diff --git a/.github/workflows/prep-release.yml b/.github/workflows/prep-release.yml
deleted file mode 100644
index 83f876f..0000000
--- a/.github/workflows/prep-release.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-name: "Step 1: Prep Release"
-on:
-  workflow_dispatch:
-    inputs:
-      version_spec:
-        description: "New Version Specifier"
-        default: "next"
-        required: false
-      branch:
-        description: "The branch to target"
-        required: false
-      post_version_spec:
-        description: "Post Version Specifier"
-        required: false
-      # silent:
-      #   description: "Set a placeholder in the changelog and don't publish the release."
-      #   required: false
-      #   type: boolean
-      since:
-        description: "Use PRs with activity since this date or git reference"
-        required: false
-      since_last_stable:
-        description: "Use PRs with activity since the last stable git tag"
-        required: false
-        type: boolean
-jobs:
-  prep_release:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: jupyterlab/maintainer-tools/.github/actions/base-setup@v1
-
-      - name: Prep Release
-        id: prep-release
-        uses: jupyter-server/jupyter_releaser/.github/actions/prep-release@v2
-        with:
-          token: ${{ secrets.ADMIN_GITHUB_TOKEN }}
-          version_spec: ${{ github.event.inputs.version_spec }}
-          post_version_spec: ${{ github.event.inputs.post_version_spec }}
-          branch: ${{ github.event.inputs.branch }}
-          # silent: ${{ github.event.inputs.silent }}
-          since: ${{ github.event.inputs.since }}
-          since_last_stable: ${{ github.event.inputs.since_last_stable }}
-
-      - name: "** Next Step **"
-        run: |
-          echo "Optional): Review Draft Release: ${{ steps.prep-release.outputs.release_url }}"
diff --git a/.github/workflows/publish-release.yml b/.github/workflows/publish-release.yml
index cf6d905..cc62975 100644
--- a/.github/workflows/publish-release.yml
+++ b/.github/workflows/publish-release.yml
@@ -1,57 +1,23 @@
-name: "Step 2: Publish Release"
+name: "Publish PyPi Release"
 on:
   workflow_dispatch:
-    inputs:
-      branch:
-        description: "The target branch"
-        required: false
-      release_url:
-        description: "The URL of the draft GitHub release"
-        required: false
-      steps_to_skip:
-        description: "Comma separated list of steps to skip"
-        required: false
 
 jobs:
   publish_release:
     runs-on: ubuntu-latest
     permissions:
-      # This is useful if you want to use PyPI trusted publisher
-      # and NPM provenance
       id-token: write
     steps:
-      - uses: jupyterlab/maintainer-tools/.github/actions/base-setup@v1
-
-      - name: Populate Release
-        id: populate-release
-        uses: jupyter-server/jupyter_releaser/.github/actions/populate-release@v2
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
         with:
-          token: ${{ secrets.ADMIN_GITHUB_TOKEN }}
-          branch: ${{ github.event.inputs.branch }}
-          release_url: ${{ github.event.inputs.release_url }}
-          steps_to_skip: ${{ github.event.inputs.steps_to_skip }}
-
-      - name: Finalize Release
-        id: finalize-release
-        env:
-          # The following are needed if you use legacy PyPI set up
-          # PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
-          # PYPI_TOKEN_MAP: ${{ secrets.PYPI_TOKEN_MAP }}
-          # TWINE_USERNAME: __token__
-          NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
-        uses: jupyter-server/jupyter_releaser/.github/actions/finalize-release@v2
+          python-version: '3.13'
+      - name: Install build tools
+        run: pip install build
+      - name: Build artifacts
+        run: python3 -m build
+      - uses: actions/upload-artifact@v4
         with:
-          token: ${{ secrets.ADMIN_GITHUB_TOKEN }}
-          release_url: ${{ steps.populate-release.outputs.release_url }}
-
-      - name: "** Next Step **"
-        if: ${{ success() }}
-        run: |
-          echo "Verify the final release"
-          echo ${{ steps.finalize-release.outputs.release_url }}
-
-      - name: "** Failure Message **"
-        if: ${{ failure() }}
-        run: |
-          echo "Failed to Publish the Draft Release Url:"
-          echo ${{ steps.populate-release.outputs.release_url }}
+          path: ./dist/*
+      - name: Publish to PyPi
+        uses: pypa/gh-action-pypi-publish@release/v1
diff --git a/package.json b/package.json
index 89d7709..1954263 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
     "name": "qiskit-code-assistant-jupyterlab",
-    "version": "0.5.0",
+    "version": "0.5.1",
     "description": "AI Autocomplete JupyterLab extension for Qiskit Code Assistant (Beta)",
     "keywords": [
         "jupyter",
diff --git a/yarn.lock b/yarn.lock
index 03d8dde..e595391 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -24,8 +24,8 @@ __metadata:
   linkType: hard
 
 "@codemirror/autocomplete@npm:^6.0.0, @codemirror/autocomplete@npm:^6.16.0, @codemirror/autocomplete@npm:^6.3.2, @codemirror/autocomplete@npm:^6.7.1":
-  version: 6.18.2
-  resolution: "@codemirror/autocomplete@npm:6.18.2"
+  version: 6.18.3
+  resolution: "@codemirror/autocomplete@npm:6.18.3"
   dependencies:
     "@codemirror/language": ^6.0.0
     "@codemirror/state": ^6.0.0
@@ -36,7 +36,7 @@ __metadata:
     "@codemirror/state": ^6.0.0
     "@codemirror/view": ^6.0.0
     "@lezer/common": ^1.0.0
-  checksum: 96df3ad16ad187784175cfcc6a08272794c920ac6ae3f35ff4e68790e84bbf556a3b25af5f35458172db21f49d77b90496b5ee180f8612f7a83c2656c68ed571
+  checksum: 48f3a09e05a2ab236641c3df0dbd577ef4c04da8ea8c26c47bc90f5652342a62d6e736e6b89428a85ff50efe039c01f0f0864134914a40a1513a4d57024cbb76
   languageName: node
   linkType: hard
 
@@ -63,15 +63,15 @@ __metadata:
   linkType: hard
 
 "@codemirror/lang-css@npm:^6.0.0, @codemirror/lang-css@npm:^6.2.1":
-  version: 6.3.0
-  resolution: "@codemirror/lang-css@npm:6.3.0"
+  version: 6.3.1
+  resolution: "@codemirror/lang-css@npm:6.3.1"
   dependencies:
     "@codemirror/autocomplete": ^6.0.0
     "@codemirror/language": ^6.0.0
     "@codemirror/state": ^6.0.0
     "@lezer/common": ^1.0.2
     "@lezer/css": ^1.1.7
-  checksum: e98e89fa436f0a27c95323efbb6a1c43a52ca0b9253ab3c12af16f38cb93670d42f8a63cc566e2f6b0348af2cdfa1a6c03cf045af2d6cb253b27b2efdce9b2b2
+  checksum: ed175d75d75bc0a059d1e60b3dcd8464d570da14fc97388439943c9c43e1e9146e37b83fe2ccaad9cd387420b7b411ea1d24ede78ecd1f2045a38acbb4dd36bc
   languageName: node
   linkType: hard
 
@@ -219,8 +219,8 @@ __metadata:
   linkType: hard
 
 "@codemirror/language@npm:^6.0.0, @codemirror/language@npm:^6.10.1, @codemirror/language@npm:^6.3.0, @codemirror/language@npm:^6.4.0, @codemirror/language@npm:^6.6.0, @codemirror/language@npm:^6.8.0":
-  version: 6.10.3
-  resolution: "@codemirror/language@npm:6.10.3"
+  version: 6.10.6
+  resolution: "@codemirror/language@npm:6.10.6"
   dependencies:
     "@codemirror/state": ^6.0.0
     "@codemirror/view": ^6.23.0
@@ -228,7 +228,7 @@ __metadata:
     "@lezer/highlight": ^1.0.0
     "@lezer/lr": ^1.0.0
     style-mod: ^4.0.0
-  checksum: 53fb72299500f63706f78c888d6b5fd81043ea11ea2fa4c72c13c6d4794bb6f4ec29450208c56b4f40e839984b3dc73505262803fa61416baf588da389a7c577
+  checksum: 0bd5e4da0c714b4d2aad2e2ad19bb803d9992e5f0d56da3fb2534e63b03b8a562bd8b9ac4439509c687b589e3eaa5a33339eda13d91e54a5d5a99e032d1be981
   languageName: node
   linkType: hard
 
@@ -242,24 +242,24 @@ __metadata:
   linkType: hard
 
 "@codemirror/lint@npm:^6.0.0":
-  version: 6.8.2
-  resolution: "@codemirror/lint@npm:6.8.2"
+  version: 6.8.4
+  resolution: "@codemirror/lint@npm:6.8.4"
   dependencies:
     "@codemirror/state": ^6.0.0
-    "@codemirror/view": ^6.0.0
+    "@codemirror/view": ^6.35.0
     crelt: ^1.0.5
-  checksum: 714fe911c2d600350ea8ca0f65ceb2de25ace511e71bf174a550ba0aefc9884ec4e099f0f500b55bfd0fccbd7fe3a342a0048ff5a49c8c20020ea16cc8bff3c3
+  checksum: 640e3dd44eb167d952eb5c5b8518919ba46e164aa3471776342f7f9361e676b4627a76a9f01d51b22127b97413f2bc9b8c60299d8dfdd5fc8ad0225d42de7669
   languageName: node
   linkType: hard
 
 "@codemirror/search@npm:^6.5.6":
-  version: 6.5.7
-  resolution: "@codemirror/search@npm:6.5.7"
+  version: 6.5.8
+  resolution: "@codemirror/search@npm:6.5.8"
   dependencies:
     "@codemirror/state": ^6.0.0
     "@codemirror/view": ^6.0.0
     crelt: ^1.0.5
-  checksum: 32d98eab5b096c20e923cc2b88f1510369ec9f6c89fa3ecd79e1a965b35dfdc323624da82739ce80e675333d8e9a1564756a1ae87464e6a918a98bd12f93cbfd
+  checksum: 0f9633037492a7b647b606c30255ea42c4327319e643be7ea3aa2913ed8e4aa662589f457e376636521c7d4d1215fae0e8939f127db9c0790b19ae3b654c3bc4
   languageName: node
   linkType: hard
 
@@ -270,14 +270,14 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/view@npm:^6.0.0, @codemirror/view@npm:^6.17.0, @codemirror/view@npm:^6.23.0, @codemirror/view@npm:^6.26.3, @codemirror/view@npm:^6.27.0":
-  version: 6.34.2
-  resolution: "@codemirror/view@npm:6.34.2"
+"@codemirror/view@npm:^6.0.0, @codemirror/view@npm:^6.17.0, @codemirror/view@npm:^6.23.0, @codemirror/view@npm:^6.26.3, @codemirror/view@npm:^6.27.0, @codemirror/view@npm:^6.35.0":
+  version: 6.35.0
+  resolution: "@codemirror/view@npm:6.35.0"
   dependencies:
     "@codemirror/state": ^6.4.0
     style-mod: ^4.1.0
     w3c-keyname: ^2.2.4
-  checksum: 31c492e83b0a02c962203896f219c6184e4ee07832f3c71b0065a9bcad70158aa23f286ecfd2c251acde8061ba8dfa4d3a286da71be2951e995ad3e0d21f9e79
+  checksum: 8584d354df2147f07bb184a2443d6451db25f7a63c09644fc705c695e100042141f5162058718c495eb1c51fbab5eb37814bb72fc1ddf968e855def669a43193
   languageName: node
   linkType: hard
 
@@ -486,8 +486,8 @@ __metadata:
   linkType: hard
 
 "@jupyter/ydoc@npm:^3.0.0":
-  version: 3.0.0
-  resolution: "@jupyter/ydoc@npm:3.0.0"
+  version: 3.0.2
+  resolution: "@jupyter/ydoc@npm:3.0.2"
   dependencies:
     "@jupyterlab/nbformat": ^3.0.0 || ^4.0.0-alpha.21 || ^4.0.0
     "@lumino/coreutils": ^1.11.0 || ^2.0.0
@@ -495,24 +495,24 @@ __metadata:
     "@lumino/signaling": ^1.10.0 || ^2.0.0
     y-protocols: ^1.0.5
     yjs: ^13.5.40
-  checksum: e9419a461f33d2685db346b19806865fe37f61b2ca33eb39c4ea905d765794a928442adf1bbffda67b665bdeba3be9a082189a57eaab5367aeaf6b57caeda822
+  checksum: 770f73459635c74bd0e5cacdca1ea1f77ee8efd6e7cd58f0ccbb167ae8374e73118620f4f3628646281160a7bc7389f374bd2106f1e799bdc8f78cad0ce05b28
   languageName: node
   linkType: hard
 
 "@jupyterlab/application@npm:^4.3.0":
-  version: 4.3.0
-  resolution: "@jupyterlab/application@npm:4.3.0"
+  version: 4.3.1
+  resolution: "@jupyterlab/application@npm:4.3.1"
   dependencies:
     "@fortawesome/fontawesome-free": ^5.12.0
-    "@jupyterlab/apputils": ^4.4.0
-    "@jupyterlab/coreutils": ^6.3.0
-    "@jupyterlab/docregistry": ^4.3.0
-    "@jupyterlab/rendermime": ^4.3.0
-    "@jupyterlab/rendermime-interfaces": ^3.11.0
-    "@jupyterlab/services": ^7.3.0
-    "@jupyterlab/statedb": ^4.3.0
-    "@jupyterlab/translation": ^4.3.0
-    "@jupyterlab/ui-components": ^4.3.0
+    "@jupyterlab/apputils": ^4.4.1
+    "@jupyterlab/coreutils": ^6.3.1
+    "@jupyterlab/docregistry": ^4.3.1
+    "@jupyterlab/rendermime": ^4.3.1
+    "@jupyterlab/rendermime-interfaces": ^3.11.1
+    "@jupyterlab/services": ^7.3.1
+    "@jupyterlab/statedb": ^4.3.1
+    "@jupyterlab/translation": ^4.3.1
+    "@jupyterlab/ui-components": ^4.3.1
     "@lumino/algorithm": ^2.0.2
     "@lumino/application": ^2.4.1
     "@lumino/commands": ^2.3.1
@@ -523,23 +523,23 @@ __metadata:
     "@lumino/properties": ^2.0.2
     "@lumino/signaling": ^2.1.3
     "@lumino/widgets": ^2.5.0
-  checksum: 1c5b0dd78074f900bbf8132be07e290f5d4ccecab136ce499db11c2926d6e2755e73666ee3c5a3ce43153f697a0644fecf65d31394bc0f84a58e2a3e3df3512f
+  checksum: f5893a67c6f15ca23b7a4c6e027fab324a9405cf83741f6324a3d5c8c15c2c0c869c8a1f752026eb9c58b4256ffe5081bad177d64161d2e84c9e86e0eb14476a
   languageName: node
   linkType: hard
 
-"@jupyterlab/apputils@npm:^4.4.0":
-  version: 4.4.0
-  resolution: "@jupyterlab/apputils@npm:4.4.0"
-  dependencies:
-    "@jupyterlab/coreutils": ^6.3.0
-    "@jupyterlab/observables": ^5.3.0
-    "@jupyterlab/rendermime-interfaces": ^3.11.0
-    "@jupyterlab/services": ^7.3.0
-    "@jupyterlab/settingregistry": ^4.3.0
-    "@jupyterlab/statedb": ^4.3.0
-    "@jupyterlab/statusbar": ^4.3.0
-    "@jupyterlab/translation": ^4.3.0
-    "@jupyterlab/ui-components": ^4.3.0
+"@jupyterlab/apputils@npm:^4.4.0, @jupyterlab/apputils@npm:^4.4.1":
+  version: 4.4.1
+  resolution: "@jupyterlab/apputils@npm:4.4.1"
+  dependencies:
+    "@jupyterlab/coreutils": ^6.3.1
+    "@jupyterlab/observables": ^5.3.1
+    "@jupyterlab/rendermime-interfaces": ^3.11.1
+    "@jupyterlab/services": ^7.3.1
+    "@jupyterlab/settingregistry": ^4.3.1
+    "@jupyterlab/statedb": ^4.3.1
+    "@jupyterlab/statusbar": ^4.3.1
+    "@jupyterlab/translation": ^4.3.1
+    "@jupyterlab/ui-components": ^4.3.1
     "@lumino/algorithm": ^2.0.2
     "@lumino/commands": ^2.3.1
     "@lumino/coreutils": ^2.2.0
@@ -552,27 +552,27 @@ __metadata:
     "@types/react": ^18.0.26
     react: ^18.2.0
     sanitize-html: ~2.12.1
-  checksum: d4064ab3eb7583dd176c77b15f0619aeb4249ebf4a6d7088f473658ea876414625232955885cfe98668a75228c151ce112a7474b4e87e52732ebae93713f5d4f
+  checksum: bcb91a90540003e1a89bae2c3187e15b655c0ecf8ef11bf82146cdbdad2f25589c76660520b2bb6625eec00502dbe271be263994b8ee3b0259c3f96690f14325
   languageName: node
   linkType: hard
 
-"@jupyterlab/attachments@npm:^4.3.0":
-  version: 4.3.0
-  resolution: "@jupyterlab/attachments@npm:4.3.0"
+"@jupyterlab/attachments@npm:^4.3.1":
+  version: 4.3.1
+  resolution: "@jupyterlab/attachments@npm:4.3.1"
   dependencies:
-    "@jupyterlab/nbformat": ^4.3.0
-    "@jupyterlab/observables": ^5.3.0
-    "@jupyterlab/rendermime": ^4.3.0
-    "@jupyterlab/rendermime-interfaces": ^3.11.0
+    "@jupyterlab/nbformat": ^4.3.1
+    "@jupyterlab/observables": ^5.3.1
+    "@jupyterlab/rendermime": ^4.3.1
+    "@jupyterlab/rendermime-interfaces": ^3.11.1
     "@lumino/disposable": ^2.1.3
     "@lumino/signaling": ^2.1.3
-  checksum: 0bb8cbe4a746938d24d526ca072f77fa740b2263114dcfe7e71ac0638922398f3a60341da405f160dc56aff72d3b339428a13b1664913ef2352bb86d2eb6971d
+  checksum: c373823651cb0b5dec3e267c604df834a4744c868ffc96f1de060a49e80787816923e5b09dddc9fe752f2d6386129a583eb83877443e336e84824a887e1ae03e
   languageName: node
   linkType: hard
 
 "@jupyterlab/builder@npm:^4.3.0":
-  version: 4.3.0
-  resolution: "@jupyterlab/builder@npm:4.3.0"
+  version: 4.3.1
+  resolution: "@jupyterlab/builder@npm:4.3.1"
   dependencies:
     "@lumino/algorithm": ^2.0.2
     "@lumino/application": ^2.4.1
@@ -607,32 +607,32 @@ __metadata:
     worker-loader: ^3.0.2
   bin:
     build-labextension: lib/build-labextension.js
-  checksum: d9d7f6ca21f465f632361b1afdff11ea5ce32f17a118df6904dd7cacdc8523e5055c34a45cec6888e07a5a57fec53702e7e84a96668126c1cb7fa2e2390ca3d4
+  checksum: 8d2726e3e808732964facf9dcc6d0fcc01854c336d0b4f5ef5357ee78ef6941947b98bed78f94cdc9c8c14da4cda9f1057dddce46fd9db3ea0bbc0e6eb4f119c
   languageName: node
   linkType: hard
 
-"@jupyterlab/cells@npm:^4.3.0":
-  version: 4.3.0
-  resolution: "@jupyterlab/cells@npm:4.3.0"
+"@jupyterlab/cells@npm:^4.3.1":
+  version: 4.3.1
+  resolution: "@jupyterlab/cells@npm:4.3.1"
   dependencies:
     "@codemirror/state": ^6.4.1
     "@codemirror/view": ^6.26.3
     "@jupyter/ydoc": ^3.0.0
-    "@jupyterlab/apputils": ^4.4.0
-    "@jupyterlab/attachments": ^4.3.0
-    "@jupyterlab/codeeditor": ^4.3.0
-    "@jupyterlab/codemirror": ^4.3.0
-    "@jupyterlab/coreutils": ^6.3.0
-    "@jupyterlab/documentsearch": ^4.3.0
-    "@jupyterlab/filebrowser": ^4.3.0
-    "@jupyterlab/nbformat": ^4.3.0
-    "@jupyterlab/observables": ^5.3.0
-    "@jupyterlab/outputarea": ^4.3.0
-    "@jupyterlab/rendermime": ^4.3.0
-    "@jupyterlab/services": ^7.3.0
-    "@jupyterlab/toc": ^6.3.0
-    "@jupyterlab/translation": ^4.3.0
-    "@jupyterlab/ui-components": ^4.3.0
+    "@jupyterlab/apputils": ^4.4.1
+    "@jupyterlab/attachments": ^4.3.1
+    "@jupyterlab/codeeditor": ^4.3.1
+    "@jupyterlab/codemirror": ^4.3.1
+    "@jupyterlab/coreutils": ^6.3.1
+    "@jupyterlab/documentsearch": ^4.3.1
+    "@jupyterlab/filebrowser": ^4.3.1
+    "@jupyterlab/nbformat": ^4.3.1
+    "@jupyterlab/observables": ^5.3.1
+    "@jupyterlab/outputarea": ^4.3.1
+    "@jupyterlab/rendermime": ^4.3.1
+    "@jupyterlab/services": ^7.3.1
+    "@jupyterlab/toc": ^6.3.1
+    "@jupyterlab/translation": ^4.3.1
+    "@jupyterlab/ui-components": ^4.3.1
     "@lumino/algorithm": ^2.0.2
     "@lumino/coreutils": ^2.2.0
     "@lumino/domutils": ^2.0.2
@@ -643,23 +643,23 @@ __metadata:
     "@lumino/virtualdom": ^2.0.2
     "@lumino/widgets": ^2.5.0
     react: ^18.2.0
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-  resolution: "@jupyterlab/completer@npm:4.3.0"
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+  resolution: "@jupyterlab/completer@npm:4.3.1"
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-  resolution: "@jupyterlab/documentsearch@npm:4.3.0"
+"@jupyterlab/documentsearch@npm:^4.3.1":
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+  resolution: "@jupyterlab/filebrowser@npm:4.3.1"
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 "@jupyterlab/notebook@npm:^4.3.0":
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-  resolution: "@jupyterlab/notebook@npm:4.3.0"
+  version: 4.3.1
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