-llama2 = ["replicate (>=0.15.4,<0.16.0)"]
-milvus = ["pymilvus (==2.3.1)"]
-mistralai = ["langchain-mistralai (>=0.0.3,<0.0.4)"]
-modal = ["modal (>=0.56.4329,<0.57.0)"]
-mysql = ["mysql-connector-python (>=8.1.0,<9.0.0)"]
-opensearch = ["opensearch-py (==2.3.1)"]
-opensource = ["gpt4all (==2.0.2)", "sentence-transformers (>=2.2.2,<3.0.0)", "torch (==2.0.0)"]
-poe = ["fastapi-poe (==0.0.16)"]
-postgres = ["psycopg (>=3.1.12,<4.0.0)", "psycopg-binary (>=3.1.12,<4.0.0)", "psycopg-pool (>=3.1.8,<4.0.0)"]
-qdrant = ["qdrant-client (>=1.6.3,<2.0.0)"]
-rss-feed = ["feedparser (>=6.0.10,<7.0.0)", "listparser (>=0.19,<0.20)", "newspaper3k (>=0.2.8,<0.3.0)"]
-slack = ["flask (>=2.3.3,<3.0.0)", "slack-sdk (==3.21.3)"]
-together = ["together (>=0.2.8,<0.3.0)"]
-vertexai = ["langchain-google-vertexai (>=0.0.5,<0.0.6)"]
-weaviate = ["weaviate-client (>=3.24.1,<4.0.0)"]
-whatsapp = ["flask (>=2.3.3,<3.0.0)", "twilio (>=8.5.0,<9.0.0)"]
-youtube = ["youtube-transcript-api (>=0.6.1,<0.7.0)", "yt_dlp (>=2023.11.14,<2024.0.0)"]
+six = ">=1.9.0"
+
+[package.extras]
+gmpy = ["gmpy"]
+gmpy2 = ["gmpy2"]
 
 [[package]]
 name = "eth-abi"
@@ -1731,30 +1493,30 @@ tools = ["hypothesis (>=4.18.2,<5.0.0)"]
 
 [[package]]
 name = "eth-account"
-version = "0.11.2"
+version = "0.8.0"
 description = "eth-account: Sign Ethereum transactions and messages with local private keys"
 optional = false
-python-versions = "<4,>=3.8"
+python-versions = ">=3.6, <4"
 files = [
-    {file = "eth-account-0.11.2.tar.gz", hash = "sha256:b43daf2c0ae43f2a24ba754d66889f043fae4d3511559cb26eb0122bae9afbbd"},
-    {file = "eth_account-0.11.2-py3-none-any.whl", hash = "sha256:95157c262a9823c1e08be826d4bc304bf32f0c32e80afb38c126a325a64f651a"},
+    {file = "eth-account-0.8.0.tar.gz", hash = "sha256:ccb2d90a16c81c8ea4ca4dc76a70b50f1d63cea6aff3c5a5eddedf9e45143eca"},
+    {file = "eth_account-0.8.0-py3-none-any.whl", hash = "sha256:0ccc0edbb17021004356ae6e37887528b6e59e6ae6283f3917b9759a5887203b"},
 ]
 
 [package.dependencies]
-bitarray = ">=2.4.0"
-ckzg = ">=0.4.3"
-eth-abi = ">=4.0.0-b.2"
-eth-keyfile = ">=0.6.0"
-eth-keys = ">=0.4.0"
-eth-rlp = ">=0.3.0"
-eth-utils = ">=2.0.0"
-hexbytes = ">=0.1.0,<0.4.0"
-rlp = ">=1.0.0"
+bitarray = ">=2.4.0,<3"
+eth-abi = ">=3.0.1"
+eth-keyfile = ">=0.6.0,<0.7.0"
+eth-keys = ">=0.4.0,<0.5"
+eth-rlp = ">=0.3.0,<1"
+eth-utils = ">=2.0.0,<3"
+hexbytes = ">=0.1.0,<1"
+rlp = ">=1.0.0,<4"
 
 [package.extras]
-dev = ["build (>=0.9.0)", "bumpversion (>=0.5.3)", "coverage", "hypothesis (>=4.18.0,<5)", "ipython", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
-test = ["coverage", "hypothesis (>=4.18.0,<5)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
+dev = ["Sphinx (>=1.6.5,<5)", "black (>=22,<23)", "bumpversion (>=0.5.3,<1)", "coverage", "flake8 (==3.7.9)", "hypothesis (>=4.18.0,<5)", "ipython", "isort (>=4.2.15,<5)", "jinja2 (>=3.0.0,<3.1.0)", "mypy (==0.910)", "pydocstyle (>=5.0.0,<6)", "pytest (>=6.2.5,<7)", "pytest-watch (>=4.1.0,<5)", "pytest-xdist", "sphinx-rtd-theme (>=0.1.9,<1)", "towncrier (>=21,<22)", "tox (==3.25.0)", "twine", "wheel"]
+doc = ["Sphinx (>=1.6.5,<5)", "jinja2 (>=3.0.0,<3.1.0)", "sphinx-rtd-theme (>=0.1.9,<1)", "towncrier (>=21,<22)"]
+lint = ["black (>=22,<23)", "flake8 (==3.7.9)", "isort (>=4.2.15,<5)", "mypy (==0.910)", "pydocstyle (>=5.0.0,<6)"]
+test = ["coverage", "hypothesis (>=4.18.0,<5)", "pytest (>=6.2.5,<7)", "pytest-xdist", "tox (==3.25.0)"]
 
 [[package]]
 name = "eth-hash"
@@ -1779,93 +1541,99 @@ test = ["pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
 
 [[package]]
 name = "eth-keyfile"
-version = "0.8.0"
-description = "eth-keyfile: A library for handling the encrypted keyfiles used to store ethereum private keys"
+version = "0.6.1"
+description = "A library for handling the encrypted keyfiles used to store ethereum private keys."
 optional = false
-python-versions = ">=3.8, <4"
+python-versions = "*"
 files = [
-    {file = "eth-keyfile-0.8.0.tar.gz", hash = "sha256:02e3c2e564c7403b92db3fef8ecae3d21123b15787daecd5b643a57369c530f9"},
-    {file = "eth_keyfile-0.8.0-py3-none-any.whl", hash = "sha256:9e09f5bc97c8309876c06bdea7a94f0051c25ba3109b5df37afb815418322efe"},
+    {file = "eth-keyfile-0.6.1.tar.gz", hash = "sha256:471be6e5386fce7b22556b3d4bde5558dbce46d2674f00848027cb0a20abdc8c"},
+    {file = "eth_keyfile-0.6.1-py3-none-any.whl", hash = "sha256:609773a1ad5956944a33348413cad366ec6986c53357a806528c8f61c4961560"},
 ]
 
 [package.dependencies]
-eth-keys = ">=0.4.0"
-eth-utils = ">=2"
+eth-keys = ">=0.4.0,<0.5.0"
+eth-utils = ">=2,<3"
 pycryptodome = ">=3.6.6,<4"
 
 [package.extras]
-dev = ["build (>=0.9.0)", "bumpversion (>=0.5.3)", "ipython", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["towncrier (>=21,<22)"]
-test = ["pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
+dev = ["bumpversion (>=0.5.3,<1)", "eth-keys (>=0.4.0,<0.5.0)", "eth-utils (>=2,<3)", "flake8 (==4.0.1)", "idna (==2.7)", "pluggy (>=1.0.0,<2)", "pycryptodome (>=3.6.6,<4)", "pytest (>=6.2.5,<7)", "requests (>=2.20,<3)", "setuptools (>=38.6.0)", "tox (>=2.7.0)", "twine", "wheel"]
+keyfile = ["eth-keys (>=0.4.0,<0.5.0)", "eth-utils (>=2,<3)", "pycryptodome (>=3.6.6,<4)"]
+lint = ["flake8 (==4.0.1)"]
+test = ["pytest (>=6.2.5,<7)"]
 
 [[package]]
 name = "eth-keys"
-version = "0.5.0"
-description = "eth-keys: Common API for Ethereum key operations"
+version = "0.4.0"
+description = "Common API for Ethereum key operations."
 optional = false
-python-versions = ">=3.8, <4"
+python-versions = "*"
 files = [
-    {file = "eth-keys-0.5.0.tar.gz", hash = "sha256:a0abccb83f3d84322591a2c047a1e3aa52ea86b185fa3e82ce311d120ca2791e"},
-    {file = "eth_keys-0.5.0-py3-none-any.whl", hash = "sha256:b2bed3ff3bcede68cc0cd4458c7147baaeaac1211a1efdb6ca019f9d3d989f2b"},
+    {file = "eth-keys-0.4.0.tar.gz", hash = "sha256:7d18887483bc9b8a3fdd8e32ddcb30044b9f08fcb24a380d93b6eee3a5bb3216"},
+    {file = "eth_keys-0.4.0-py3-none-any.whl", hash = "sha256:e07915ffb91277803a28a379418bdd1fad1f390c38ad9353a0f189789a440d5d"},
 ]
 
 [package.dependencies]
-eth-typing = ">=3"
-eth-utils = ">=2"
+eth-typing = ">=3.0.0,<4"
+eth-utils = ">=2.0.0,<3.0.0"
 
 [package.extras]
-coincurve = ["coincurve (>=12.0.0)"]
-dev = ["asn1tools (>=0.146.2)", "build (>=0.9.0)", "bumpversion (>=0.5.3)", "coincurve (>=12.0.0)", "eth-hash[pysha3]", "factory-boy (>=3.0.1)", "hypothesis (>=5.10.3,<6)", "ipython", "pre-commit (>=3.4.0)", "pyasn1 (>=0.4.5)", "pytest (>=7.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["towncrier (>=21,<22)"]
-test = ["asn1tools (>=0.146.2)", "eth-hash[pysha3]", "factory-boy (>=3.0.1)", "hypothesis (>=5.10.3,<6)", "pyasn1 (>=0.4.5)", "pytest (>=7.0.0)"]
+coincurve = ["coincurve (>=7.0.0,<16.0.0)"]
+dev = ["asn1tools (>=0.146.2,<0.147)", "bumpversion (==0.5.3)", "eth-hash[pycryptodome]", "eth-hash[pysha3]", "eth-typing (>=3.0.0,<4)", "eth-utils (>=2.0.0,<3.0.0)", "factory-boy (>=3.0.1,<3.1)", "flake8 (==3.0.4)", "hypothesis (>=5.10.3,<6.0.0)", "mypy (==0.782)", "pyasn1 (>=0.4.5,<0.5)", "pytest (==6.2.5)", "tox (==3.20.0)", "twine"]
+eth-keys = ["eth-typing (>=3.0.0,<4)", "eth-utils (>=2.0.0,<3.0.0)"]
+lint = ["flake8 (==3.0.4)", "mypy (==0.782)"]
+test = ["asn1tools (>=0.146.2,<0.147)", "eth-hash[pycryptodome]", "eth-hash[pysha3]", "factory-boy (>=3.0.1,<3.1)", "hypothesis (>=5.10.3,<6.0.0)", "pyasn1 (>=0.4.5,<0.5)", "pytest (==6.2.5)"]
 
 [[package]]
 name = "eth-rlp"
-version = "1.0.1"
+version = "0.3.0"
 description = "eth-rlp: RLP definitions for common Ethereum objects in Python"
 optional = false
-python-versions = ">=3.8, <4"
+python-versions = ">=3.7, <4"
 files = [
-    {file = "eth-rlp-1.0.1.tar.gz", hash = "sha256:d61dbda892ee1220f28fb3663c08f6383c305db9f1f5624dc585c9cd05115027"},
-    {file = "eth_rlp-1.0.1-py3-none-any.whl", hash = "sha256:dd76515d71654277377d48876b88e839d61553aaf56952e580bb7cebef2b1517"},
+    {file = "eth-rlp-0.3.0.tar.gz", hash = "sha256:f3263b548df718855d9a8dbd754473f383c0efc82914b0b849572ce3e06e71a6"},
+    {file = "eth_rlp-0.3.0-py3-none-any.whl", hash = "sha256:e88e949a533def85c69fa94224618bbbd6de00061f4cff645c44621dab11cf33"},
 ]
 
 [package.dependencies]
-eth-utils = ">=2.0.0"
+eth-utils = ">=2.0.0,<3"
 hexbytes = ">=0.1.0,<1"
-rlp = ">=0.6.0"
-typing-extensions = {version = ">=4.0.1", markers = "python_version <= \"3.11\""}
+rlp = ">=0.6.0,<4"
 
 [package.extras]
-dev = ["build (>=0.9.0)", "bumpversion (>=0.5.3)", "eth-hash[pycryptodome]", "ipython", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
-test = ["eth-hash[pycryptodome]", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
+dev = ["Sphinx (>=1.6.5,<2)", "bumpversion (>=0.5.3,<1)", "eth-hash[pycryptodome]", "flake8 (==3.7.9)", "ipython", "isort (>=4.2.15,<5)", "mypy (==0.770)", "pydocstyle (>=3.0.0,<4)", "pytest (>=6.2.5,<7)", "pytest-watch (>=4.1.0,<5)", "pytest-xdist", "sphinx-rtd-theme (>=0.1.9)", "towncrier (>=19.2.0,<20)", "tox (==3.14.6)", "twine", "wheel"]
+doc = ["Sphinx (>=1.6.5,<2)", "sphinx-rtd-theme (>=0.1.9)", "towncrier (>=19.2.0,<20)"]
+lint = ["flake8 (==3.7.9)", "isort (>=4.2.15,<5)", "mypy (==0.770)", "pydocstyle (>=3.0.0,<4)"]
+test = ["eth-hash[pycryptodome]", "pytest (>=6.2.5,<7)", "pytest-xdist", "tox (==3.14.6)"]
 
 [[package]]
 name = "eth-typing"
-version = "4.1.0"
+version = "3.5.2"
 description = "eth-typing: Common type annotations for ethereum python packages"
 optional = false
-python-versions = "<4,>=3.8"
+python-versions = ">=3.7.2, <4"
 files = [
-    {file = "eth-typing-4.1.0.tar.gz", hash = "sha256:ed52b0c6b049240fd810bc87c8857c7ea39370f060f70b9ca3876285269f2938"},
-    {file = "eth_typing-4.1.0-py3-none-any.whl", hash = "sha256:1f1b16bf37bfe0be730731fd24c7398e931a2b45a8feebf82df2e77a611a23be"},
+    {file = "eth-typing-3.5.2.tar.gz", hash = "sha256:22bf051ddfaa35ff827c30090de167e5c5b8cc6d343f7f35c9b1c7553f6ab64d"},
+    {file = "eth_typing-3.5.2-py3-none-any.whl", hash = "sha256:1842e628fb1ffa929b94f89a9d33caafbeb9978dc96abb6036a12bc91f1c624b"},
 ]
 
+[package.dependencies]
+typing-extensions = ">=4.0.1"
+
 [package.extras]
-dev = ["build (>=0.9.0)", "bumpversion (>=0.5.3)", "ipython", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
+dev = ["black (>=23)", "build (>=0.9.0)", "bumpversion (>=0.5.3)", "flake8 (==6.0.0)", "flake8-bugbear (==23.3.23)", "ipython", "isort (>=5.10.1)", "mypy (==0.971)", "pydocstyle (>=6.0.0)", "pytest (>=7.0.0)", "pytest-watch (>=4.1.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=5.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "types-setuptools", "wheel"]
+docs = ["sphinx (>=5.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
+lint = ["black (>=23)", "flake8 (==6.0.0)", "flake8-bugbear (==23.3.23)", "isort (>=5.10.1)", "mypy (==0.971)", "pydocstyle (>=6.0.0)", "types-setuptools"]
 test = ["pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
 
 [[package]]
 name = "eth-utils"
-version = "4.1.0"
+version = "2.3.1"
 description = "eth-utils: Common utility functions for python code that interacts with Ethereum"
 optional = false
-python-versions = "<4,>=3.8"
+python-versions = ">=3.7,<4"
 files = [
-    {file = "eth-utils-4.1.0.tar.gz", hash = "sha256:c170168198ddecac1ea911f74937e9364de81dbd03f42450fe40725c4d6e6220"},
-    {file = "eth_utils-4.1.0-py3-none-any.whl", hash = "sha256:f2e0f617edc81e53fad0faca7f7b169e56bef59ecc530d919a7482640236a228"},
+    {file = "eth-utils-2.3.1.tar.gz", hash = "sha256:56a969b0536d4969dcb27e580521de35abf2dbed8b1bf072b5c80770c4324e27"},
+    {file = "eth_utils-2.3.1-py3-none-any.whl", hash = "sha256:614eedc5ffcaf4e6708ca39e23b12bd69526a312068c1170c773bd1307d13972"},
 ]
 
 [package.dependencies]
@@ -1875,9 +1643,10 @@ eth-typing = ">=3.0.0"
 toolz = {version = ">0.8.2", markers = "implementation_name == \"pypy\""}
 
 [package.extras]
-dev = ["build (>=0.9.0)", "bumpversion (>=0.5.3)", "eth-hash[pycryptodome]", "hypothesis (>=4.43.0)", "ipython", "mypy (==1.5.1)", "pre-commit (>=3.4.0)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "wheel"]
-docs = ["sphinx (>=6.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
-test = ["hypothesis (>=4.43.0)", "mypy (==1.5.1)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
+dev = ["black (>=23)", "build (>=0.9.0)", "bumpversion (>=0.5.3)", "eth-hash[pycryptodome]", "flake8 (==3.8.3)", "hypothesis (>=4.43.0)", "ipython", "isort (>=5.11.0)", "mypy (==0.971)", "pydocstyle (>=5.0.0)", "pytest (>=7.0.0)", "pytest-watch (>=4.1.0)", "pytest-xdist (>=2.4.0)", "sphinx (>=5.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=4.0.0)", "twine", "types-setuptools", "wheel"]
+docs = ["sphinx (>=5.0.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
+lint = ["black (>=23)", "flake8 (==3.8.3)", "isort (>=5.11.0)", "mypy (==0.971)", "pydocstyle (>=5.0.0)", "types-setuptools"]
+test = ["hypothesis (>=4.43.0)", "mypy (==0.971)", "pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)", "types-setuptools"]
 
 [[package]]
 name = "exceptiongroup"
@@ -1981,21 +1750,20 @@ vw = ["scikit-learn", "vowpalwabbit (>=8.10.0,<9.0.0)"]
 
 [[package]]
 name = "flask"
-version = "3.0.3"
+version = "2.2.5"
 description = "A simple framework for building complex web applications."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "flask-3.0.3-py3-none-any.whl", hash = "sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3"},
-    {file = "flask-3.0.3.tar.gz", hash = "sha256:ceb27b0af3823ea2737928a4d99d125a06175b8512c445cbd9a9ce200ef76842"},
+    {file = "Flask-2.2.5-py3-none-any.whl", hash = "sha256:58107ed83443e86067e41eff4631b058178191a355886f8e479e347fa1285fdf"},
+    {file = "Flask-2.2.5.tar.gz", hash = "sha256:edee9b0a7ff26621bd5a8c10ff484ae28737a2410d99b0bb9a6850c7fb977aa0"},
 ]
 
 [package.dependencies]
-blinker = ">=1.6.2"
-click = ">=8.1.3"
-itsdangerous = ">=2.1.2"
-Jinja2 = ">=3.1.2"
-Werkzeug = ">=3.0.0"
+click = ">=8.0"
+itsdangerous = ">=2.0"
+Jinja2 = ">=3.0"
+Werkzeug = ">=2.2.2"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -2231,101 +1999,6 @@ pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
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-]
-
-[package.extras]
-testing = ["pytest"]
-
-[[package]]
-name = "google-resumable-media"
-version = "2.7.0"
-description = "Utilities for Google Media Downloads and Resumable Uploads"
-optional = false
-python-versions = ">= 3.7"
-files = [
-    {file = "google-resumable-media-2.7.0.tar.gz", hash = "sha256:5f18f5fa9836f4b083162064a1c2c98c17239bfda9ca50ad970ccf905f3e625b"},
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-]
-
-[package.dependencies]
-google-crc32c = ">=1.0,<2.0dev"
-
-[package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "google-auth (>=1.22.0,<2.0dev)"]
-requests = ["requests (>=2.18.0,<3.0.0dev)"]
-
 [[package]]
 name = "google-search-results"
 version = "2.4.2"
@@ -2532,20 +2085,43 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
-name = "gptcache"
-version = "0.1.43"
-description = "GPTCache, a powerful caching library that can be used to speed up and lower the cost of chat applications that rely on the LLM service. GPTCache works as a memcache for AIGC applications, similar to how Redis works for traditional applications."
+name = "gql"
+version = "3.5.0"
+description = "GraphQL client for Python"
 optional = false
-python-versions = ">=3.8.1"
+python-versions = "*"
 files = [
-    {file = "gptcache-0.1.43-py3-none-any.whl", hash = "sha256:9c557ec9cc14428942a0ebf1c838520dc6d2be801d67bb6964807043fc2feaf5"},
-    {file = "gptcache-0.1.43.tar.gz", hash = "sha256:cebe7ec5e32a3347bf839e933a34e67c7fcae620deaa7cb8c6d7d276c8686f1a"},
+    {file = "gql-3.5.0-py2.py3-none-any.whl", hash = "sha256:70dda5694a5b194a8441f077aa5fb70cc94e4ec08016117523f013680901ecb7"},
+    {file = "gql-3.5.0.tar.gz", hash = "sha256:ccb9c5db543682b28f577069950488218ed65d4ac70bb03b6929aaadaf636de9"},
 ]
 
 [package.dependencies]
-cachetools = "*"
-numpy = "*"
-requests = "*"
+anyio = ">=3.0,<5"
+backoff = ">=1.11.1,<3.0"
+graphql-core = ">=3.2,<3.3"
+yarl = ">=1.6,<2.0"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)"]
+all = ["aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "botocore (>=1.21,<2)", "httpx (>=0.23.1,<1)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "websockets (>=10,<12)"]
+botocore = ["botocore (>=1.21,<2)"]
+dev = ["aiofiles", "aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "black (==22.3.0)", "botocore (>=1.21,<2)", "check-manifest (>=0.42,<1)", "flake8 (==3.8.1)", "httpx (>=0.23.1,<1)", "isort (==4.3.21)", "mock (==4.0.2)", "mypy (==0.910)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "sphinx (>=5.3.0,<6)", "sphinx-argparse (==0.2.5)", "sphinx-rtd-theme (>=0.4,<1)", "types-aiofiles", "types-mock", "types-requests", "vcrpy (==4.4.0)", "websockets (>=10,<12)"]
+httpx = ["httpx (>=0.23.1,<1)"]
+requests = ["requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)"]
+test = ["aiofiles", "aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "botocore (>=1.21,<2)", "httpx (>=0.23.1,<1)", "mock (==4.0.2)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "vcrpy (==4.4.0)", "websockets (>=10,<12)"]
+test-no-transport = ["aiofiles", "mock (==4.0.2)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "vcrpy (==4.4.0)"]
+websockets = ["websockets (>=10,<12)"]
+
+[[package]]
+name = "graphql-core"
+version = "3.2.3"
+description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
+optional = false
+python-versions = ">=3.6,<4"
+files = [
+    {file = "graphql-core-3.2.3.tar.gz", hash = "sha256:06d2aad0ac723e35b1cb47885d3e5c45e956a53bc1b209a9fc5369007fe46676"},
+    {file = "graphql_core-3.2.3-py3-none-any.whl", hash = "sha256:5766780452bd5ec8ba133f8bf287dc92713e3868ddd83aee4faab9fc3e303dc3"},
+]
 
 [[package]]
 name = "greenlet"
@@ -3029,6 +2605,21 @@ rich = ">=13.7.0,<14.0.0"
 tenacity = ">=8.2.3,<9.0.0"
 typer = ">=0.9.0,<0.10.0"
 
+[[package]]
+name = "ipfshttpclient"
+version = "0.8.0a2"
+description = "Python IPFS HTTP CLIENT library"
+optional = false
+python-versions = ">=3.6.2,!=3.7.0,!=3.7.1"
+files = [
+    {file = "ipfshttpclient-0.8.0a2-py3-none-any.whl", hash = "sha256:ce6bac0e3963c4ced74d7eb6978125362bb05bbe219088ca48f369ce14d3cc39"},
+    {file = "ipfshttpclient-0.8.0a2.tar.gz", hash = "sha256:0d80e95ee60b02c7d414e79bf81a36fc3c8fbab74265475c52f70b2620812135"},
+]
+
+[package.dependencies]
+multiaddr = ">=0.0.7"
+requests = ">=2.11"
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -3142,39 +2733,23 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.21.1"
+version = "4.3.3"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
-    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
+    {file = "jsonschema-4.3.3-py3-none-any.whl", hash = "sha256:eb7a69801beb7325653aa8fd373abbf9ff8f85b536ab2812e5e8287b522fb6a2"},
+    {file = "jsonschema-4.3.3.tar.gz", hash = "sha256:f210d4ce095ed1e8af635d15c8ee79b586f656ab54399ba87b8ab87e5bff0ade"},
 ]
 
 [package.dependencies]
-attrs = ">=22.2.0"
-jsonschema-specifications = ">=2023.03.6"
-referencing = ">=0.28.4"
-rpds-py = ">=0.7.1"
+attrs = ">=17.4.0"
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
-[[package]]
-name = "jsonschema-specifications"
-version = "2023.12.1"
-description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
-    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
-]
-
-[package.dependencies]
-referencing = ">=0.31.0"
-
 [[package]]
 name = "keyring"
 version = "24.3.1"
@@ -3224,39 +2799,6 @@ websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
 [package.extras]
 adal = ["adal (>=1.0.2)"]
 
-[[package]]
-name = "lancedb"
-version = "0.5.7"
-description = "lancedb"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "lancedb-0.5.7-py3-none-any.whl", hash = "sha256:6169966f715ef530be545950e1aaf9f3f160967e4ba7456cd67c9f30f678095d"},
-    {file = "lancedb-0.5.7.tar.gz", hash = "sha256:878914b493f91d09a77b14f1528104741f273234cbdd6671be705f447701fd51"},
-]
-
-[package.dependencies]
-attrs = ">=21.3.0"
-cachetools = "*"
-click = ">=8.1.7"
-deprecation = "*"
-overrides = ">=0.7"
-pydantic = ">=1.10"
-pylance = "0.9.18"
-pyyaml = ">=6.0"
-ratelimiter = ">=1.0,<2.0"
-requests = ">=2.31.0"
-retry = ">=0.9.2"
-semver = ">=3.0"
-tqdm = ">=4.27.0"
-
-[package.extras]
-clip = ["open-clip", "pillow", "torch"]
-dev = ["pre-commit", "ruff"]
-docs = ["mkdocs", "mkdocs-jupyter", "mkdocs-material", "mkdocs-ultralytics-plugin (==0.0.44)", "mkdocstrings[python]"]
-embeddings = ["InstructorEmbedding", "awscli (>=1.29.57)", "boto3 (>=1.28.57)", "botocore (>=1.31.57)", "cohere", "google.generativeai", "huggingface-hub", "open-clip-torch", "openai (>=1.6.1)", "pillow", "sentence-transformers", "torch"]
-tests = ["aiohttp", "duckdb", "pandas (>=1.4)", "polars (>=0.19)", "pytest", "pytest-asyncio", "pytest-mock", "pytz"]
-
 [[package]]
 name = "langchain"
 version = "0.1.16"
@@ -3300,19 +2842,19 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
 [[package]]
 name = "langchain-community"
-version = "0.0.32"
+version = "0.0.33"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_community-0.0.32-py3-none-any.whl", hash = "sha256:406977009999952d0705de3806de2b4867e9bb8eda8ca154a59c7a8ed58da38d"},
-    {file = "langchain_community-0.0.32.tar.gz", hash = "sha256:1510217d646c8380f54e9850351f6d2a0b0dd73c501b666c6f4b40baa8160b29"},
+    {file = "langchain_community-0.0.33-py3-none-any.whl", hash = "sha256:830f0d5f4ff9638b99ca01820c26abfa4b65fa705ef89b5ce55ac9aa3a7d83af"},
+    {file = "langchain_community-0.0.33.tar.gz", hash = "sha256:bb56dbc1ef11ca09f258468e11368781adda9219e144073e30cda69496d342b2"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain-core = ">=0.1.41,<0.2.0"
+langchain-core = ">=0.1.43,<0.2.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = ">=1,<2"
 PyYAML = ">=5.3"
@@ -3326,13 +2868,13 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 
 [[package]]
 name = "langchain-core"
-version = "0.1.42"
+version = "0.1.43"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
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 [package.dependencies]
@@ -3400,13 +2942,13 @@ extended-testing = ["lxml (>=5.1.0,<6.0.0)"]
 
 [[package]]
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-version = "0.1.47"
+version = "0.1.48"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
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 python-versions = "<4.0,>=3.8.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -3416,42 +2958,40 @@ requests = ">=2,<3"
 
 [[package]]
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+version = "0.9.6.post2"
 description = "Interface between LLMs and your data"
 optional = false
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 [package.dependencies]
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 tenacity = ">=8.2.0,<9.0.0"
 tiktoken = ">=0.3.3"
 typing-extensions = ">=4.5.0"
 typing-inspect = ">=0.8.0"
+urllib3 = "<2"
 
 [package.extras]
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 [[package]]
 name = "loguru"
@@ -3566,23 +3106,175 @@ files = [
 test = ["pytest"]
 
 [[package]]
-name = "mako"
-version = "1.3.3"
-description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
+name = "lxml"
+version = "5.2.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
 optional = false
-python-versions = ">=3.8"
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-[package.extras]
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-lingua = ["lingua"]
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+html5 = ["html5lib"]
+htmlsoup = ["BeautifulSoup4"]
+source = ["Cython (>=3.0.10)"]
 
 [[package]]
 name = "markdown-it-py"
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+python-versions = "<4.0,>=3.10"
+files = [
+    {file = "mech_client-0.2.13-py3-none-any.whl", hash = "sha256:b0bb53b5c9de29bcb811e7edd34ca1f89961b2189069d7006926d53fa301c29e"},
+    {file = "mech_client-0.2.13.tar.gz", hash = "sha256:dd908b81a21b78fde9f654676cc70f63c910e2d04d2b21ba4bf15012461f00d5"},
+]
+
+[package.dependencies]
+asn1crypto = ">=1.4.0,<1.5.0"
+gql = ">=3.4.1"
+open-aea = {version = "1.50.0", extras = ["cli"]}
+open-aea-cli-ipfs = "1.50.0"
+open-aea-ledger-cosmos = "1.50.0"
+open-aea-ledger-ethereum = "1.50.0"
+websocket-client = ">=0.32.0,<1"
+
 [[package]]
 name = "microchain-python"
 version = "0.3.5"
@@ -3850,6 +3562,16 @@ files = [
     {file = "more_itertools-10.2.0-py3-none-any.whl", hash = "sha256:686b06abe565edfab151cb8fd385a05651e1fdf8f0a14191e4439283421f8684"},
 ]
 
+[[package]]
+name = "morphys"
+version = "1.0"
+description = "Smart conversions between unicode and bytes types for common cases"
+optional = false
+python-versions = "*"
+files = [
+    {file = "morphys-1.0-py2.py3-none-any.whl", hash = "sha256:76d6dbaa4d65f597e59d332c81da786d83e4669387b9b2a750cfec74e7beec20"},
+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -3933,11 +3655,28 @@ files = [
 ]
 
 [[package]]
-name = "multidict"
-version = "6.0.5"
-description = "multidict implementation"
+name = "multiaddr"
+version = "0.0.9"
+description = "Python implementation of jbenet's multiaddr"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+files = [
+    {file = "multiaddr-0.0.9-py2.py3-none-any.whl", hash = "sha256:5c0f862cbcf19aada2a899f80ef896ddb2e85614e0c8f04dd287c06c69dac95b"},
+    {file = "multiaddr-0.0.9.tar.gz", hash = "sha256:30b2695189edc3d5b90f1c303abb8f02d963a3a4edf2e7178b975eb417ab0ecf"},
+]
+
+[package.dependencies]
+base58 = "*"
+netaddr = "*"
+six = "*"
+varint = "*"
+
+[[package]]
+name = "multidict"
+version = "6.0.5"
+description = "multidict implementation"
+optional = false
+python-versions = ">=3.7"
 files = [
     {file = "multidict-6.0.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:228b644ae063c10e7f324ab1ab6b548bdf6f8b47f3ec234fef1093bc2735e5f9"},
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@@ -4031,17 +3770,6 @@ files = [
     {file = "multidict-6.0.5.tar.gz", hash = "sha256:f7e301075edaf50500f0b341543c41194d8df3ae5caf4702f2095f3ca73dd8da"},
 ]
 
-[[package]]
-name = "mutagen"
-version = "1.47.0"
-description = "read and write audio tags for many formats"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "mutagen-1.47.0-py3-none-any.whl", hash = "sha256:edd96f50c5907a9539d8e5bba7245f62c9f520aef333d13392a79a4f70aca719"},
-    {file = "mutagen-1.47.0.tar.gz", hash = "sha256:719fadef0a978c31b4cf3c956261b3c58b6948b32023078a2117b1de09f0fc99"},
-]
-
 [[package]]
 name = "mypy"
 version = "1.9.0"
@@ -4112,22 +3840,18 @@ files = [
 ]
 
 [[package]]
-name = "networkx"
-version = "3.3"
-description = "Python package for creating and manipulating graphs and networks"
+name = "netaddr"
+version = "1.2.1"
+description = "A network address manipulation library for Python"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.7"
 files = [
-    {file = "networkx-3.3-py3-none-any.whl", hash = "sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2"},
-    {file = "networkx-3.3.tar.gz", hash = "sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9"},
+    {file = "netaddr-1.2.1-py3-none-any.whl", hash = "sha256:bd9e9534b0d46af328cf64f0e5a23a5a43fca292df221c85580b27394793496e"},
+    {file = "netaddr-1.2.1.tar.gz", hash = "sha256:6eb8fedf0412c6d294d06885c110de945cf4d22d2b510d0404f4e06950857987"},
 ]
 
 [package.extras]
-default = ["matplotlib (>=3.6)", "numpy (>=1.23)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
-developer = ["changelist (==0.5)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
-doc = ["myst-nb (>=1.0)", "numpydoc (>=1.7)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
-extra = ["lxml (>=4.6)", "pydot (>=2.0)", "pygraphviz (>=1.12)", "sympy (>=1.10)"]
-test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
+nicer-shell = ["ipython"]
 
 [[package]]
 name = "nltk"
@@ -4154,20 +3878,6 @@ plot = ["matplotlib"]
 tgrep = ["pyparsing"]
 twitter = ["twython"]
 
-[[package]]
-name = "nodeenv"
-version = "1.8.0"
-description = "Node.js virtual environment builder"
-optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
-files = [
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-    {file = "nodeenv-1.8.0.tar.gz", hash = "sha256:d51e0c37e64fbf47d017feac3145cdbb58836d7eee8c6f6d3b6880c5456227d2"},
-]
-
-[package.dependencies]
-setuptools = "*"
-
 [[package]]
 name = "numexpr"
 version = "2.10.0"
@@ -4312,15 +4022,105 @@ packaging = "*"
 protobuf = "*"
 sympy = "*"
 
+[[package]]
+name = "open-aea"
+version = "1.50.0"
+description = "Open Autonomous Economic Agent framework (without vendor lock-in)"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "open_aea-1.50.0-py3-none-any.whl", hash = "sha256:0768e13dc2844e519bb3af93f71795db17724b2ad47f68ce483496757b2be4ba"},
+    {file = "open_aea-1.50.0-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:b6824c9c1290fa2f9fc03f286ca80efd75c3a7e1f0affeb962d9396ef266870a"},
+    {file = "open_aea-1.50.0-py3-none-manylinux1_x86_64.whl", hash = "sha256:59c899b073686cbffc9a1ec7086a7d7869597467e66028a01e9d7f8ac2a69d42"},
+    {file = "open_aea-1.50.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0284f8fa6bfea5516b880cf89ef03fb671c61773be70dfa1abc4d8063c7726e8"},
+    {file = "open_aea-1.50.0-py3-none-win32.whl", hash = "sha256:57d0e79690e76b774056d64632065de2779d199ae2801132ed89c11f4d797077"},
+    {file = "open_aea-1.50.0-py3-none-win_amd64.whl", hash = "sha256:fc552754e9696e8df35598f5dab2d795119dbc0fc0ecbcec1f9cb75718f1db7e"},
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+[package.dependencies]
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+click = {version = "8.0.2", optional = true, markers = "extra == \"cli\""}
+coverage = {version = ">=6.4.4,<8.0.0", optional = true, markers = "extra == \"cli\""}
+ecdsa = ">=0.15,<0.17.0"
+jsonschema = ">=4.3.0,<4.4.0"
+morphys = ">=1.0"
+packaging = ">=23.1,<24.0"
+protobuf = ">=4.21.6,<4.25.0"
+py-multibase = ">=1.0.0"
+py-multicodec = ">=0.2.0"
+pymultihash = "0.8.2"
+pytest = {version = ">=7.0.0,<7.3.0", optional = true, markers = "extra == \"cli\""}
+python-dotenv = ">=0.14.0,<0.22.0"
+pyyaml = "6.0.1"
+requests = "2.28.1"
+semver = ">=2.9.1,<3.0.0"
+
+[package.extras]
+all = ["click (==8.0.2)", "coverage (>=6.4.4,<8.0.0)", "jsonschema (>=4.3.0,<4.4.0)", "packaging (>=23.1,<24.0)", "pytest (>=7.0.0,<7.3.0)", "pyyaml (==6.0.1)", "semver (>=2.9.1,<3.0.0)"]
+cli = ["click (==8.0.2)", "coverage (>=6.4.4,<8.0.0)", "jsonschema (>=4.3.0,<4.4.0)", "packaging (>=23.1,<24.0)", "pytest (>=7.0.0,<7.3.0)", "pyyaml (==6.0.1)", "semver (>=2.9.1,<3.0.0)"]
+test-tools = ["click (==8.0.2)", "coverage (>=6.4.4,<8.0.0)", "jsonschema (>=4.3.0,<4.4.0)", "packaging (>=23.1,<24.0)", "pytest (>=7.0.0,<7.3.0)", "pyyaml (==6.0.1)", "semver (>=2.9.1,<3.0.0)"]
+
+[[package]]
+name = "open-aea-cli-ipfs"
+version = "1.50.0"
+description = "CLI extension for open AEA framework wrapping IPFS functionality."
+optional = false
+python-versions = "*"
+files = [
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+pytest = ">=7.0.0,<7.3.0"
+
+[[package]]
+name = "open-aea-ledger-cosmos"
+version = "1.50.0"
+description = "Python package wrapping the public and private key cryptography and ledger api of Cosmos."
+optional = false
+python-versions = "*"
+files = [
+    {file = "open-aea-ledger-cosmos-1.50.0.tar.gz", hash = "sha256:62f55b88947cbd645b2c621f378305f614b13f25b67bc7fe9d6dccba67a28557"},
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+
+[package.dependencies]
+bech32 = "1.2.0"
+cosmpy = "0.9.2"
+ecdsa = ">=0.15,<0.17.0"
+open-aea = ">=1.0.0,<2.0.0"
+pycryptodome = ">=3.10.1,<4.0.0"
+
+[[package]]
+name = "open-aea-ledger-ethereum"
+version = "1.50.0"
+description = "Python package wrapping the public and private key cryptography and ledger api of Ethereum."
+optional = false
+python-versions = "*"
+files = [
+    {file = "open-aea-ledger-ethereum-1.50.0.tar.gz", hash = "sha256:d6784d604450d0fe9aeb008b2eb12bfc87d630391f8b82b591d67c1781adaaab"},
+    {file = "open_aea_ledger_ethereum-1.50.0-py3-none-any.whl", hash = "sha256:619105843718d0b8270d9039749101eec3aead5c38d7041c541832e3d8e4826c"},
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+
+[package.dependencies]
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+ipfshttpclient = "0.8.0a2"
+open-aea = ">=1.0.0,<2.0.0"
+web3 = ">=6.0.0,<7"
+
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+version = "1.19.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -4519,78 +4319,64 @@ files = [
 
 [[package]]
 name = "orjson"
-version = "3.10.0"
+version = "3.10.1"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
 files = [
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-
 [[package]]
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 version = "7.7.0"
@@ -4946,19 +4732,19 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint"
 
 [[package]]
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 cron-validator = ">=1.0.8,<2.0.0"
-eth-typing = ">=4.0.0,<5.0.0"
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 functions-framework = ">=3.5.0,<4.0.0"
 google-cloud-functions = ">=1.16.0,<2.0.0"
 google-cloud-resource-manager = ">=1.12.0,<2.0.0"
@@ -4966,6 +4752,7 @@ google-cloud-secret-manager = ">=2.18.2,<3.0.0"
 isort = ">=5.13.2,<6.0.0"
 langchain-community = ">=0.0.19"
 loguru = ">=0.7.2,<0.8.0"
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 numpy = ">=1.26.4,<2.0.0"
 pydantic = ">=2.6.1,<3.0.0"
 pydantic-settings = ">=2.1.0,<3.0.0"
@@ -4976,7 +4763,7 @@ tabulate = ">=0.9.0,<0.10.0"
 tqdm = ">=4.66.2,<5.0.0"
 typer = ">=0.9.0,<0.10.0"
 types-pytz = ">=2024.1.0.20240203,<2025.0.0.0"
-types-requests = ">=2.31.0.20240106,<3.0.0.0"
+types-requests = ">=2.31.0.0,<3.0.0.0"
 web3 = ">=6.15.1,<7.0.0"
 
 [package.extras]
@@ -5002,22 +4789,24 @@ testing = ["google-api-core[grpc] (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
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 description = ""
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-description = "library with cross-python path, ini-parsing, io, code, log facilities"
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+six = ">=1.10.0,<2.0"
+
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@@ -5164,13 +4974,13 @@ pyasn1 = ">=0.4.6,<0.7.0"
 
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 python-versions = "<3.13,>=3.8"
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 [package.extras]
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 blendsearch = ["flaml[blendsearch]"]
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 lmm = ["pillow", "replicate"]
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-
 [[package]]
 name = "pydantic"
 version = "2.7.0"
@@ -5451,23 +5221,6 @@ files = [
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-pynacl = ">=1.4.0"
-requests = ">=2.14.0"
-
 [[package]]
 name = "pygments"
 version = "2.17.2"
@@ -5484,92 +5237,19 @@ plugins = ["importlib-metadata"]
 windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
-name = "pyjwt"
-version = "2.8.0"
-description = "JSON Web Token implementation in Python"
+name = "pymultihash"
+version = "0.8.2"
+description = "Python implementation of the multihash specification"
 optional = false
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-
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-
-[package.dependencies]
-cffi = ">=1.4.1"
-
-[package.extras]
-docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
-tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
-
-[[package]]
-name = "pypdf"
-version = "3.17.4"
-description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
-optional = false
-python-versions = ">=3.6"
+python-versions = "*"
 files = [
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 ]
 
 [package.extras]
-crypto = ["PyCryptodome", "cryptography"]
-dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
-docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
-full = ["Pillow (>=8.0.0)", "PyCryptodome", "cryptography"]
-image = ["Pillow (>=8.0.0)"]
+blake2 = ["pyblake2"]
+sha3 = ["pysha3"]
 
 [[package]]
 name = "pypika"
@@ -5607,66 +5287,68 @@ files = [
 ]
 
 [[package]]
-name = "pyright"
-version = "1.1.358"
-description = "Command line wrapper for pyright"
+name = "pyrsistent"
+version = "0.20.0"
+description = "Persistent/Functional/Immutable data structures"
 optional = false
-python-versions = ">=3.7"
-files = [
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-[package.dependencies]
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-
-[package.extras]
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-dev = ["twine (>=3.4.1)"]
-
-[[package]]
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-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "pytest"
-version = "8.1.1"
+version = "7.2.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "pytest-8.1.1-py3-none-any.whl", hash = "sha256:2a8386cfc11fa9d2c50ee7b2a57e7d898ef90470a7a34c4b949ff59662bb78b7"},
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+    {file = "pytest-7.2.2-py3-none-any.whl", hash = "sha256:130328f552dcfac0b1cec75c12e3f005619dc5f874f0a06e8ff7263f0ee6225e"},
+    {file = "pytest-7.2.2.tar.gz", hash = "sha256:c99ab0c73aceb050f68929bc93af19ab6db0558791c6a0715723abe9d0ade9d4"},
 ]
 
 [package.dependencies]
+attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.4,<2.0"
-tomli = {version = ">=1", markers = "python_version < \"3.11\""}
+pluggy = ">=0.12,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
 
 [[package]]
 name = "pytest-asyncio"
@@ -5686,6 +5368,16 @@ pytest = ">=7.0.0"
 docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
 testing = ["coverage (>=6.2)", "flaky (>=3.5.0)", "hypothesis (>=5.7.1)", "mypy (>=0.931)", "pytest-trio (>=0.7.0)"]
 
+[[package]]
+name = "python-baseconv"
+version = "1.2.2"
+description = "Convert numbers from base 10 integers to base X strings and back again."
+optional = false
+python-versions = "*"
+files = [
+    {file = "python-baseconv-1.2.2.tar.gz", hash = "sha256:0539f8bd0464013b05ad62e0a1673f0ac9086c76b43ebf9f833053527cd9931b"},
+]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -5702,29 +5394,18 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "1.0.0"
+version = "0.21.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "python-dotenv-1.0.0.tar.gz", hash = "sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba"},
-    {file = "python_dotenv-1.0.0-py3-none-any.whl", hash = "sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a"},
+    {file = "python-dotenv-0.21.1.tar.gz", hash = "sha256:1c93de8f636cde3ce377292818d0e440b6e45a82f215c3744979151fa8151c49"},
+    {file = "python_dotenv-0.21.1-py3-none-any.whl", hash = "sha256:41e12e0318bebc859fcc4d97d4db8d20ad21721a6aa5047dd59f090391cb549a"},
 ]
 
 [package.extras]
 cli = ["click (>=5.0)"]
 
-[[package]]
-name = "pytube"
-version = "15.0.0"
-description = "Python 3 library for downloading YouTube Videos."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "pytube-15.0.0-py3-none-any.whl", hash = "sha256:07b9904749e213485780d7eb606e5e5b8e4341aa4dccf699160876da00e12d78"},
-    {file = "pytube-15.0.0.tar.gz", hash = "sha256:076052efe76f390dfa24b1194ff821d4e86c17d41cb5562f3a276a8bcbfc9d1d"},
-]
-
 [[package]]
 name = "pytz"
 version = "2024.1"
@@ -5942,35 +5623,6 @@ files = [
 [package.extras]
 full = ["numpy"]
 
-[[package]]
-name = "ratelimiter"
-version = "1.2.0.post0"
-description = "Simple python rate limiting object"
-optional = false
-python-versions = "*"
-files = [
-    {file = "ratelimiter-1.2.0.post0-py3-none-any.whl", hash = "sha256:a52be07bc0bb0b3674b4b304550f10c769bbb00fead3072e035904474259809f"},
-    {file = "ratelimiter-1.2.0.post0.tar.gz", hash = "sha256:5c395dcabdbbde2e5178ef3f89b568a3066454a6ddc223b76473dac22f89b4f7"},
-]
-
-[package.extras]
-test = ["pytest (>=3.0)", "pytest-asyncio"]
-
-[[package]]
-name = "referencing"
-version = "0.34.0"
-description = "JSON Referencing + Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "referencing-0.34.0-py3-none-any.whl", hash = "sha256:d53ae300ceddd3169f1ffa9caf2cb7b769e92657e4fafb23d34b93679116dfd4"},
-    {file = "referencing-0.34.0.tar.gz", hash = "sha256:5773bd84ef41799a5a8ca72dc34590c041eb01bf9aa02632b4a973fb0181a844"},
-]
-
-[package.dependencies]
-attrs = ">=22.2.0"
-rpds-py = ">=0.7.0"
-
 [[package]]
 name = "regex"
 version = "2023.12.25"
@@ -6095,20 +5747,20 @@ dev = ["pylint", "pyright", "pytest", "pytest-asyncio", "pytest-recording", "res
 
 [[package]]
 name = "requests"
-version = "2.31.0"
+version = "2.28.1"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.7, <4"
 files = [
-    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
-    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+    {file = "requests-2.28.1-py3-none-any.whl", hash = "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"},
+    {file = "requests-2.28.1.tar.gz", hash = "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset-normalizer = ">=2,<3"
 idna = ">=2.5,<4"
-urllib3 = ">=1.21.1,<3"
+urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
@@ -6146,21 +5798,6 @@ files = [
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
 
-[[package]]
-name = "retry"
-version = "0.9.2"
-description = "Easy to use retry decorator."
-optional = false
-python-versions = "*"
-files = [
-    {file = "retry-0.9.2-py2.py3-none-any.whl", hash = "sha256:ccddf89761fa2c726ab29391837d4327f819ea14d244c232a1d24c67a2f98606"},
-    {file = "retry-0.9.2.tar.gz", hash = "sha256:f8bfa8b99b69c4506d6f5bd3b0aabf77f98cdb17f3c9fc3f5ca820033336fba4"},
-]
-
-[package.dependencies]
-decorator = ">=3.4.2"
-py = ">=1.4.26,<2.0.0"
-
 [[package]]
 name = "rich"
 version = "13.7.1"
@@ -6181,131 +5818,24 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rlp"
-version = "4.0.0"
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-
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@@ -6598,17 +6039,6 @@ files = [
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@@ -7127,42 +6557,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
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-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-trio = ">=0.11"
-wsproto = ">=0.14"
-
 [[package]]
 name = "trove-classifiers"
 version = "2024.4.10"
@@ -7208,17 +6602,28 @@ files = [
 
 [[package]]
 name = "types-requests"
-version = "2.31.0.20240406"
+version = "2.31.0.6"
 description = "Typing stubs for requests"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "types-requests-2.31.0.20240406.tar.gz", hash = "sha256:4428df33c5503945c74b3f42e82b181e86ec7b724620419a2966e2de604ce1a1"},
-    {file = "types_requests-2.31.0.20240406-py3-none-any.whl", hash = "sha256:6216cdac377c6b9a040ac1c0404f7284bd13199c0e1bb235f4324627e8898cf5"},
+    {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"},
+    {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"},
 ]
 
 [package.dependencies]
-urllib3 = ">=2"
+types-urllib3 = "*"
+
+[[package]]
+name = "types-urllib3"
+version = "1.26.25.14"
+description = "Typing stubs for urllib3"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
+]
 
 [[package]]
 name = "typing-extensions"
@@ -7259,23 +6664,19 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.1"
+version = "1.26.18"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
-    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
-    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+    {file = "urllib3-1.26.18-py2.py3-none-any.whl", hash = "sha256:34b97092d7e0a3a8cf7cd10e386f401b3737364026c45e622aa02903dffe0f07"},
+    {file = "urllib3-1.26.18.tar.gz", hash = "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"},
 ]
 
-[package.dependencies]
-pysocks = {version = ">=1.5.6,<1.5.7 || >1.5.7,<2.0", optional = true, markers = "extra == \"socks\""}
-
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
-h2 = ["h2 (>=4,<5)"]
-socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
-zstd = ["zstandard (>=0.18.0)"]
+brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "uvicorn"
@@ -7347,6 +6748,16 @@ files = [
 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 = "varint"
+version = "1.0.2"
+description = "Simple python varint implementation"
+optional = false
+python-versions = "*"
+files = [
+    {file = "varint-1.0.2.tar.gz", hash = "sha256:a6ecc02377ac5ee9d65a6a8ad45c9ff1dac8ccee19400a5950fb51d594214ca5"},
+]
+
 [[package]]
 name = "virtualenv"
 version = "20.25.1"
@@ -7497,19 +6908,19 @@ anyio = ">=3.0.0"
 
 [[package]]
 name = "web3"
-version = "6.17.0"
+version = "6.17.1"
 description = "web3.py"
 optional = false
 python-versions = ">=3.7.2"
 files = [
-    {file = "web3-6.17.0-py3-none-any.whl", hash = "sha256:37334971dc195d0b3fb930317b63a36b0f71e6a0fd30deca96f1ac58e65704c0"},
-    {file = "web3-6.17.0.tar.gz", hash = "sha256:1b535272a40da3d8d2b120856edb53b84b0c08bcc8fe1a5bbd5f816fd72f4ec6"},
+    {file = "web3-6.17.1-py3-none-any.whl", hash = "sha256:eabc6f0d92a59cc0968e3d98238e40df29c0bedac7760cbd08d9cb0a76741de3"},
+    {file = "web3-6.17.1.tar.gz", hash = "sha256:38372fae8adfbf92407ead7396f27e233facb717e6837119a4133f045543d447"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.7.4.post0"
 eth-abi = ">=4.0.0"
-eth-account = ">=0.8.0"
+eth-account = ">=0.8.0,<0.13"
 eth-hash = {version = ">=0.5.1", extras = ["pycryptodome"]}
 eth-typing = ">=3.0.0,<4.2.0"
 eth-utils = ">=2.1.0"
@@ -7531,19 +6942,17 @@ tester = ["eth-tester[py-evm] (>=0.11.0b1,<0.12.0b1)", "eth-tester[py-evm] (>=0.
 
 [[package]]
 name = "websocket-client"
-version = "1.7.0"
+version = "0.59.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 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"},
+    {file = "websocket-client-0.59.0.tar.gz", hash = "sha256:d376bd60eace9d437ab6d7ee16f4ab4e821c9dae591e1b783c58ebd8aaf80c5c"},
+    {file = "websocket_client-0.59.0-py2.py3-none-any.whl", hash = "sha256:2e50d26ca593f70aba7b13a489435ef88b8fc3b5c5643c1ce8808ff9b40f0b32"},
 ]
 
-[package.extras]
-docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
+[package.dependencies]
+six = "*"
 
 [[package]]
 name = "websockets"
@@ -7736,20 +7145,6 @@ files = [
     {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
-[[package]]
-name = "wsproto"
-version = "1.2.0"
-description = "WebSockets state-machine based protocol implementation"
-optional = false
-python-versions = ">=3.7.0"
-files = [
-    {file = "wsproto-1.2.0-py3-none-any.whl", hash = "sha256:b9acddd652b585d75b20477888c56642fdade28bdfd3579aa24a4d2c037dd736"},
-    {file = "wsproto-1.2.0.tar.gz", hash = "sha256:ad565f26ecb92588a3e43bc3d96164de84cd9902482b130d0ddbaa9664a85065"},
-]
-
-[package.dependencies]
-h11 = ">=0.9.0,<1"
-
 [[package]]
 name = "xattr"
 version = "1.1.0"
@@ -7926,41 +7321,6 @@ files = [
 idna = ">=2.0"
 multidict = ">=4.0"
 
-[[package]]
-name = "youtube-transcript-api"
-version = "0.6.2"
-description = "This is an python API which allows you to get the transcripts/subtitles for a given YouTube video. It also works for automatically generated subtitles, supports translating subtitles and it does not require a headless browser, like other selenium based solutions do!"
-optional = false
-python-versions = "*"
-files = [
-    {file = "youtube_transcript_api-0.6.2-py3-none-any.whl", hash = "sha256:019dbf265c6a68a0591c513fff25ed5a116ce6525832aefdfb34d4df5567121c"},
-    {file = "youtube_transcript_api-0.6.2.tar.gz", hash = "sha256:cad223d7620633cec44f657646bffc8bbc5598bd8e70b1ad2fa8277dec305eb7"},
-]
-
-[package.dependencies]
-requests = "*"
-
-[[package]]
-name = "yt-dlp"
-version = "2023.12.30"
-description = "A youtube-dl fork with additional features and patches"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "yt-dlp-2023.12.30.tar.gz", hash = "sha256:a11862e57721b0a0f0883dfeb5a4d79ba213a2d4c45e1880e9fd70f8e6570c38"},
-    {file = "yt_dlp-2023.12.30-py2.py3-none-any.whl", hash = "sha256:c00d9a71d64472ad441bcaa1ec0c3797d6e60c9f934f270096a96fe51657e7b3"},
-]
-
-[package.dependencies]
-brotli = {version = "*", markers = "implementation_name == \"cpython\""}
-brotlicffi = {version = "*", markers = "implementation_name != \"cpython\""}
-certifi = "*"
-mutagen = "*"
-pycryptodomex = "*"
-requests = ">=2.31.0,<3"
-urllib3 = ">=1.26.17,<3"
-websockets = ">=12.0"
-
 [[package]]
 name = "zipp"
 version = "3.18.1"
@@ -7979,4 +7339,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10.0"
-content-hash = "e9bfc0ebc6a3f74e4864f36861533175f92f8b0b464c7cf9f5e189b5d390df1b"
+content-hash = "7cf3e6a75603f8d995c8e938641fee442195b7bc6ba560f87d6842fc017699d3"
diff --git a/prediction_market_agent/agents/known_outcome_agent/known_outcome_agent.py b/prediction_market_agent/agents/known_outcome_agent/known_outcome_agent.py
index 795ea6cc..81b504c1 100644
--- a/prediction_market_agent/agents/known_outcome_agent/known_outcome_agent.py
+++ b/prediction_market_agent/agents/known_outcome_agent/known_outcome_agent.py
@@ -1,5 +1,3 @@
-import json
-import typing as t
 from datetime import datetime
 from enum import Enum
 
@@ -12,6 +10,7 @@
 from prediction_market_agent.tools.web_scrape.basic_summary import _summary
 from prediction_market_agent.tools.web_scrape.markdown import web_scrape
 from prediction_market_agent.tools.web_search.tavily import web_search
+from prediction_market_agent.utils import completion_str_to_json
 
 
 class Result(str, Enum):
@@ -141,26 +140,6 @@ def has_known_result(self) -> bool:
 """
 
 
-def completion_str_to_json(completion: str) -> dict[str, t.Any]:
-    """
-    Cleans completion JSON in form of a string:
-
-    ```json
-    {
-        ...
-    }
-    ```
-
-    into just { ... }
-    ```
-    """
-    start_index = completion.find("{")
-    end_index = completion.rfind("}")
-    completion = completion[start_index : end_index + 1]
-    completion_dict: dict[str, t.Any] = json.loads(completion)
-    return completion_dict
-
-
 def summarize_if_required(content: str, model: str, question: str) -> str:
     """
     If the content is too long to fit in the model's context, summarize it.
diff --git a/prediction_market_agent/agents/microchain_agent/functions.py b/prediction_market_agent/agents/microchain_agent/functions.py
index 1d3e0c7d..bcad4bc6 100644
--- a/prediction_market_agent/agents/microchain_agent/functions.py
+++ b/prediction_market_agent/agents/microchain_agent/functions.py
@@ -1,7 +1,9 @@
+import json
 import typing as t
 from decimal import Decimal
 
 from eth_utils import to_checksum_address
+from mech_client.interact import interact
 from microchain import Function
 from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 from prediction_market_agent_tooling.markets.data_models import Currency, TokenAmount
@@ -11,7 +13,11 @@
     OmenSubgraphHandler,
 )
 
+from prediction_market_agent.agents.microchain_agent.mech.mech.packages.polywrap.customs.prediction_with_research_report import (
+    prediction_with_research_report,
+)
 from prediction_market_agent.agents.microchain_agent.utils import (
+    MechResult,
     MicroMarket,
     get_balance,
     get_binary_markets,
@@ -19,8 +25,9 @@
     get_example_market_id,
     get_no_outcome,
     get_yes_outcome,
+    saved_str_to_tmpfile,
 )
-from prediction_market_agent.utils import APIKeys
+from prediction_market_agent.utils import APIKeys, completion_str_to_json
 
 
 class Sum(Function):
@@ -98,22 +105,79 @@ def __call__(self, market_id: str) -> list[str]:
         ]
 
 
-class PredictPropabilityForQuestion(MarketFunction):
+class PredictProbabilityForQuestion(MarketFunction):
     @property
     def description(self) -> str:
-        return "Use this function to research the probability of an event occuring"
+        return (
+            "Use this function to research perform research and predict the "
+            "probability of an event occuring. Returns the probability. The "
+            "one parameter is the market id of the prediction market you want "
+            "to predict the probability of. Note, this costs money to run."
+        )
 
     @property
     def example_args(self) -> list[str]:
-        return ["Will Joe Biden get reelected in 2024?"]
+        return [get_example_market_id(self.market_type)]
+
+    def __call__(self, market_id: str) -> str:
+        question = self.market_type.market_class.get_binary_market(
+            id=market_id
+        ).question
+        private_key = APIKeys().bet_from_private_key.get_secret_value()
+        # 0.01 xDai is hardcoded cost for an interaction with the mech-client
+        MECH_CALL_XDAI_LIMIT = 0.011
+        account_balance = float(get_balance(market_type=self.market_type).amount)
+        if account_balance < MECH_CALL_XDAI_LIMIT:
+            return (
+                f"Your balance of {self.currency} ({account_balance}) is not "
+                f"large enough to make a mech call (min required "
+                f"{MECH_CALL_XDAI_LIMIT})."
+            )
+        with saved_str_to_tmpfile(private_key) as tmpfile_path:
+            response = interact(
+                prompt=question,
+                # Taken from https://github.com/valory-xyz/mech?tab=readme-ov-file#examples-of-deployed-mechs
+                agent_id=3,
+                private_key_path=tmpfile_path,
+                # To see a list of available tools, comment out the tool parameter
+                # and run the function. You will be prompted to select a tool.
+                tool="claude-prediction-online",
+            )
+            result = json.loads(response["result"])
+            return str(MechResult.model_validate(result).p_yes)
 
-    def __call__(self, a: str) -> float:
-        if a == "Will Joe Biden get reelected in 2024?":
-            return 0.41
-        if a == "Will Bitcoin hit 100k in 2024?":
-            return 0.22
 
-        return 0.0
+class PredictProbabilityForQuestionLocal(MarketFunction):
+    @property
+    def description(self) -> str:
+        return (
+            "Use this function to research perform research and predict the "
+            "probability of an event occuring. Returns the probability. The "
+            "one parameter is the market id of the prediction market you want "
+            "to predict the probability of."
+        )
+
+    @property
+    def example_args(self) -> list[str]:
+        return [get_example_market_id(self.market_type)]
+
+    def __call__(self, market_id: str) -> str:
+        question = self.market_type.market_class.get_binary_market(
+            id=market_id
+        ).question
+        keys = APIKeys()
+        openai_api_key = keys.openai_api_key.get_secret_value()
+        tavily_api_key = keys.tavily_api_key.get_secret_value()
+        response = prediction_with_research_report.run(
+            tool="prediction-with-research-conservative",
+            prompt=question,
+            api_keys={
+                "openai": openai_api_key,
+                "tavily": tavily_api_key,
+            },
+        )
+        result = completion_str_to_json(str(response[0]))
+        return str(MechResult.model_validate(result).p_yes)
 
 
 class BuyTokens(MarketFunction):
@@ -290,7 +354,8 @@ def __call__(self, user_address: str) -> list[OmenUserPosition]:
 MARKET_FUNCTIONS: list[type[MarketFunction]] = [
     GetMarkets,
     GetMarketProbability,
-    PredictPropabilityForQuestion,
+    # PredictProbabilityForQuestion, # Too flaky, use local version for now
+    PredictProbabilityForQuestionLocal,
     GetBalance,
     BuyYes,
     BuyNo,
diff --git a/prediction_market_agent/agents/microchain_agent/mech/__init__.py b/prediction_market_agent/agents/microchain_agent/mech/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/prediction_market_agent/agents/microchain_agent/mech/mech b/prediction_market_agent/agents/microchain_agent/mech/mech
new file mode 160000
index 00000000..0179545c
--- /dev/null
+++ b/prediction_market_agent/agents/microchain_agent/mech/mech
@@ -0,0 +1 @@
+Subproject commit 0179545c14d0b36bc2b22c50e5b9fcf59c168ed9
diff --git a/prediction_market_agent/agents/microchain_agent/microchain_agent.py b/prediction_market_agent/agents/microchain_agent/microchain_agent.py
index bcd97bfa..9a925784 100644
--- a/prediction_market_agent/agents/microchain_agent/microchain_agent.py
+++ b/prediction_market_agent/agents/microchain_agent/microchain_agent.py
@@ -20,7 +20,7 @@
     temperature=0.7,
 )
 agent = Agent(llm=LLM(generator=generator), engine=engine)
-agent.prompt = f"""Act as a agent. You can use the following functions:
+agent.prompt = f"""Act as a agent to maximise your profit. You can use the following functions:
  
 {engine.help}
  
@@ -30,5 +30,5 @@
 """
 
 agent.bootstrap = ['Reasoning("I need to reason step-by-step")']
-agent.run(iterations=3)
+agent.run(iterations=10)
 generator.print_usage()
diff --git a/prediction_market_agent/agents/microchain_agent/utils.py b/prediction_market_agent/agents/microchain_agent/utils.py
index 26722a54..8244f2d1 100644
--- a/prediction_market_agent/agents/microchain_agent/utils.py
+++ b/prediction_market_agent/agents/microchain_agent/utils.py
@@ -1,4 +1,7 @@
+import os
+import tempfile
 import typing as t
+from contextlib import contextmanager
 from decimal import Decimal
 
 from prediction_market_agent_tooling.markets.agent_market import (
@@ -36,6 +39,13 @@ def __str__(self) -> str:
         return f"'{self.question}', id: {self.id}"
 
 
+class MechResult(BaseModel):
+    p_yes: float
+    p_no: float
+    confidence: float
+    info_utility: float
+
+
 def get_binary_markets(market_type: MarketType) -> list[AgentMarket]:
     # Get the 5 markets that are closing soonest
     cls = market_type.market_class
@@ -89,3 +99,15 @@ def get_example_market_id(market_type: MarketType) -> str:
         return "0x0020d13c89140b47e10db54cbd53852b90bc1391"
     else:
         raise ValueError(f"Market type '{market_type}' not supported")
+
+
+@contextmanager
+def saved_str_to_tmpfile(s: str) -> t.Iterator[str]:
+    # Write the string to the temporary file
+    with tempfile.NamedTemporaryFile(delete=False) as tmp:
+        tmp.write(s.encode())
+
+    yield tmp.name
+
+    # Finally remove the temporary file
+    os.remove(tmp.name)
diff --git a/prediction_market_agent/utils.py b/prediction_market_agent/utils.py
index 10a9834e..239c5505 100644
--- a/prediction_market_agent/utils.py
+++ b/prediction_market_agent/utils.py
@@ -1,3 +1,4 @@
+import json
 import typing as t
 
 from prediction_market_agent_tooling.config import APIKeys as APIKeysBase
@@ -55,3 +56,23 @@ def parse_result_to_boolean(result: str) -> bool:
 
 def parse_result_to_str(result: bool) -> str:
     return "Yes" if result else "No"
+
+
+def completion_str_to_json(completion: str) -> dict[str, t.Any]:
+    """
+    Cleans completion JSON in form of a string:
+
+    ```json
+    {
+        ...
+    }
+    ```
+
+    into just { ... }
+    ```
+    """
+    start_index = completion.find("{")
+    end_index = completion.rfind("}")
+    completion = completion[start_index : end_index + 1]
+    completion_dict: dict[str, t.Any] = json.loads(completion)
+    return completion_dict
diff --git a/pyproject.toml b/pyproject.toml
index d59be4e8..26e8eae9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,13 +21,13 @@ google-search-results = "*"
 pytest = "*"
 llama-index = "~0.9.0"
 duckduckgo-search = "*"
-crewai = {extras = ["tools"], version = "^0.22.5"}
+crewai = {extras = ["tools"], version = "^0.11.0"}
 # metagpt = "*" # Commented out because requires super old version of langchain, and conflicts with crewai.
 replicate = "*"
 typer = "^0.9.0"
 web3 = "^6.14.0"
 mypy = "^1.8.0"
-types-requests = "^2.31.0.20240106"
+types-requests = "^2.31.0.0"
 black = "^23.12.1"
 google-cloud-functions = "^1.16.0"
 google-cloud-resource-manager = "^1.12.0"
@@ -35,13 +35,16 @@ poetry = "^1.7.1"
 poetry-plugin-export = "^1.6.0"
 functions-framework = "^3.5.0"
 cron-validator = "^1.0.8"
-prediction-market-agent-tooling = "^0.13.1"
+prediction-market-agent-tooling = "^0.13.2"
 pydantic-settings = "^2.1.0"
 autoflake = "^2.2.1"
 isort = "^5.13.2"
 markdownify = "^0.11.6"
 tavily-python = "^0.3.1"
 microchain-python = "^0.3.5"
+setuptools = "^69.5.1"
+jsonschema = "^4.3.3"
+chromadb = "^0.4.24"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/tests/agents/microchain/test_functions.py b/tests/agents/microchain/test_functions.py
index f4f10d0e..e62db7b0 100644
--- a/tests/agents/microchain/test_functions.py
+++ b/tests/agents/microchain/test_functions.py
@@ -15,6 +15,9 @@
     GetMarketProbability,
     GetMarkets,
     GetUserPositions,
+    MarketFunction,
+    PredictProbabilityForQuestion,
+    PredictProbabilityForQuestionLocal,
     SellNo,
     SellYes,
 )
@@ -160,3 +163,24 @@ def get_balances() -> tuple[float, float]:
         n_tokens_bought = after_tokens - before_tokens
         n_tokens_sold = after_tokens - final_tokens
         assert np.isclose(n_tokens_bought, n_tokens_sold, rtol=0.02)
+
+
+@pytest.mark.skipif(not RUN_PAID_TESTS, reason="This test costs money to run.")
+@pytest.mark.parametrize(
+    "prediction_method",
+    [
+        PredictProbabilityForQuestion,
+        PredictProbabilityForQuestionLocal,
+    ],
+)
+@pytest.mark.parametrize("market_type", [MarketType.OMEN])
+def test_predict_probability(
+    market_type: MarketType, prediction_method: MarketFunction
+) -> None:
+    """
+    Test calling a mech to predict the probability of a market
+    """
+    predict_probability = prediction_method(market_type=market_type)
+    market = get_binary_markets(market_type=market_type)[0]
+    p_yes = predict_probability(market.id)
+    assert 0.0 <= float(p_yes) <= 1.0