diff --git a/.github/workflows/publish_packages.yml b/.github/workflows/publish_packages.yml
index e9078a2..38aa07e 100644
--- a/.github/workflows/publish_packages.yml
+++ b/.github/workflows/publish_packages.yml
@@ -14,7 +14,7 @@ permissions:
 jobs:
   test:
     name: Publish MCP Server
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     steps:
       - uses: actions/create-github-app-token@v1
         id: app-token
@@ -63,13 +63,6 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
-      - name: Generate SDK reference
-        id: sdk-ref
-        run: pnpm run --recursive generate-ref
-
-      - name: Show docs file structure
-        run: tree ./sdk-reference
-
       - name: Release new versions
         uses: changesets/action@v1
         with:
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index cac8559..e17b9a5 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -13,7 +13,7 @@ permissions:
 jobs:
   is_release:
     name: Is release?
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     outputs:
       release: ${{ steps.version.outputs.release }}
     steps:
@@ -52,7 +52,7 @@ jobs:
     name: Repository changes
     needs: [is_release]
     if: needs.is_release.outputs.release == 'true'
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     outputs:
       js-sdk: ${{ steps.js.outputs.release }}
       python-sdk: ${{ steps.python.outputs.release }}
@@ -105,7 +105,7 @@ jobs:
     needs: [publish]
     if: failure()
     name: Release Failed - Slack Notification
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     steps:
       - name: Release Failed - Slack Notification
         uses: rtCamp/action-slack-notify@v2
diff --git a/packages/python/package.json b/packages/python/package.json
index 39684e7..6707086 100644
--- a/packages/python/package.json
+++ b/packages/python/package.json
@@ -1,6 +1,7 @@
 {
   "name": "@e2b/python-mcp-server",
   "private": true,
+  "version": "0.1.0",
   "scripts": {
     "postVersion": "poetry version $(pnpm pkg get version --workspaces=false | tr -d \\\")",
     "postPublish": "poetry build && poetry config pypi-token.pypi ${PYPI_TOKEN} && poetry publish --skip-existing"
diff --git a/packages/python/poetry.lock b/packages/python/poetry.lock
new file mode 100644
index 0000000..9ab3d95
--- /dev/null
+++ b/packages/python/poetry.lock
@@ -0,0 +1,580 @@
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "anyio"
+version = "4.9.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
+    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
+trio = ["trio (>=0.26.1)"]
+
+[[package]]
+name = "attrs"
+version = "25.3.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+]
+
+[package.extras]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+
+[[package]]
+name = "certifi"
+version = "2025.1.31"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
+]
+
+[[package]]
+name = "click"
+version = "8.1.8"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
+    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+description = "Cross-platform colored terminal text."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
+markers = "platform_system == \"Windows\""
+files = [
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
+
+[[package]]
+name = "e2b"
+version = "1.3.2"
+description = "E2B SDK that give agents cloud environments"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
+    {file = "e2b-1.3.2-py3-none-any.whl", hash = "sha256:fd4bf26b4ebcccbe7def81d08d130c5d23e1d065b3180cb39c19acd7909b9ed6"},
+    {file = "e2b-1.3.2.tar.gz", hash = "sha256:9663988589fad20ff552c73fac39329f80df4c07b6446769971a1defaad2bdd5"},
+]
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+[package.dependencies]
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+httpcore = ">=1.0.5,<2.0.0"
+httpx = ">=0.27.0,<1.0.0"
+packaging = ">=24.1"
+protobuf = ">=3.20.0,<6.0.0"
+python-dateutil = ">=2.8.2"
+typing-extensions = ">=4.1.0"
+
+[[package]]
+name = "e2b-code-interpreter"
+version = "1.2.0"
+description = "E2B Code Interpreter - Stateful code execution"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
+    {file = "e2b_code_interpreter-1.2.0-py3-none-any.whl", hash = "sha256:4f94ba29eceada30ec7d379f76b243d69b76da6b67324b986778743346446505"},
+    {file = "e2b_code_interpreter-1.2.0.tar.gz", hash = "sha256:9e02d043ab5986232a684018d718014bd5038b421b04a8726952094ef0387e78"},
+]
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+[package.dependencies]
+attrs = ">=21.3.0"
+e2b = ">=1.3.1,<2.0.0"
+httpx = ">=0.20.0,<1.0.0"
+
+[[package]]
+name = "exceptiongroup"
+version = "1.2.2"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version < \"3.11\""
+files = [
+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
+    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
+]
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+[package.extras]
+test = ["pytest (>=6)"]
+
+[[package]]
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+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+description = "A minimal low-level HTTP client."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
+    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
+]
+
+[package.dependencies]
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+h11 = ">=0.13,<0.15"
+
+[package.extras]
+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<1.0)"]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+description = "The next generation HTTP client."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
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+[package.dependencies]
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+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+
+[package.extras]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
+]
+
+[[package]]
+name = "idna"
+version = "3.10"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+[package.extras]
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+
+[[package]]
+name = "mcp"
+version = "1.5.0"
+description = "Model Context Protocol SDK"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+    {file = "mcp-1.5.0.tar.gz", hash = "sha256:5b2766c05e68e01a2034875e250139839498c61792163a7b221fc170c12f5aa9"},
+]
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+starlette = ">=0.27"
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+
+[package.extras]
+cli = ["python-dotenv (>=1.0.0)", "typer (>=0.12.4)"]
+rich = ["rich (>=13.9.4)"]
+ws = ["websockets (>=15.0.1)"]
+
+[[package]]
+name = "packaging"
+version = "24.2"
+description = "Core utilities for Python packages"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[[package]]
+name = "protobuf"
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+description = ""
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+python-versions = ">=3.8"
+groups = ["main"]
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+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+
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+optional = false
+python-versions = ">=3.8"
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diff --git a/packages/python/pyproject.toml b/packages/python/pyproject.toml
index f1a7118..88778dd 100644
--- a/packages/python/pyproject.toml
+++ b/packages/python/pyproject.toml
@@ -1,22 +1,25 @@
-[project]
+[tool.poetry]
 name = "e2b-mcp-server"
 version = "0.1.0"
-description = "Add your description here"
+description = "E2B MCP Server"
+authors = ["e2b <hello@e2b.dev>"]
+license = "Apache-2.0"
 readme = "README.md"
-authors = [
-    { name = "Mish Ushakov", email = "mishushakov@users.noreply.github.com" }
-]
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-]
+homepage = "https://e2b.dev/"
+repository = "https://github.com/e2b-dev/mcp-server/tree/main/packages/python"
+packages = [{ include = "e2b-mcp-server" }]
 
-[project.scripts]
-e2b-mcp-server = "e2b_mcp_server:main"
+[tool.poetry.dependencies]
+python = ">=3.10,<4.0"
+
+e2b-code-interpreter = "^1.0.2"
+mcp = "^1.0.0"
+pydantic = "^2.10.2"
+python-dotenv = "1.0.1"
 
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+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.poetry.urls]
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diff --git a/packages/python/uv.lock b/packages/python/uv.lock
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index 14dbc5a..0000000
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