diff --git a/packages/components/nodes/embeddings/TensorFlowEmbedding/TensorFlow.svg b/packages/components/nodes/embeddings/TensorFlowEmbedding/TensorFlow.svg
new file mode 100644
index 00000000..a38e1aa0
--- /dev/null
+++ b/packages/components/nodes/embeddings/TensorFlowEmbedding/TensorFlow.svg
@@ -0,0 +1,19 @@
+<svg xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:svg="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg" id="svg8" version="1.1" viewBox="0 0 30.31081 32.499828" height="122.83399" width="114.56054">
+  <defs id="defs2"/>
+  <metadata id="metadata5">
+    <rdf:RDF>
+      <cc:Work rdf:about="">
+        <dc:format>image/svg+xml</dc:format>
+        <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+        <dc:title/>
+      </cc:Work>
+    </rdf:RDF>
+  </metadata>
+  <g transform="translate(-77.942529,-177.00005)" id="layer1">
+    <g id="g4550">
+      <path style="fill:#e55b2d;fill-opacity:1" d="m 360.04883,687.87305 v 18.89843 l 32.73047,18.89844 v -18.89844 z m -65.46289,18.89843 v 18.89844 l 16.36523,9.44727 V 716.2207 Z m 49.0957,9.44922 -16.36523,9.44922 v 56.69141 l 16.36523,9.44922 v -37.79493 l 16.36719,9.44922 v -18.89843 l -16.36719,-9.44922 z" transform="scale(0.26458333)" id="path4508"/>
+      <path style="fill:#ed8e24;fill-opacity:1" d="m 360.04883,687.87305 -49.09766,28.34765 v 18.89649 l 32.73047,-18.89649 v 18.89649 l 16.36719,-9.44727 z m 49.09765,9.44922 -16.36718,9.44921 v 18.89844 l 16.36718,-9.44922 z m -32.73242,37.79492 -16.36523,9.44922 v 18.89843 l 16.36523,-9.44922 z m -16.36523,28.34765 -16.36719,-9.44922 v 37.79493 l 16.36719,-9.44922 z" transform="scale(0.26458333)" id="path4491"/>
+      <path style="fill:#f8bf3c;fill-opacity:1" d="m 360.04883,668.97656 -65.46289,37.79492 16.36523,9.44922 49.09766,-28.34765 32.73047,18.89843 16.36718,-9.44921 z m 0,56.69336 -16.36719,9.44727 16.36719,9.44922 16.36523,-9.44922 z" transform="scale(0.26458333)" id="path4506"/>
+    </g>
+  </g>
+</svg>
\ No newline at end of file
diff --git a/packages/components/nodes/embeddings/TensorFlowEmbedding/TensorFlowEmbedding.ts b/packages/components/nodes/embeddings/TensorFlowEmbedding/TensorFlowEmbedding.ts
new file mode 100644
index 00000000..f6dcb5ce
--- /dev/null
+++ b/packages/components/nodes/embeddings/TensorFlowEmbedding/TensorFlowEmbedding.ts
@@ -0,0 +1,34 @@
+import { INode } from '../../../src/Interface'
+import { getBaseClasses } from '../../../src/utils'
+import '@tensorflow/tfjs-node'
+import { TensorFlowEmbeddings, TensorFlowEmbeddingsParams } from 'langchain/embeddings/tensorflow'
+
+class TensorFlowEmbedding_Embeddings implements INode {
+    label: string
+    name: string
+    type: string
+    icon: string
+    category: string
+    description: string
+    baseClasses: string[]
+
+    constructor() {
+        this.label = 'TensorFlow Embeddings'
+        this.name = 'tensorFlowEmbeddings'
+        this.type = 'TensorFlowEmbeddings'
+        this.icon = 'TensorFlow.svg'
+        this.category = 'Embeddings'
+        this.description = 'TensorFlow.js to generate embeddings for a given text'
+        this.baseClasses = [this.type, ...getBaseClasses(TensorFlowEmbeddings)]
+    }
+
+    async init(): Promise<any> {
+        const obj: Partial<TensorFlowEmbeddingsParams> = {}
+
+        const model = new TensorFlowEmbeddings(obj)
+
+        return model
+    }
+}
+
+module.exports = { nodeClass: TensorFlowEmbedding_Embeddings }
diff --git a/packages/components/package.json b/packages/components/package.json
index dd3c0fc5..95283717 100644
--- a/packages/components/package.json
+++ b/packages/components/package.json
@@ -20,6 +20,10 @@
         "@huggingface/inference": "^1.6.3",
         "@pinecone-database/pinecone": "^0.0.12",
         "@supabase/supabase-js": "^2.21.0",
+        "@tensorflow-models/universal-sentence-encoder": "^1.3.3",
+        "@tensorflow/tfjs-converter": "^4.6.0",
+        "@tensorflow/tfjs-core": "^4.6.0",
+        "@tensorflow/tfjs-node": "^4.6.0",
         "axios": "^0.27.2",
         "cheerio": "^1.0.0-rc.12",
         "chromadb": "^1.3.1",