diff --git a/examples/examples.md b/examples/examples.md
new file mode 100644
index 00000000..66b19cb5
--- /dev/null
+++ b/examples/examples.md
@@ -0,0 +1,30 @@
+---
+title: AgentQL Examples
+---
+
+## Overview
+
+Browse our opensource collection of useful example scripts and get started extracting data, scraping, and automating.
+
+## Examples
+
+- [Python Examples](/examples/python)
+
+- [JavaScript Examples](/examples/js)
+
+## Related Content
+
+<Cards>
+  <Card
+      title="Example Python Scripts"
+      description="Collection of example Python scripts"
+      icon="github"
+      href = "https://github.com/${process.env.GITHUB_REPO_OWNER}/${process.env.GITHUB_REPO_NAME}/tree/main/examples/python/"
+  />
+  <Card
+      title="Example JavaScript Scripts"
+      description="Collection of example JavaScript scripts"
+      icon="github"
+      href = "https://github.com/${process.env.GITHUB_REPO_OWNER}/${process.env.GITHUB_REPO_NAME}/tree/main/examples/js/"
+  />
+</Cards>
diff --git a/examples/js/package-lock.json b/examples/js/package-lock.json
index b53cd785..f13ff3d0 100644
--- a/examples/js/package-lock.json
+++ b/examples/js/package-lock.json
@@ -22,14 +22,15 @@
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+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.27.1.tgz",
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       "dev": true,
+      "license": "MIT",
       "dependencies": {
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+        "@babel/helper-validator-identifier": "^7.27.1",
         "js-tokens": "^4.0.0",
-        "picocolors": "^1.0.0"
+        "picocolors": "^1.1.1"
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+      "license": "MIT",
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       "dev": true,
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+      "license": "MIT",
       "dependencies": {
         "inherits": "^2.0.3",
         "string_decoder": "^1.1.1",
@@ -1907,15 +2187,17 @@
       "resolved": "https://registry.npmjs.org/resolve-from/-/resolve-from-4.0.0.tgz",
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       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=4"
       }
     },
     "node_modules/reusify": {
-      "version": "1.0.4",
-      "resolved": "https://registry.npmjs.org/reusify/-/reusify-1.0.4.tgz",
-      "integrity": "sha512-U9nH88a3fc/ekCF1l0/UP1IosiuIjyTh7hBvXVMHYgVcfGvt897Xguj2UOLDeI5BG2m7/uwyaLVT6fbtCwTyzw==",
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/reusify/-/reusify-1.1.0.tgz",
+      "integrity": "sha512-g6QUff04oZpHs0eG5p83rFLhHeV00ug/Yf9nZM6fLeUrPguBTkTQOdpAWWspMh55TZfVQDPaN3NQJfbVRAxdIw==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "iojs": ">=1.0.0",
         "node": ">=0.10.0"
@@ -1927,6 +2209,7 @@
       "integrity": "sha512-JZkJMZkAGFFPP2YqXZXPbMlMBgsxzE8ILs4lMIX/2o0L9UBw9O/Y3o6wFw/i9YLapcUJWwqbi3kdxIPdC62TIA==",
       "deprecated": "Rimraf versions prior to v4 are no longer supported",
       "dev": true,
+      "license": "ISC",
       "dependencies": {
         "glob": "^7.1.3"
       },
@@ -1956,6 +2239,7 @@
           "url": "https://feross.org/support"
         }
       ],
+      "license": "MIT",
       "dependencies": {
         "queue-microtask": "^1.2.2"
       }
@@ -1977,12 +2261,14 @@
           "type": "consulting",
           "url": "https://feross.org/support"
         }
-      ]
+      ],
+      "license": "MIT"
     },
     "node_modules/safe-stable-stringify": {
       "version": "2.5.0",
       "resolved": "https://registry.npmjs.org/safe-stable-stringify/-/safe-stable-stringify-2.5.0.tgz",
       "integrity": "sha512-b3rppTKm9T+PsVCBEOUR46GWI7fdOs00VKZ1+9c1EWDaDMvjQc6tUwuFyIprgGgTcWoVHSKrU8H31ZHA2e0RHA==",
+      "license": "MIT",
       "engines": {
         "node": ">=10"
       }
@@ -1992,6 +2278,7 @@
       "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
       "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "shebang-regex": "^3.0.0"
       },
@@ -2004,6 +2291,7 @@
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       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=8"
       }
@@ -2012,6 +2300,7 @@
       "version": "0.2.2",
       "resolved": "https://registry.npmjs.org/simple-swizzle/-/simple-swizzle-0.2.2.tgz",
       "integrity": "sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg==",
+      "license": "MIT",
       "dependencies": {
         "is-arrayish": "^0.3.1"
       }
@@ -2021,6 +2310,7 @@
       "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.5.7.tgz",
       "integrity": "sha512-LbrmJOMUSdEVxIKvdcJzQC+nQhe8FUZQTXQy6+I75skNgn3OoQ0DZA8YnFa7gp8tqtL3KPf1kmo0R5DoApeSGQ==",
       "dev": true,
+      "license": "BSD-3-Clause",
       "engines": {
         "node": ">=0.10.0"
       }
@@ -2029,6 +2319,7 @@
       "version": "0.0.10",
       "resolved": "https://registry.npmjs.org/stack-trace/-/stack-trace-0.0.10.tgz",
       "integrity": "sha512-KGzahc7puUKkzyMt+IqAep+TVNbKP+k2Lmwhub39m1AsTSkaDutx56aDCo+HLDzf/D26BIHTJWNiTG1KAJiQCg==",
+      "license": "MIT",
       "engines": {
         "node": "*"
       }
@@ -2037,6 +2328,7 @@
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
       "integrity": "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==",
+      "license": "MIT",
       "dependencies": {
         "safe-buffer": "~5.2.0"
       }
@@ -2046,6 +2338,7 @@
       "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
       "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "ansi-regex": "^5.0.1"
       },
@@ -2058,6 +2351,7 @@
       "resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-3.1.1.tgz",
       "integrity": "sha512-6fPc+R4ihwqP6N/aIv2f1gMH8lOVtWQHoqC4yK6oSDVVocumAsfCqjkXnqiYMhmMwS/mEHLp7Vehlt3ql6lEig==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=8"
       },
@@ -2070,6 +2364,7 @@
       "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-7.2.0.tgz",
       "integrity": "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "has-flag": "^4.0.0"
       },
@@ -2080,19 +2375,22 @@
     "node_modules/text-hex": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/text-hex/-/text-hex-1.0.0.tgz",
-      "integrity": "sha512-uuVGNWzgJ4yhRaNSiubPY7OjISw4sw4E5Uv0wbjp+OzcbmVU/rsT8ujgcXJhn9ypzsgr5vlzpPqP+MBBKcGvbg=="
+      "integrity": "sha512-uuVGNWzgJ4yhRaNSiubPY7OjISw4sw4E5Uv0wbjp+OzcbmVU/rsT8ujgcXJhn9ypzsgr5vlzpPqP+MBBKcGvbg==",
+      "license": "MIT"
     },
     "node_modules/text-table": {
       "version": "0.2.0",
       "resolved": "https://registry.npmjs.org/text-table/-/text-table-0.2.0.tgz",
       "integrity": "sha512-N+8UisAXDGk8PFXP4HAzVR9nbfmVJ3zYLAWiTIoqC5v5isinhr+r5uaO8+7r3BMfuNIufIsA7RdpVgacC2cSpw==",
-      "dev": true
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/to-fast-properties": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/to-fast-properties/-/to-fast-properties-2.0.0.tgz",
       "integrity": "sha512-/OaKK0xYrs3DmxRYqL/yDc+FxFUVYhDlXMhRmv3z915w2HF1tnN1omB354j8VUGO/hbRzyD6Y3sA7v7GS/ceog==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=4"
       }
@@ -2107,6 +2405,7 @@
       "version": "1.4.1",
       "resolved": "https://registry.npmjs.org/triple-beam/-/triple-beam-1.4.1.tgz",
       "integrity": "sha512-aZbgViZrg1QNcG+LULa7nhZpJTZSLm/mXnHXnbAbjmN5aSa0y7V+wvv6+4WaBtpISJzThKy+PIPxc1Nq1EJ9mg==",
+      "license": "MIT",
       "engines": {
         "node": ">= 14.0.0"
       }
@@ -2116,6 +2415,7 @@
       "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
       "integrity": "sha512-XleUoc9uwGXqjWwXaUTZAmzMcFZ5858QA2vvx1Ur5xIcixXIP+8LnFDgRplU30us6teqdlskFfu+ae4K79Ooew==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "prelude-ls": "^1.2.1"
       },
@@ -2128,6 +2428,7 @@
       "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-0.20.2.tgz",
       "integrity": "sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ==",
       "dev": true,
+      "license": "(MIT OR CC0-1.0)",
       "engines": {
         "node": ">=10"
       },
@@ -2146,6 +2447,7 @@
       "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
       "integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
       "dev": true,
+      "license": "BSD-2-Clause",
       "dependencies": {
         "punycode": "^2.1.0"
       }
@@ -2153,7 +2455,8 @@
     "node_modules/util-deprecate": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
-      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="
+      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
+      "license": "MIT"
     },
     "node_modules/web-streams-polyfill": {
       "version": "4.0.0-beta.3",
@@ -2185,6 +2488,7 @@
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
       "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
       "dev": true,
+      "license": "ISC",
       "dependencies": {
         "isexe": "^2.0.0"
       },
@@ -2196,59 +2500,47 @@
       }
     },
     "node_modules/winston": {
-      "version": "3.15.0",
-      "resolved": "https://registry.npmjs.org/winston/-/winston-3.15.0.tgz",
-      "integrity": "sha512-RhruH2Cj0bV0WgNL+lOfoUBI4DVfdUNjVnJGVovWZmrcKtrFTTRzgXYK2O9cymSGjrERCtaAeHwMNnUWXlwZow==",
+      "version": "3.17.0",
+      "resolved": "https://registry.npmjs.org/winston/-/winston-3.17.0.tgz",
+      "integrity": "sha512-DLiFIXYC5fMPxaRg832S6F5mJYvePtmO5G9v9IgUFPhXm9/GkXarH/TUrBAVzhTCzAj9anE/+GjrgXp/54nOgw==",
+      "license": "MIT",
       "dependencies": {
         "@colors/colors": "^1.6.0",
         "@dabh/diagnostics": "^2.0.2",
         "async": "^3.2.3",
         "is-stream": "^2.0.0",
-        "logform": "^2.6.0",
+        "logform": "^2.7.0",
         "one-time": "^1.0.0",
         "readable-stream": "^3.4.0",
         "safe-stable-stringify": "^2.3.1",
         "stack-trace": "0.0.x",
         "triple-beam": "^1.3.0",
-        "winston-transport": "^4.7.0"
+        "winston-transport": "^4.9.0"
       },
       "engines": {
         "node": ">= 12.0.0"
       }
     },
     "node_modules/winston-transport": {
-      "version": "4.8.0",
-      "resolved": "https://registry.npmjs.org/winston-transport/-/winston-transport-4.8.0.tgz",
-      "integrity": "sha512-qxSTKswC6llEMZKgCQdaWgDuMJQnhuvF5f2Nk3SNXc4byfQ+voo2mX1Px9dkNOuR8p0KAjfPG29PuYUSIb+vSA==",
+      "version": "4.9.0",
+      "resolved": "https://registry.npmjs.org/winston-transport/-/winston-transport-4.9.0.tgz",
+      "integrity": "sha512-8drMJ4rkgaPo1Me4zD/3WLfI/zPdA9o2IipKODunnGDcuqbHwjsbB79ylv04LCGGzU0xQ6vTznOMpQGaLhhm6A==",
+      "license": "MIT",
       "dependencies": {
-        "logform": "^2.6.1",
-        "readable-stream": "^4.5.2",
+        "logform": "^2.7.0",
+        "readable-stream": "^3.6.2",
         "triple-beam": "^1.3.0"
       },
       "engines": {
         "node": ">= 12.0.0"
       }
     },
-    "node_modules/winston-transport/node_modules/readable-stream": {
-      "version": "4.5.2",
-      "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-4.5.2.tgz",
-      "integrity": "sha512-yjavECdqeZ3GLXNgRXgeQEdz9fvDDkNKyHnbHRFtOr7/LcfgBcmct7t/ET+HaCTqfh06OzoAxrkN/IfjJBVe+g==",
-      "dependencies": {
-        "abort-controller": "^3.0.0",
-        "buffer": "^6.0.3",
-        "events": "^3.3.0",
-        "process": "^0.11.10",
-        "string_decoder": "^1.3.0"
-      },
-      "engines": {
-        "node": "^12.22.0 || ^14.17.0 || >=16.0.0"
-      }
-    },
     "node_modules/word-wrap": {
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
       "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
       }
@@ -2257,13 +2549,15 @@
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
       "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
-      "dev": true
+      "dev": true,
+      "license": "ISC"
     },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
diff --git a/examples/python/poetry.lock b/examples/python/poetry.lock
index 1b666b51..582c1409 100644
--- a/examples/python/poetry.lock
+++ b/examples/python/poetry.lock
@@ -1,15 +1,15 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "agentql"
-version = "1.9.2"
+version = "1.11.2"
 description = "Tiny Fish AgentQL Python Client"
 optional = false
 python-versions = "<4.0,>=3.8"
 groups = ["main"]
 files = [
-    {file = "agentql-1.9.2-py3-none-any.whl", hash = "sha256:62a71cb0e302f63f3ab40827d61a840ee1bc42b60a4fc97f3894db5558dc161b"},
-    {file = "agentql-1.9.2.tar.gz", hash = "sha256:6d1f0ee611869961eefa5dbddce233db0f4beafbaaf026b7615607a22ab72b7f"},
+    {file = "agentql-1.11.2-py3-none-any.whl", hash = "sha256:fb2f8bdef7be37e696d6fc4ba5dcf61d68671b040c9658b25b718d85fc081a64"},
+    {file = "agentql-1.11.2.tar.gz", hash = "sha256:c469d26bb2eb5ebb152976d18e563b09b36a4348d6f514277ca3f391f8bd72fb"},
 ]
 
 [package.dependencies]
@@ -72,18 +72,18 @@ trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "astroid"
-version = "3.3.9"
+version = "3.3.10"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
-    {file = "astroid-3.3.9-py3-none-any.whl", hash = "sha256:d05bfd0acba96a7bd43e222828b7d9bc1e138aaeb0649707908d3702a9831248"},
-    {file = "astroid-3.3.9.tar.gz", hash = "sha256:622cc8e3048684aa42c820d9d218978021c3c3d174fb03a9f0d615921744f550"},
+    {file = "astroid-3.3.10-py3-none-any.whl", hash = "sha256:104fb9cb9b27ea95e847a94c003be03a9e039334a8ebca5ee27dafaf5c5711eb"},
+    {file = "astroid-3.3.10.tar.gz", hash = "sha256:c332157953060c6deb9caa57303ae0d20b0fbdb2e59b4a4f2a6ba49d0a7961ce"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "black"
@@ -134,116 +134,116 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2025.4.26"
+version = "2025.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"},
-    {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"},
+    {file = "certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057"},
+    {file = "certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e218488cd232553829be0664c2292d3af2eeeb94b32bea483cf79ac6a694e037"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:80ed5e856eb7f30115aaf94e4a08114ccc8813e6ed1b5efa74f9f82e8509858f"},
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 ]
 
 [[package]]
@@ -253,6 +253,7 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
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@@ -261,6 +262,22 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "click"
+version = "8.2.1"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["main", "dev"]
+markers = "python_version >= \"3.11\""
+files = [
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
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+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
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 test = ["pytest (>=6)"]
 
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 [package.extras]
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+    {file = "openai-1.91.0-py3-none-any.whl", hash = "sha256:207f87aa3bc49365e014fac2f7e291b99929f4fe126c4654143440e0ad446a5f"},
+    {file = "openai-1.91.0.tar.gz", hash = "sha256:d6b07730d2f7c6745d0991997c16f85cddfc90ddcde8d569c862c30716b9fc90"},
 ]
 
 [package.dependencies]
@@ -669,6 +689,7 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -699,14 +720,14 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
-    {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
+    {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
+    {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"},
 ]
 
 [package.extras]
@@ -756,30 +777,30 @@ dev = ["black", "isort", "pip-tools", "pytest"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
-    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
 ]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pydantic"
-version = "2.11.4"
+version = "2.11.7"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pydantic-2.11.4-py3-none-any.whl", hash = "sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb"},
-    {file = "pydantic-2.11.4.tar.gz", hash = "sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d"},
+    {file = "pydantic-2.11.7-py3-none-any.whl", hash = "sha256:dde5df002701f6de26248661f6835bbe296a47bf73990135c7d07ce741b9623b"},
+    {file = "pydantic-2.11.7.tar.gz", hash = "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db"},
 ]
 
 [package.dependencies]
@@ -924,14 +945,14 @@ dev = ["black", "build", "flake8", "flake8-black", "isort", "jupyter-console", "
 
 [[package]]
 name = "pygments"
-version = "2.19.1"
+version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
-    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
+    {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
+    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
 ]
 
 [package.extras]
@@ -939,14 +960,14 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "3.3.6"
+version = "3.3.7"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
-    {file = "pylint-3.3.6-py3-none-any.whl", hash = "sha256:8b7c2d3e86ae3f94fb27703d521dd0b9b6b378775991f504d7c3a6275aa0a6a6"},
-    {file = "pylint-3.3.6.tar.gz", hash = "sha256:b634a041aac33706d56a0d217e6587228c66427e20ec21a019bc4cdee48c040a"},
+    {file = "pylint-3.3.7-py3-none-any.whl", hash = "sha256:43860aafefce92fca4cf6b61fe199cdc5ae54ea28f9bf4cd49de267b5195803d"},
+    {file = "pylint-3.3.7.tar.gz", hash = "sha256:2b11de8bde49f9c5059452e0c310c079c746a0a8eeaa789e5aa966ecc23e4559"},
 ]
 
 [package.dependencies]
@@ -970,26 +991,27 @@ testutils = ["gitpython (>3)"]
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
-    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
+    {file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
+    {file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-asyncio"
@@ -1013,19 +1035,19 @@ testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
 [[package]]
 name = "requests"
-version = "2.32.3"
+version = "2.32.4"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
-    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+    {file = "requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c"},
+    {file = "requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -1079,14 +1101,14 @@ files = [
 
 [[package]]
 name = "tf-playwright-stealth"
-version = "1.1.2"
+version = "1.2.0"
 description = "Makes playwright stealthy like a ninja!"
 optional = false
-python-versions = "<4.0,>=3.8"
+python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "tf_playwright_stealth-1.1.2-py3-none-any.whl", hash = "sha256:050bb98d221909de40ee5e75ec7c3d351320eab3b6ad6d8df608090efc16a0c5"},
-    {file = "tf_playwright_stealth-1.1.2.tar.gz", hash = "sha256:d9f78890940c1d1de5b73c366f68930a206bd62d7a06aba4be32fc222ba058b4"},
+    {file = "tf_playwright_stealth-1.2.0-py3-none-any.whl", hash = "sha256:26ee47ee89fa0f43c606fe37c188ea3ccd36f96ea90c01d167b768df457e7886"},
+    {file = "tf_playwright_stealth-1.2.0.tar.gz", hash = "sha256:7bb8d32d3e60324fbf6b9eeae540b8cd9f3b9e07baeb33b025dbc98ad47658ba"},
 ]
 
 [package.dependencies]
@@ -1138,14 +1160,14 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.13.2"
+version = "0.13.3"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
-    {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
+    {file = "tomlkit-0.13.3-py3-none-any.whl", hash = "sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0"},
+    {file = "tomlkit-0.13.3.tar.gz", hash = "sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1"},
 ]
 
 [[package]]
@@ -1172,14 +1194,14 @@ telegram = ["requests"]
 
 [[package]]
 name = "typer"
-version = "0.15.3"
+version = "0.16.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "typer-0.15.3-py3-none-any.whl", hash = "sha256:c86a65ad77ca531f03de08d1b9cb67cd09ad02ddddf4b34745b5008f43b239bd"},
-    {file = "typer-0.15.3.tar.gz", hash = "sha256:818873625d0569653438316567861899f7e9972f2e6e0c16dab608345ced713c"},
+    {file = "typer-0.16.0-py3-none-any.whl", hash = "sha256:1f79bed11d4d02d4310e3c1b7ba594183bcedb0ac73b27a9e5f28f6fb5b98855"},
+    {file = "typer-0.16.0.tar.gz", hash = "sha256:af377ffaee1dbe37ae9440cb4e8f11686ea5ce4e9bae01b84ae7c63b87f1dd3b"},
 ]
 
 [package.dependencies]
@@ -1190,27 +1212,27 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
-    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
+    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
 ]
 markers = {dev = "python_version < \"3.11\""}
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.0"
+version = "0.4.1"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
-    {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
 ]
 
 [package.dependencies]
@@ -1218,14 +1240,14 @@ typing-extensions = ">=4.12.0"
 
 [[package]]
 name = "urllib3"
-version = "2.4.0"
+version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
-    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
 ]
 
 [package.extras]
@@ -1237,4 +1259,4 @@ zstd = ["zstandard (>=0.18.0)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.9"
-content-hash = "3734c38e13732753f109329f6efa2a6e29480bd32a944c5297ac884b7b9cfeb9"
+content-hash = "fd81c852725d4044e06018cb7f4a41ae103c8cecce1f0074a7fd9b93f57e581f"
diff --git a/examples/python/poetry.toml b/examples/python/poetry.toml
new file mode 100644
index 00000000..ab1033bd
--- /dev/null
+++ b/examples/python/poetry.toml
@@ -0,0 +1,2 @@
+[virtualenvs]
+in-project = true
diff --git a/examples/python/pyproject.toml b/examples/python/pyproject.toml
index 6c027c1d..16dd05aa 100644
--- a/examples/python/pyproject.toml
+++ b/examples/python/pyproject.toml
@@ -5,12 +5,14 @@ description = "A warehouse for AgentQL examples and tutorials"
 authors = []
 license = "MIT"
 readme = "README.md"
+package-mode = false
 
 [tool.poetry.dependencies]
 python = "^3.9"
 agentql = "*"
 openai = "^1.13.3"
 playwright-dompath = "^0.0.1"
+httpx = "*"
 
 [tool.poetry.group.dev.dependencies]
 black = "*"