diff --git a/apps/mongodb/2_load_and_index.ts b/apps/mongodb/2_load_and_index.ts
new file mode 100644
index 0000000000000000000000000000000000000000..3c92ab714269afa1432dd4877fe2abd154013ab5
--- /dev/null
+++ b/apps/mongodb/2_load_and_index.ts
@@ -0,0 +1,31 @@
+/* eslint-disable turbo/no-undeclared-env-vars */
+import "dotenv/config";
+import {
+  MongoDBAtlasVectorSearch,
+  SimpleMongoReader,
+  VectorStoreIndex,
+  storageContextFromDefaults,
+} from "llamaindex";
+import { MongoClient } from "mongodb";
+
+// Create a new client and connect to the server
+const client = new MongoClient(process.env.MONGODB_URI!);
+// load objects from mongo and convert them into LlamaIndex Document objects
+// llamaindex has a special class that does this for you
+// it pulls every object in a given collection
+const MR = new SimpleMongoReader(client);
+const documents = await MR.loadData("data", "posts");
+
+// create Atlas as a vector store
+const vectorStore = new MongoDBAtlasVectorSearch({
+  mongodbClient: client,
+  dbName: process.env.MONGODB_DATABASE!,
+  collectionName: process.env.MONGODB_VECTORS!, // this is where your embeddings will be stored
+  indexName: process.env.MONGODB_VECTOR_INDEX, // this is the name of the index you will need to create
+});
+
+// now create an index from all the Documents and store them in Atlas
+const storageContext = await storageContextFromDefaults({ vectorStore });
+VectorStoreIndex.fromDocuments(documents, { storageContext });
+
+// you can't query your index yet because you need to create a vector search index in mongodb's UI now
diff --git a/apps/mongodb/3_query.ts b/apps/mongodb/3_query.ts
new file mode 100644
index 0000000000000000000000000000000000000000..82a0749808c56f162197035da3850827dc1a4331
--- /dev/null
+++ b/apps/mongodb/3_query.ts
@@ -0,0 +1,28 @@
+/* eslint-disable turbo/no-undeclared-env-vars */
+import "dotenv/config";
+import {
+  MongoDBAtlasVectorSearch,
+  VectorStoreIndex,
+  serviceContextFromDefaults,
+} from "llamaindex";
+
+async function main() {
+  const serviceContext = serviceContextFromDefaults();
+  const store = new MongoDBAtlasVectorSearch({
+    dbName: process.env.MONGODB_DATABASE!,
+    collectionName: process.env.MONGODB_VECTORS!,
+    indexName: process.env.MONGODB_VECTOR_INDEX!,
+  });
+
+  const index = await VectorStoreIndex.fromVectorStore(store, serviceContext);
+
+  const retriever = index.asRetriever({ similarityTopK: 20 });
+  const queryEngine = index.asQueryEngine({ retriever });
+  const response = await queryEngine.query(
+    "What does the author think of web frameworks?",
+  );
+  console.log(response);
+  process.exit(0);
+}
+
+main();
diff --git a/apps/mongodb/README.md b/apps/mongodb/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..03d15b14cdab5295f97e395ff4d8114309ccd118
--- /dev/null
+++ b/apps/mongodb/README.md
@@ -0,0 +1,123 @@
+# LlamaIndexTS retrieval augmented generation with MongoDB
+
+### Prepare Environment
+
+Make sure to run `pnpm install` and set your OpenAI environment variable before running these examples.
+
+```
+pnpm install
+export OPENAI_API_KEY="sk-..."
+```
+
+### Sign up for MongoDB Atlas
+
+We'll be using MongoDB's hosted database service, [MongoDB Atlas](https://www.mongodb.com/cloud/atlas/register). You can sign up for free and get a small hosted cluster for free:
+
+![MongoDB Atlas signup](./docs/1_signup.png)
+
+The signup process will walk you through the process of creating your cluster and ensuring it's configured for you to access. Once the cluster is created, choose "Connect" and then "Connect to your application". Choose Python, and you'll be presented with a connection string that looks like this:
+
+![MongoDB Atlas connection string](./docs/2_connection_string.png)
+
+### Set up environment variables
+
+Copy the connection string (make sure you include your password) and put it into a file called `.env` in the root of this repo. It should look like this:
+
+```
+MONGODB_URI=mongodb+srv://seldo:xxxxxxxxxxx@llamaindexdemocluster.xfrdhpz.mongodb.net/?retryWrites=true&w=majority
+```
+
+You will also need to choose a name for your database, and the collection where we will store the tweets, and also include them in .env. They can be any string, but this is what we used:
+
+```
+MONGODB_DATABASE=tiny_tweets_db
+MONGODB_COLLECTION=tiny_tweets_collection
+```
+
+### Import tweets into MongoDB
+
+You are now ready to import our ready-made data set into Mongo. This is the file `tinytweets.json`, a selection of approximately 1000 tweets from @seldo on Twitter in mid-2019. With your environment set up you can do this by running
+
+```
+pnpm ts-node 1_import.ts
+```
+
+If you don't want to use tweets, you can replace `json_file` with any other array of JSON objects, but you will need to modify some code later to make sure the correct field gets indexed. There is no LlamaIndex-specific code here; you can load your data into Mongo any way you want to.
+
+### Load and index your data
+
+Now we're ready to index our data. To do this, LlamaIndex will pull your text out of Mongo, split it into chunks, and then send those chunks to OpenAI to be turned into [vector embeddings](https://docs.llamaindex.ai/en/stable/understanding/indexing/indexing.html#what-is-an-embedding). The embeddings will then be stored in a new collection in Mongo. This will take a while depending how much text you have, but the good news is that once it's done you will be able to query quickly without needing to re-index.
+
+We'll be using OpenAI to do the embedding, so now is when you need to [generate an OpenAI API key](https://platform.openai.com/account/api-keys) if you haven't already and add it to your `.env` file like this:
+
+```
+OPENAI_API_KEY=sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
+```
+
+You'll also need to pick a name for the new collection where the embeddings will be stored, and add it to `.env`, along with the name of a vector search index (we'll be creating this in the next step, after you've indexed your data):
+
+```
+MONGODB_VECTORS=tiny_tweets_vectors
+MONGODB_VECTOR_INDEX=tiny_tweets_vector_index
+```
+
+If the data you're indexing is the tweets we gave you, you're ready to go:
+
+```bash
+pnpm ts-node 2_load_and_index.ts
+```
+
+What you're doing here is creating a Reader which loads the data out of Mongo in the collection and database specified. It looks for text in a set of specific keys in each object. In this case we've given it just one key, "full_text". The final parameter is a mongo [query document](https://www.mongodb.com/docs/manual/tutorial/query-documents/), a JSON object you can use to filter your objects down to a subset. We're leaving it empty because we want all the tweets in the collection.
+
+Now you're creating a vector search client for Mongo. In addition to a MongoDB client object, you again tell it what database everything is in. This time you give it the name of the collection where you'll store the vector embeddings, and the name of the vector search index you'll create in the next step.
+
+### Create a vector search index
+
+Now if all has gone well you should be able to log in to the Mongo Atlas UI and see two collections in your database: the original data in `tiny_tweets_collection`, and the vector embeddings in `tiny_tweets_vectors`.
+
+![MongoDB Atlas collections](./docs/3_vectors_in_db.png)
+
+Now it's time to create the vector search index so that you can query the data. First, click the Search tab, and then click "Create Search Index":
+
+![MongoDB Atlas create search index](./docs/4_search_tab.png)
+
+It's not yet possible to create a vector search index using the Visual Editor, so select JSON editor:
+
+![MongoDB Atlas JSON editor](./docs/5_json_editor.png)
+
+Now under "database and collection" select `tiny_tweets_db` and within that select `tiny_tweets_vectors`. Then under "Index name" enter `tiny_tweets_vector_index` (or whatever value you put for MONGODB_VECTOR_INDEX in `.env`). Under that, you'll want to enter this JSON object:
+
+```json
+{
+  "mappings": {
+    "dynamic": true,
+    "fields": {
+      "embedding": {
+        "dimensions": 1536,
+        "similarity": "cosine",
+        "type": "knnVector"
+      }
+    }
+  }
+}
+```
+
+This tells Mongo that the `embedding` field in each document (in the `tiny_tweets_vectors` collection) is a vector of 1536 dimensions (this is the size of embeddings used by OpenAI), and that we want to use cosine similarity to compare vectors. You don't need to worry too much about these values unless you want to use a different LLM to OpenAI entirely.
+
+The UI will ask you to review and confirm your choices, then you need to wait a minute or two while it generates the index. If all goes well, you should see something like this screen:
+
+![MongoDB Atlas index created](./docs/7_index_created.png)
+
+Now you're ready to query your data!
+
+### Run a test query
+
+You can do this by running
+
+```bash
+pnpm ts-node 3_query.ts
+```
+
+This sets up a connection to Atlas just like `2_load_and_index.ts` did, then it creates a [query engine](https://docs.llamaindex.ai/en/stable/understanding/querying/querying.html#getting-started) and runs a query against it.
+
+If all is well, you should get a nuanced opinion about web frameworks.
diff --git a/apps/mongodb/docs/1_signup.png b/apps/mongodb/docs/1_signup.png
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diff --git a/apps/mongodb/docs/5_json_editor.png b/apps/mongodb/docs/5_json_editor.png
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diff --git a/apps/mongodb/docs/7_index_created.png b/apps/mongodb/docs/7_index_created.png
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diff --git a/apps/mongodb/package.json b/apps/mongodb/package.json
new file mode 100644
index 0000000000000000000000000000000000000000..5791c3200f5b78bc12819c1444cb8e12a482e6b9
--- /dev/null
+++ b/apps/mongodb/package.json
@@ -0,0 +1,17 @@
+{
+  "version": "0.0.1",
+  "private": true,
+  "name": "mongodb-llamaindexts",
+  "dependencies": {
+    "llamaindex": "workspace:*",
+    "dotenv": "^16.3.1",
+    "mongodb": "^6.2.0"
+  },
+  "devDependencies": {
+    "@types/node": "^18.18.6",
+    "ts-node": "^10.9.1"
+  },
+  "scripts": {
+    "lint": "eslint ."
+  }
+}
\ No newline at end of file
diff --git a/apps/mongodb/tinytweets.json b/apps/mongodb/tinytweets.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e3a8e66d405749eb47f76eb8303bba37612cd38
--- /dev/null
+++ b/apps/mongodb/tinytweets.json
@@ -0,0 +1,57482 @@
+[
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957472328048197634"
+          ],
+          "editableUntil": "2018-01-28T05:36:06.639Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "Bryan Hughes 🏳️‍🌈",
+            "screen_name": "nebrius",
+            "indices": [
+              "0",
+              "8"
+            ],
+            "id_str": "44052627",
+            "id": "44052627"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "112"
+      ],
+      "favorite_count": "5",
+      "in_reply_to_status_id_str": "957414671979446272",
+      "id_str": "957472328048197634",
+      "in_reply_to_user_id": "44052627",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "957472328048197634",
+      "in_reply_to_status_id": "957414671979446272",
+      "created_at": "Sun Jan 28 04:36:06 +0000 2018",
+      "favorited": false,
+      "full_text": "@nebrius Seeing this made me realize I missed the 20th anniversary of my own coming out, which was 2 months ago.",
+      "lang": "en",
+      "in_reply_to_screen_name": "nebrius",
+      "in_reply_to_user_id_str": "44052627"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957464449434005504"
+          ],
+          "editableUntil": "2018-01-28T05:04:48.231Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "jenn schiffer",
+            "screen_name": "jennschiffer",
+            "indices": [
+              "0",
+              "13"
+            ],
+            "id_str": "12524622",
+            "id": "12524622"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "50"
+      ],
+      "favorite_count": "0",
+      "in_reply_to_status_id_str": "957451774432071680",
+      "id_str": "957464449434005504",
+      "in_reply_to_user_id": "12524622",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "957464449434005504",
+      "in_reply_to_status_id": "957451774432071680",
+      "created_at": "Sun Jan 28 04:04:48 +0000 2018",
+      "favorited": false,
+      "full_text": "@jennschiffer Oh no, you're sick too? Feel better!",
+      "lang": "en",
+      "in_reply_to_screen_name": "jennschiffer",
+      "in_reply_to_user_id_str": "12524622"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957463872419520513"
+          ],
+          "editableUntil": "2018-01-28T05:02:30.660Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "Ran Reichman",
+            "screen_name": "ranreichman",
+            "indices": [
+              "0",
+              "12"
+            ],
+            "id_str": "220368940",
+            "id": "220368940"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "256"
+      ],
+      "favorite_count": "6",
+      "in_reply_to_status_id_str": "957462024337833990",
+      "id_str": "957463872419520513",
+      "in_reply_to_user_id": "220368940",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "957463872419520513",
+      "in_reply_to_status_id": "957462024337833990",
+      "created_at": "Sun Jan 28 04:02:30 +0000 2018",
+      "favorited": false,
+      "full_text": "@ranreichman But that's just it, it's myth building. Bezos kept the company cheap on purpose, with the door desks etc., to create a culture of cutting costs. They could have had nice offices but he chose not to because that made him richer in the long run.",
+      "lang": "en",
+      "in_reply_to_screen_name": "ranreichman",
+      "in_reply_to_user_id_str": "220368940"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957460233311236096"
+          ],
+          "editableUntil": "2018-01-28T04:48:03.029Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [],
+        "urls": [
+          {
+            "url": "https://t.co/Gbp9HRPRrM",
+            "expanded_url": "https://twitter.com/umbyrella/status/957310771989499904",
+            "display_url": "twitter.com/umbyrella/stat…",
+            "indices": [
+              "185",
+              "208"
+            ]
+          }
+        ]
+      },
+      "display_text_range": [
+        "0",
+        "208"
+      ],
+      "favorite_count": "357",
+      "id_str": "957460233311236096",
+      "truncated": false,
+      "retweet_count": "94",
+      "id": "957460233311236096",
+      "possibly_sensitive": false,
+      "created_at": "Sun Jan 28 03:48:03 +0000 2018",
+      "favorited": false,
+      "full_text": "THANK YOU. So tired of this fucking picture. He was already rich when he started. So was Bill Gates. So was Zuck. So was Page (Brin less so). None of these fuckers went rags to riches. https://t.co/Gbp9HRPRrM",
+      "lang": "en"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957457999756386304"
+          ],
+          "editableUntil": "2018-01-28T04:39:10.508Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "zacharyorr",
+            "screen_name": "ZacharyOrr",
+            "indices": [
+              "0",
+              "11"
+            ],
+            "id_str": "1108803871109976064",
+            "id": "1108803871109976064"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "56"
+      ],
+      "favorite_count": "0",
+      "in_reply_to_status_id_str": "957456917382692864",
+      "id_str": "957457999756386304",
+      "in_reply_to_user_id": "100290468",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "957457999756386304",
+      "in_reply_to_status_id": "957456917382692864",
+      "created_at": "Sun Jan 28 03:39:10 +0000 2018",
+      "favorited": false,
+      "full_text": "@ZacharyOrr This is the year of, uh, z/os on the desktop",
+      "lang": "en",
+      "in_reply_to_user_id_str": "100290468"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957455867867115521"
+          ],
+          "editableUntil": "2018-01-28T04:30:42.226Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "psygnisfive",
+            "screen_name": "psygnisfive",
+            "indices": [
+              "0",
+              "12"
+            ],
+            "id_str": "995543826801410049",
+            "id": "995543826801410049"
+          },
+          {
+            "name": "@jackie@toot.cat",
+            "screen_name": "jackie_cs_",
+            "indices": [
+              "13",
+              "24"
+            ],
+            "id_str": "241267794",
+            "id": "241267794"
+          }
+        ],
+        "urls": [
+          {
+            "url": "https://t.co/QqVzpWGt2y",
+            "expanded_url": "http://proporti.onl",
+            "display_url": "proporti.onl",
+            "indices": [
+              "38",
+              "61"
+            ]
+          }
+        ]
+      },
+      "display_text_range": [
+        "0",
+        "61"
+      ],
+      "favorite_count": "1",
+      "in_reply_to_status_id_str": "957455761512185856",
+      "id_str": "957455867867115521",
+      "in_reply_to_user_id": "3393781",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "957455867867115521",
+      "in_reply_to_status_id": "957455761512185856",
+      "possibly_sensitive": false,
+      "created_at": "Sun Jan 28 03:30:42 +0000 2018",
+      "favorited": false,
+      "full_text": "@psygnisfive @jackie_cs_ I think it's https://t.co/QqVzpWGt2y",
+      "lang": "en",
+      "in_reply_to_screen_name": "beka_valentine",
+      "in_reply_to_user_id_str": "3393781"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "957454722755051520"
+          ],
+          "editableUntil": "2018-01-28T04:26:09.210Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "@jackie@toot.cat",
+            "screen_name": "jackie_cs_",
+            "indices": [
+              "0",
+              "11"
+            ],
+            "id_str": "241267794",
+            "id": "241267794"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "89"
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+      "full_text": "@crandycodes But would that be a bad thing?",
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+      "full_text": "(p.s. it is SUPER PROBLEMATIC that there is a brand of clothing popular with rich white people named after a cruel system that locks nations into poverty against their will but I will pick my battles)",
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+      "full_text": "@sangster Yessssss. And also why Star Trek fans are having trouble getting behind it.",
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+      "full_text": "@sintaxi I really AM done, but: you can believe if you wish that the free market resists corruption better than other systems, but the evidence does not support that conclusion. Again, I appreciate your civility.",
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+      "full_text": "@sintaxi Much as I would love to present you with facts counter to your statements indefinitely, only to have you ignore them and present some new statement for me to disprove yet again, I'm done doing research for you tonight. Have a good evening!",
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+      "full_text": "@sintaxi Detroit's auto industry collapsed. I'm not sure that can be blamed on the democrats. Chicago is not insolvent or even close to it: https://t.co/452OvveIJr",
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+      "full_text": "@sintaxi Here is a list of US states by infant mortality: https://t.co/RMLYqGXCEe The bottom end is overwhelmingly red states.",
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+      "full_text": "@sintaxi The preamble to the list does not mention opinions of the residents being a factor at all.",
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+      "full_text": "@sintaxi Any list that puts North Dakota at the top of \"well run\" is pretty suspect anyway -- North Dakota is in the middle of a gigantic fracking-driven energy boom. They are swimming in money. That doesn't make them well run.",
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+      "full_text": "@sintaxi And I'm afraid, without being disingenuous, that I don't know what you mean by \"what happened in Detroit and Chicago\".",
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+      "full_text": "@sintaxi In what order are the states in this list being ranked? It's not poverty, nor unemployment, nor debt, nor budget deficit, nor household income, nor as far as I can tell any combination of these. They do not explain their methodology, making it opaque at best, suspect at worst.",
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+      "full_text": "@donohoe @SachaGreif As I alluded to earlier, regardless of the bias in *this* survey, I haven't seen any survey of the developer population that doesn't come up with roughly the same demographics. That can change, it is changing, but my current reading of the data is that it is a reality.",
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+      "full_text": "@destroyeroftroy Okay but since when?",
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+      "full_text": "@destroyeroftroy Lololololol how long have you believed this",
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+      "full_text": "@nebrius @bradleymeck @aredridel @addaleax I think it's good that you recognize how that preference might be swaying your opinions here.",
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+      "full_text": "@nebrius @aredridel @addaleax I look forward to your further thoughts. We are, as somebody said at a conference recently, implementing every idea we can think of and seeing what works. That's the only way to find the answer.",
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+      "full_text": "@bradleymeck @aredridel @nebrius @addaleax All fair points. We couldn't figure out a way to get around HTTP so we think bundles will still be used as a perf optimization, but getting away without a build step at development time is a worthwhile win, I think.",
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+      "full_text": "@nebrius @aredridel @addaleax That's a very fair point.",
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+      "full_text": "@bradleymeck @aredridel @nebrius @addaleax Such as?",
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+      "created_at": "Sat Jan 13 17:18:58 +0000 2018",
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+      "full_text": "@aredridel @nebrius @addaleax The goal isn't \"we love ES modules\", the goal is simpler web development work flows. ES modules are the modules that work in the browser, so the goal runs through them.",
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+      "full_text": "@aredridel @nebrius @addaleax I bet if the poll was \"would you like to ship code to browsers without needing to set up webpack and Babel\" the responses would be positive.",
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+      "full_text": "RT @npmjs: our full incident report and timeline from the operations incident on january 6th: https://t.co/KNP3MyNphm",
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+      "full_text": "@ysaw In fairness the above was definitely said as a joke.",
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+      "full_text": "@trodrigues Not AFAIK. Presumably all the major vendors are hard at work trying to redesign their architectures, but it's a multi-year job as far as I can tell. We have to unwind 20 years of chip design.",
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+      "full_text": "Part 2 of npm's analysis of the state of JavaScript frameworks is up. This time we zoom in on the React ecosystem: https://t.co/o49ZtOicZS\nAs before, if you think there are any errors or omissions in this analysis, please let me know! I spoke to as many people as I could.",
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+      "full_text": "@KirinDave See, that was my working hypothesis. It's like a buffer overflow attack in that if you miss even one vulnerable spot, you lose the ball game.",
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+      "full_text": "@KirinDave Good to know! Got a link?",
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+      "full_text": "@drewwww Jitter fuzzing can be defeated by statistical methods. It makes it slower, not impossible.",
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+            "name": "Evan Shortiss 🇮🇪 🇺🇸",
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+      "full_text": "@evanshortiss Sorry! We screwed the pooch. Computers are broken.",
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+      "full_text": "Corollary: if a vendor tells me that their system is immune to Spectre and it doesn't rely on brand-new hardware I am going to assume they are lying until I see peer-reviewed research.",
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+      "full_text": "@Vortmax So far. I think it will be practical to escalate the read only exploit to arbitrary execution, I have seen plausible suggestions how to do this already.",
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+      "full_text": "@elijahmanor What an interesting set of constraints. Have you looked at the Samsung a157? No contract, no camera (this is a good thing), feature phone.",
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+      "full_text": "The next 12 months are going to see increasingly elaborate attacks based on Spectre that do increasingly large amounts of damage. The silence you hear right now is a frantic race to build exploits. It is going to be Very Bad.",
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+      "full_text": "Computers are all default unsafe right now. Your computer will not be safe until the chips are rearchitected and you buy a new computer and a new phone. It will take years.",
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+      "full_text": "@mv_whelpley That's not appeared in any of the etymologies I looked at so I think he probably made it up. I'm not an expert though.",
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+      "full_text": "Paris comes from Lutetia Parisorum, which is \"the swamps of the Parisii\". \"Par\" is Celtic for \"boat\", so Paris can be arguably translated as \"The Swamp Where The Boat People Live\".",
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+      "full_text": "Continuing the \"village where &lt;obvious geographical feature&gt;\" theme: London's etymology is both obscure and contested, but I find most convincing the Celtic derivation of \"londinjon\", which means \"The Place That Floods Periodically Because Of Tides\", which it certainly was.",
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+      "full_text": "@mxstbr @dan_abramov @riadbenguella @devongovett @left_pad This strikes me as one of those things that looks simple but is in fact very tricky. The \"engines\" field is widely ignored for similar reasons.",
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+      "full_text": "@AmeliasBrain I took a year off once and spent a week researching the etymology of every single street name in San Francisco and it was delightful.",
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+      "full_text": "I love words so much.",
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+      "full_text": "Most \"Washington\"s are named after a town in northern England. It comes from Hwæsingatūn, meaning \"Estate of the family of Hwæsa\". Hwæsa means \"wheat sheaf\". So it's \"The village where the family who grow a lot of wheat live\".",
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+      "full_text": "\"Amsterdam\" means \"Dam across the River Amstel\", Amstel means \"an area with lots of water\". So it's Dam Across The River In An Area With A Lot of Water.",
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+      "full_text": "@AaronFriel Fundamentally Spectre is one-way with no mechanism for injecting code into memory so I don't see it turning into that kind of bug.",
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+      "full_text": "@ohhoe Dat bombogenesis action",
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+      "full_text": "🎵 Remotely exploitable if you visit a malicious web page 🎵 this truly is the worst bug I've ever seen. https://t.co/6zuixRID2M",
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+      "full_text": "Remember kids, only white men are capable of delivering impartial verdicts. https://t.co/NeMWvDrsJC",
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+      "full_text": "@gaboesquivel Yes, just email support@npmjs.com and ask :-)",
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+      "full_text": "@passcod Intel, AMD and ARM. I do not know nearly enough about processors to say for certain but anything with speculative execution (i.e. almost everything) seems to be affected.",
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+      "full_text": "All of the above is about #spectre. Meltdown is already being patched and will probably not be too big a deal. Spectre is huge and scary.",
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+      "full_text": "@meat Somebody is going to figure it out.",
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+      "full_text": "@meat Everything I'm reading suggests Spectre allows the same thing but is much harder.",
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+      "full_text": "@sachasayan Spectre affects Intel, AMD and ARM.",
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+            "id_str": "16944165",
+            "id": "16944165"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "32"
+      ],
+      "favorite_count": "3",
+      "in_reply_to_status_id_str": "948367003986767872",
+      "id_str": "948367109410652161",
+      "in_reply_to_user_id": "16944165",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "948367109410652161",
+      "in_reply_to_status_id": "948367003986767872",
+      "created_at": "Wed Jan 03 01:35:13 +0000 2018",
+      "favorited": false,
+      "full_text": "@burritojustice It's not subtle.",
+      "lang": "en",
+      "in_reply_to_screen_name": "burritojustice",
+      "in_reply_to_user_id_str": "16944165"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948362071896461312"
+          ],
+          "editableUntil": "2018-01-03T02:15:12.312Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "Olivia Computer",
+            "screen_name": "oliviacpu",
+            "indices": [
+              "0",
+              "10"
+            ],
+            "id_str": "861116848686809088",
+            "id": "861116848686809088"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "23"
+      ],
+      "favorite_count": "2",
+      "in_reply_to_status_id_str": "948361444180897792",
+      "id_str": "948362071896461312",
+      "in_reply_to_user_id": "861116848686809088",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "948362071896461312",
+      "in_reply_to_status_id": "948361444180897792",
+      "created_at": "Wed Jan 03 01:15:12 +0000 2018",
+      "favorited": false,
+      "full_text": "@oliviacpu Damn guuuurl",
+      "lang": "tl",
+      "in_reply_to_screen_name": "oliviacpu",
+      "in_reply_to_user_id_str": "861116848686809088"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948360380551782400"
+          ],
+          "editableUntil": "2018-01-03T02:08:29.064Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "🏳️‍🌈🏳️‍⚧️👊Marco👊🏳️‍⚧️🏳️‍🌈",
+            "screen_name": "TheMarco",
+            "indices": [
+              "0",
+              "9"
+            ],
+            "id_str": "6875652",
+            "id": "6875652"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "124"
+      ],
+      "favorite_count": "2",
+      "in_reply_to_status_id_str": "948360023347900416",
+      "id_str": "948360380551782400",
+      "in_reply_to_user_id": "6875652",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "948360380551782400",
+      "in_reply_to_status_id": "948360023347900416",
+      "created_at": "Wed Jan 03 01:08:29 +0000 2018",
+      "favorited": false,
+      "full_text": "@TheMarco I started thinking carefully about non-US concerned parties and voting adults etc and gave up and picked a number.",
+      "lang": "en",
+      "in_reply_to_screen_name": "TheMarco",
+      "in_reply_to_user_id_str": "6875652"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948359245786992640"
+          ],
+          "editableUntil": "2018-01-03T02:03:58.515Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [],
+        "urls": [
+          {
+            "url": "https://t.co/f1i4S4iUKX",
+            "expanded_url": "https://twitter.com/realdonaldtrump/status/948355557022420992",
+            "display_url": "twitter.com/realdonaldtrum…",
+            "indices": [
+              "82",
+              "105"
+            ]
+          }
+        ]
+      },
+      "display_text_range": [
+        "0",
+        "105"
+      ],
+      "favorite_count": "56",
+      "id_str": "948359245786992640",
+      "truncated": false,
+      "retweet_count": "9",
+      "id": "948359245786992640",
+      "possibly_sensitive": false,
+      "created_at": "Wed Jan 03 01:03:58 +0000 2018",
+      "favorited": false,
+      "full_text": "That noise you just heard was 300 million people all facepalming at the same time https://t.co/f1i4S4iUKX",
+      "lang": "en"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948352227122524161"
+          ],
+          "editableUntil": "2018-01-03T01:36:05.135Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "Matthew Green",
+            "screen_name": "matthew_d_green",
+            "indices": [
+              "0",
+              "16"
+            ],
+            "id_str": "106234268",
+            "id": "106234268"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "177"
+      ],
+      "favorite_count": "2",
+      "in_reply_to_status_id_str": "948351505761030149",
+      "id_str": "948352227122524161",
+      "in_reply_to_user_id": "106234268",
+      "truncated": false,
+      "retweet_count": "1",
+      "id": "948352227122524161",
+      "in_reply_to_status_id": "948351505761030149",
+      "created_at": "Wed Jan 03 00:36:05 +0000 2018",
+      "favorited": false,
+      "full_text": "@matthew_d_green There's overhead in each city, and not all rides are profitable. Especially for Uberpool, you need a density of customers to make the thing worth anyone's time.",
+      "lang": "en",
+      "in_reply_to_screen_name": "matthew_d_green",
+      "in_reply_to_user_id_str": "106234268"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948341074262667264"
+          ],
+          "editableUntil": "2018-01-03T00:51:46.086Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [
+          {
+            "name": "kenneth 🌞",
+            "screen_name": "kpk",
+            "indices": [
+              "0",
+              "4"
+            ],
+            "id_str": "22915745",
+            "id": "22915745"
+          }
+        ],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "169"
+      ],
+      "favorite_count": "4",
+      "in_reply_to_status_id_str": "948340637333622784",
+      "id_str": "948341074262667264",
+      "in_reply_to_user_id": "22915745",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "948341074262667264",
+      "in_reply_to_status_id": "948340637333622784",
+      "created_at": "Tue Jan 02 23:51:46 +0000 2018",
+      "favorited": false,
+      "full_text": "@kpk Uber is a very, very poorly run company. I do not think they can pull off something this complicated unless Dara manages to change the fundamental DNA of the place.",
+      "lang": "en",
+      "in_reply_to_screen_name": "kpk",
+      "in_reply_to_user_id_str": "22915745"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948338658997923840"
+          ],
+          "editableUntil": "2018-01-03T00:42:10.242Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "240"
+      ],
+      "favorite_count": "4",
+      "in_reply_to_status_id_str": "948337520735150080",
+      "id_str": "948338658997923840",
+      "in_reply_to_user_id": "15453",
+      "truncated": false,
+      "retweet_count": "1",
+      "id": "948338658997923840",
+      "in_reply_to_status_id": "948337520735150080",
+      "created_at": "Tue Jan 02 23:42:10 +0000 2018",
+      "favorited": false,
+      "full_text": "If profitability does require self-driving cars then it's unlikely the high fidelity mapping needed will be profitable outside of, yes, large, dense cities. So the self-driving car outcome is my \"smaller, profitable, lower valuation\" model.",
+      "lang": "en",
+      "in_reply_to_screen_name": "seldo",
+      "in_reply_to_user_id_str": "15453"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948337520735150080"
+          ],
+          "editableUntil": "2018-01-03T00:37:38.859Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "273"
+      ],
+      "favorite_count": "10",
+      "in_reply_to_status_id_str": "948337158183628800",
+      "id_str": "948337520735150080",
+      "in_reply_to_user_id": "15453",
+      "truncated": false,
+      "retweet_count": "1",
+      "id": "948337520735150080",
+      "in_reply_to_status_id": "948337158183628800",
+      "created_at": "Tue Jan 02 23:37:38 +0000 2018",
+      "favorited": false,
+      "full_text": "An even more pessimistic model would be that the service can only be profitable if Uber invents self-driving cars. I don't think they know how to do this -- they fired the guy who did and it turns out he stole the tech anyway. Uber is not going to invent self-driving cars.",
+      "lang": "en",
+      "in_reply_to_screen_name": "seldo",
+      "in_reply_to_user_id_str": "15453"
+    },
+    {
+      "edit_info": {
+        "initial": {
+          "editTweetIds": [
+            "948337158183628800"
+          ],
+          "editableUntil": "2018-01-03T00:36:12.420Z",
+          "editsRemaining": "5",
+          "isEditEligible": true
+        }
+      },
+      "retweeted": false,
+      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
+      "entities": {
+        "hashtags": [],
+        "symbols": [],
+        "user_mentions": [],
+        "urls": []
+      },
+      "display_text_range": [
+        "0",
+        "277"
+      ],
+      "favorite_count": "4",
+      "in_reply_to_status_id_str": "948336620138352645",
+      "id_str": "948337158183628800",
+      "in_reply_to_user_id": "15453",
+      "truncated": false,
+      "retweet_count": "0",
+      "id": "948337158183628800",
+      "in_reply_to_status_id": "948336620138352645",
+      "created_at": "Tue Jan 02 23:36:12 +0000 2018",
+      "favorited": false,
+      "full_text": "This model means Uber matures into a real, steady, profitable service available in major cities around the world. It's a good outcome but it doesn't justify their current massive valuation - they better IPO before that reality becomes apparent, and buying at IPO would be dumb.",
+      "lang": "en",
+      "in_reply_to_screen_name": "seldo",
+      "in_reply_to_user_id_str": "15453"
+    }
+]
diff --git a/packages/core/src/Node.ts b/packages/core/src/Node.ts
index 1908e67248a6945774b2e0728583ecd3ac676f8b..25fa75e1fe086526714a70ae11e45410888eab5a 100644
--- a/packages/core/src/Node.ts
+++ b/packages/core/src/Node.ts
@@ -272,12 +272,13 @@ export class Document<T extends Metadata = Metadata> extends TextNode<T> {
   }
 }
 
-export function jsonToNode(json: any) {
-  if (!json.type) {
+export function jsonToNode(json: any, type?: ObjectType) {
+  if (!json.type && !type) {
     throw new Error("Node type not found");
   }
+  const nodeType = type || json.type;
 
-  switch (json.type) {
+  switch (nodeType) {
     case ObjectType.TEXT:
       return new TextNode(json);
     case ObjectType.INDEX:
@@ -285,7 +286,7 @@ export function jsonToNode(json: any) {
     case ObjectType.DOCUMENT:
       return new Document(json);
     default:
-      throw new Error(`Invalid node type: ${json.type}`);
+      throw new Error(`Invalid node type: ${nodeType}`);
   }
 }
 
diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts
index 85c07860285be071fab0e85a579dc45c3a410492..20ab462977955bdfa52df8e2fa5b45df730943fa 100644
--- a/packages/core/src/index.ts
+++ b/packages/core/src/index.ts
@@ -25,5 +25,6 @@ export * from "./readers/MarkdownReader";
 export * from "./readers/NotionReader";
 export * from "./readers/PDFReader";
 export * from "./readers/SimpleDirectoryReader";
+export * from "./readers/SimpleMongoReader";
 export * from "./readers/base";
 export * from "./storage";
diff --git a/packages/core/src/storage/index.ts b/packages/core/src/storage/index.ts
index b97ba04116f05926c607491e00a5764401258b05..96f8743be6e564594ba4c1d662d536d8f33a6edc 100644
--- a/packages/core/src/storage/index.ts
+++ b/packages/core/src/storage/index.ts
@@ -7,5 +7,6 @@ export { SimpleIndexStore } from "./indexStore/SimpleIndexStore";
 export * from "./indexStore/types";
 export { SimpleKVStore } from "./kvStore/SimpleKVStore";
 export * from "./kvStore/types";
+export { MongoDBAtlasVectorSearch } from "./vectorStore/MongoDBAtlasVectorStore";
 export { SimpleVectorStore } from "./vectorStore/SimpleVectorStore";
 export * from "./vectorStore/types";
diff --git a/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts b/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts
new file mode 100644
index 0000000000000000000000000000000000000000..6f2ec478ba3da60eee3dfbd3c8042af77c9217f8
--- /dev/null
+++ b/packages/core/src/storage/vectorStore/MongoDBAtlasVectorStore.ts
@@ -0,0 +1,164 @@
+import { BulkWriteOptions, Collection, MongoClient } from "mongodb";
+import { BaseNode, MetadataMode } from "../../Node";
+import {
+  MetadataFilters,
+  VectorStore,
+  VectorStoreQuery,
+  VectorStoreQueryResult,
+} from "./types";
+import { metadataDictToNode, nodeToMetadata } from "./utils";
+
+// Utility function to convert metadata filters to MongoDB filter
+function toMongoDBFilter(
+  standardFilters: MetadataFilters,
+): Record<string, any> {
+  const filters: Record<string, any> = {};
+  for (const filter of standardFilters.filters) {
+    filters[filter.key] = filter.value;
+  }
+  return filters;
+}
+
+// MongoDB Atlas Vector Store class implementing VectorStore
+export class MongoDBAtlasVectorSearch implements VectorStore {
+  storesText: boolean = true;
+  flatMetadata: boolean = true;
+
+  mongodbClient: MongoClient;
+  indexName: string;
+  embeddingKey: string;
+  idKey: string;
+  textKey: string;
+  metadataKey: string;
+  insertOptions?: BulkWriteOptions;
+  private collection: Collection;
+
+  constructor(
+    init: Partial<MongoDBAtlasVectorSearch> & {
+      dbName: string;
+      collectionName: string;
+    },
+  ) {
+    if (init.mongodbClient) {
+      this.mongodbClient = init.mongodbClient;
+    } else {
+      const mongoUri = process.env.MONGODB_URI;
+      if (!mongoUri) {
+        throw new Error(
+          "Must specify MONGODB_URI via env variable if not directly passing in client.",
+        );
+      }
+      this.mongodbClient = new MongoClient(mongoUri);
+    }
+
+    this.collection = this.mongodbClient
+      .db(init.dbName ?? "default_db")
+      .collection(init.collectionName ?? "default_collection");
+    this.indexName = init.indexName ?? "default";
+    this.embeddingKey = init.embeddingKey ?? "embedding";
+    this.idKey = init.idKey ?? "id";
+    this.textKey = init.textKey ?? "text";
+    this.metadataKey = init.metadataKey ?? "metadata";
+    this.insertOptions = init.insertOptions;
+  }
+
+  async add(nodes: BaseNode[]): Promise<string[]> {
+    if (!nodes || nodes.length === 0) {
+      return [];
+    }
+    const dataToInsert = nodes.map((node) => {
+      const metadata = nodeToMetadata(
+        node,
+        true,
+        this.textKey,
+        this.flatMetadata,
+      );
+
+      return {
+        [this.idKey]: node.id_,
+        [this.embeddingKey]: node.getEmbedding(),
+        [this.textKey]: node.getContent(MetadataMode.NONE) || "",
+        [this.metadataKey]: metadata,
+      };
+    });
+
+    console.debug("Inserting data into MongoDB: ", dataToInsert);
+    const insertResult = await this.collection.insertMany(
+      dataToInsert,
+      this.insertOptions,
+    );
+    console.debug("Result of insert: ", insertResult);
+    return nodes.map((node) => node.id_);
+  }
+
+  async delete(refDocId: string, deleteOptions?: any): Promise<void> {
+    await this.collection.deleteOne(
+      {
+        [`${this.metadataKey}.ref_doc_id`]: refDocId,
+      },
+      deleteOptions,
+    );
+  }
+
+  get client(): any {
+    return this.mongodbClient;
+  }
+
+  async query(
+    query: VectorStoreQuery,
+    options?: any,
+  ): Promise<VectorStoreQueryResult> {
+    const params: any = {
+      queryVector: query.queryEmbedding,
+      path: this.embeddingKey,
+      numCandidates: query.similarityTopK * 10,
+      limit: query.similarityTopK,
+      index: this.indexName,
+    };
+
+    if (query.filters) {
+      params.filter = toMongoDBFilter(query.filters);
+    }
+
+    const queryField = { $vectorSearch: params };
+    const pipeline = [
+      queryField,
+      {
+        $project: {
+          score: { $meta: "vectorSearchScore" },
+          [this.embeddingKey]: 0,
+        },
+      },
+    ];
+
+    console.debug("Running query pipeline: ", pipeline);
+    const cursor = await this.collection.aggregate(pipeline);
+
+    const nodes: BaseNode[] = [];
+    const ids: string[] = [];
+    const similarities: number[] = [];
+
+    for await (const res of await cursor) {
+      const text = res[this.textKey];
+      const score = res.score;
+      const id = res[this.idKey];
+      const metadata = res[this.metadataKey];
+
+      const node = metadataDictToNode(metadata);
+      node.setContent(text);
+
+      ids.push(id);
+      nodes.push(node);
+      similarities.push(score);
+    }
+
+    const result = {
+      nodes,
+      similarities,
+      ids,
+    };
+
+    console.debug("Result of query (ids):", ids);
+    return result;
+  }
+}
diff --git a/packages/core/src/storage/vectorStore/types.ts b/packages/core/src/storage/vectorStore/types.ts
index cf98afbbb763e16636774ac91d044fe36c974808..be4bb0968607f2626f0868bcd4ded9428a575ecc 100644
--- a/packages/core/src/storage/vectorStore/types.ts
+++ b/packages/core/src/storage/vectorStore/types.ts
@@ -1,5 +1,4 @@
 import { BaseNode } from "../../Node";
-import { GenericFileSystem } from "../FileSystem";
 
 export interface VectorStoreQueryResult {
   nodes?: BaseNode[];
@@ -62,10 +61,9 @@ export interface VectorStore {
   isEmbeddingQuery?: boolean;
   client(): any;
   add(embeddingResults: BaseNode[]): Promise<string[]>;
-  delete(refDocId: string, deleteKwargs?: any): Promise<void>;
+  delete(refDocId: string, deleteOptions?: any): Promise<void>;
   query(
     query: VectorStoreQuery,
     options?: any,
   ): Promise<VectorStoreQueryResult>;
-  persist(persistPath: string, fs?: GenericFileSystem): Promise<void>;
 }
diff --git a/packages/core/src/storage/vectorStore/utils.ts b/packages/core/src/storage/vectorStore/utils.ts
new file mode 100644
index 0000000000000000000000000000000000000000..ab31b8cc3f88d9d8a725930546154e6e7d9b34d7
--- /dev/null
+++ b/packages/core/src/storage/vectorStore/utils.ts
@@ -0,0 +1,64 @@
+import {
+  BaseNode,
+  IndexNode,
+  Metadata,
+  ObjectType,
+  jsonToNode,
+} from "../../Node";
+
+const DEFAULT_TEXT_KEY = "text";
+
+export function validateIsFlat(obj: { [key: string]: any }): void {
+  for (let key in obj) {
+    if (typeof obj[key] === "object" && obj[key] !== null) {
+      throw new Error(`Value for metadata ${key} must not be another object`);
+    }
+  }
+}
+
+export function nodeToMetadata(
+  node: BaseNode,
+  removeText: boolean = false,
+  textField: string = DEFAULT_TEXT_KEY,
+  flatMetadata: boolean = false,
+): Metadata {
+  const nodeObj = node.toJSON();
+  const metadata = node.metadata;
+
+  if (flatMetadata) {
+    validateIsFlat(node.metadata);
+  }
+
+  if (removeText) {
+    nodeObj[textField] = "";
+  }
+
+  nodeObj["embedding"] = null;
+
+  metadata["_node_content"] = JSON.stringify(nodeObj);
+  metadata["_node_type"] = node.constructor.name;
+
+  metadata["document_id"] = node.sourceNode?.nodeId || "None";
+  metadata["doc_id"] = node.sourceNode?.nodeId || "None";
+  metadata["ref_doc_id"] = node.sourceNode?.nodeId || "None";
+
+  return metadata;
+}
+
+export function metadataDictToNode(metadata: Metadata): BaseNode {
+  const nodeObj = metadata["_node_content"];
+  if (!nodeObj) {
+    throw new Error("Node content not found in metadata.");
+  }
+
+  // Note: we're using the name of the class stored in `_node_type`
+  // and not the type attribute to reconstruct
+  // the node. This way we're compatible with LlamaIndex Python
+  const node_type = metadata["_node_type"];
+  switch (node_type) {
+    case IndexNode.name:
+      return jsonToNode(nodeObj, ObjectType.INDEX);
+    default:
+      return jsonToNode(nodeObj, ObjectType.TEXT);
+  }
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 50f0fdef519c7a04852a02b5cf74acedf6823364..47d34a3a5d7f5a1fd04b162a5e4506385a2128f2 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -17,7 +17,7 @@ importers:
         version: 2.26.2
       '@turbo/gen':
         specifier: ^1.10.16
-        version: 1.10.16(@types/node@20.9.0)(typescript@5.2.2)
+        version: 1.10.16(@types/node@18.18.8)(typescript@5.2.2)
       '@types/jest':
         specifier: ^29.5.8
         version: 29.5.8
@@ -32,7 +32,7 @@ importers:
         version: 8.0.3
       jest:
         specifier: ^29.7.0
-        version: 29.7.0(@types/node@20.9.0)
+        version: 29.7.0(@types/node@18.18.8)
       lint-staged:
         specifier: ^15.1.0
         version: 15.1.0
@@ -104,6 +104,25 @@ importers:
         specifier: ^4.9.5
         version: 4.9.5
 
+  apps/mongodb:
+    dependencies:
+      dotenv:
+        specifier: ^16.3.1
+        version: 16.3.1
+      llamaindex:
+        specifier: workspace:*
+        version: link:../../packages/core
+      mongodb:
+        specifier: ^6.2.0
+        version: 6.2.0
+    devDependencies:
+      '@types/node':
+        specifier: ^18.18.6
+        version: 18.18.8
+      ts-node:
+        specifier: ^10.9.1
+        version: 10.9.1(@types/node@18.18.8)(typescript@5.2.2)
+
   apps/simple:
     dependencies:
       '@notionhq/client':
@@ -3366,14 +3385,14 @@ packages:
       '@jest/test-result': 29.7.0
       '@jest/transform': 29.7.0
       '@jest/types': 29.6.3
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
       ansi-escapes: 4.3.2
       chalk: 4.1.2
       ci-info: 3.9.0
       exit: 0.1.2
       graceful-fs: 4.2.11
       jest-changed-files: 29.7.0
-      jest-config: 29.7.0(@types/node@20.9.0)
+      jest-config: 29.7.0(@types/node@18.18.8)
       jest-haste-map: 29.7.0
       jest-message-util: 29.7.0
       jest-regex-util: 29.6.3
@@ -3548,7 +3567,7 @@ packages:
       '@jest/schemas': 29.6.3
       '@types/istanbul-lib-coverage': 2.0.6
       '@types/istanbul-reports': 3.0.4
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
       '@types/yargs': 17.0.31
       chalk: 4.1.2
 
@@ -3572,7 +3591,7 @@ packages:
     resolution: {integrity: sha512-UTYAUj/wviwdsMfzoSJspJxbkH5o1snzwX0//0ENX1u/55kkZZkcTZP6u9bwKGkv+dkk9at4m1Cpt0uY80kcpQ==}
     dependencies:
       '@jridgewell/gen-mapping': 0.3.3
-      '@jridgewell/trace-mapping': 0.3.19
+      '@jridgewell/trace-mapping': 0.3.20
 
   /@jridgewell/sourcemap-codec@1.4.15:
     resolution: {integrity: sha512-eF2rxCRulEKXHTRiDrDy6erMYWqNw4LPdQ8UQA4huuxaQsVeRPFl2oM8oDGxMFhJUWZf9McpLtJasDDZb/Bpeg==}
@@ -3789,7 +3808,7 @@ packages:
     dependencies:
       '@edge-runtime/types': 2.2.4
       '@sinclair/typebox': 0.29.6
-      '@types/node': 18.18.7
+      '@types/node': 18.18.8
       ajv: 8.12.0
       cross-fetch: 3.1.8(encoding@0.1.13)
       encoding: 0.1.13
@@ -4067,7 +4086,7 @@ packages:
     resolution: {integrity: sha512-vxhUy4J8lyeyinH7Azl1pdd43GJhZH/tP2weN8TntQblOY+A0XbT8DJk1/oCPuOOyg/Ja757rG0CgHcWC8OfMA==}
     dev: true
 
-  /@turbo/gen@1.10.16(@types/node@20.9.0)(typescript@5.2.2):
+  /@turbo/gen@1.10.16(@types/node@18.18.8)(typescript@5.2.2):
     resolution: {integrity: sha512-PzyluADjVuy5OcIi+/aRcD70OElQpRVRDdfZ9fH8G5Fv75lQcNrjd1bBGKmhjSw+g+eTEkXMGnY7s6gsCYjYTQ==}
     hasBin: true
     dependencies:
@@ -4079,7 +4098,7 @@ packages:
       minimatch: 9.0.3
       node-plop: 0.26.3
       proxy-agent: 6.3.1
-      ts-node: 10.9.1(@types/node@20.9.0)(typescript@5.2.2)
+      ts-node: 10.9.1(@types/node@18.18.8)(typescript@5.2.2)
       update-check: 1.5.4
       validate-npm-package-name: 5.0.0
     transitivePeerDependencies:
@@ -4185,7 +4204,7 @@ packages:
   /@types/cross-spawn@6.0.0:
     resolution: {integrity: sha512-evp2ZGsFw9YKprDbg8ySgC9NA15g3YgiI8ANkGmKKvvi0P2aDGYLPxQIC5qfeKNUOe3TjABVGuah6omPRpIYhg==}
     dependencies:
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
     dev: true
 
   /@types/eslint-scope@3.7.5:
@@ -4362,7 +4381,7 @@ packages:
   /@types/node-fetch@2.6.6:
     resolution: {integrity: sha512-95X8guJYhfqiuVVhRFxVQcf4hW/2bCuoPwDasMf/531STFoNoWTT7YDnWdXHEZKqAGUigmpG31r2FE70LwnzJw==}
     dependencies:
-      '@types/node': 18.18.7
+      '@types/node': 18.18.8
       form-data: 4.0.0
     dev: false
 
@@ -4392,6 +4411,7 @@ packages:
     resolution: {integrity: sha512-bw+lEsxis6eqJYW8Ql6+yTqkE6RuFtsQPSe5JxXbqYRFQEER5aJA9a5UH9igqDWm3X4iLHIKOHlnAXLM4mi7uQ==}
     dependencies:
       undici-types: 5.26.5
+    dev: true
 
   /@types/node@18.18.8:
     resolution: {integrity: sha512-OLGBaaK5V3VRBS1bAkMVP2/W9B+H8meUfl866OrMNQqt7wDgdpWPp5o6gmIc9pB+lIQHSq4ZL8ypeH1vPxcPaQ==}
@@ -4402,6 +4422,7 @@ packages:
     resolution: {integrity: sha512-nekiGu2NDb1BcVofVcEKMIwzlx4NjHlcjhoxxKBNLtz15Y1z7MYf549DFvkHSId02Ax6kGwWntIBPC3l/JZcmw==}
     dependencies:
       undici-types: 5.26.5
+    dev: true
 
   /@types/normalize-package-data@2.4.4:
     resolution: {integrity: sha512-37i+OaWTh9qeK4LSHPsyRC7NahnGotNuZvjLSgcPzblpHB3rrCJxAOgI5gCdKm7coonsaX1Of0ILiTcnZjbfxA==}
@@ -4527,7 +4548,7 @@ packages:
   /@types/tar@6.1.5:
     resolution: {integrity: sha512-qm2I/RlZij5RofuY7vohTpYNaYcrSQlN2MyjucQc7ZweDwaEWkdN/EeNh6e9zjK6uEm6PwjdMXkcj05BxZdX1Q==}
     dependencies:
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
       minipass: 4.2.8
     dev: true
 
@@ -4790,6 +4811,7 @@ packages:
   /acorn-walk@8.2.0:
     resolution: {integrity: sha512-k+iyHEuPgSw6SbuDpGQM+06HQUa04DZ3o+F6CSzXMvvI5KMvnaEqXe+YVe555R9nn6GPt404fos4wcgpw12SDA==}
     engines: {node: '>=0.4.0'}
+    dev: false
 
   /acorn-walk@8.3.0:
     resolution: {integrity: sha512-FS7hV565M5l1R08MXqo8odwMTB02C2UqzB17RVgu9EyuYFBqJZ3/ZY97sQD5FewVu1UyDFc1yztUDrAwT0EypA==}
@@ -6334,7 +6356,7 @@ packages:
       sha.js: 2.4.11
     dev: true
 
-  /create-jest@29.7.0(@types/node@20.9.0):
+  /create-jest@29.7.0(@types/node@18.18.8):
     resolution: {integrity: sha512-Adz2bdH0Vq3F53KEMJOoftQFutWCukm6J24wbPWRO4k1kMY7gS7ds/uoJkNuV8wDCtWWnuwGcJwpWcih+zEW1Q==}
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     hasBin: true
@@ -6343,7 +6365,7 @@ packages:
       chalk: 4.1.2
       exit: 0.1.2
       graceful-fs: 4.2.11
-      jest-config: 29.7.0(@types/node@20.9.0)
+      jest-config: 29.7.0(@types/node@18.18.8)
       jest-util: 29.7.0
       prompts: 2.4.2
     transitivePeerDependencies:
@@ -7074,6 +7096,11 @@ packages:
       is-obj: 2.0.0
     dev: true
 
+  /dotenv@16.3.1:
+    resolution: {integrity: sha512-IPzF4w4/Rd94bA9imS68tZBaYyBWSCE47V1RGuMrB94iyTOIEwRmVL2x/4An+6mETpLrKJ5hQkB8W4kFAadeIQ==}
+    engines: {node: '>=12'}
+    dev: false
+
   /duck@0.1.12:
     resolution: {integrity: sha512-wkctla1O6VfP89gQ+J/yDesM0S7B7XLXjKGzXxMDVFg7uEn706niAtyYovKbyq1oT9YwDcly721/iUWoc8MVRg==}
     dependencies:
@@ -9649,7 +9676,7 @@ packages:
       - supports-color
     dev: true
 
-  /jest-cli@29.7.0(@types/node@20.9.0):
+  /jest-cli@29.7.0(@types/node@18.18.8):
     resolution: {integrity: sha512-OVVobw2IubN/GSYsxETi+gOe7Ka59EFMR/twOU3Jb2GnKKeMGJB5SGUUrEz3SFVmJASUdZUzy83sLNNQ2gZslg==}
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     hasBin: true
@@ -9663,10 +9690,10 @@ packages:
       '@jest/test-result': 29.7.0
       '@jest/types': 29.6.3
       chalk: 4.1.2
-      create-jest: 29.7.0(@types/node@20.9.0)
+      create-jest: 29.7.0(@types/node@18.18.8)
       exit: 0.1.2
       import-local: 3.1.0
-      jest-config: 29.7.0(@types/node@20.9.0)
+      jest-config: 29.7.0(@types/node@18.18.8)
       jest-util: 29.7.0
       jest-validate: 29.7.0
       yargs: 17.7.2
@@ -9677,7 +9704,7 @@ packages:
       - ts-node
     dev: true
 
-  /jest-config@29.7.0(@types/node@20.9.0):
+  /jest-config@29.7.0(@types/node@18.18.8):
     resolution: {integrity: sha512-uXbpfeQ7R6TZBqI3/TxCU4q4ttk3u0PJeC+E0zbfSoSjq6bJ7buBPxzQPL0ifrkY4DNu4JUdk0ImlBUYi840eQ==}
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     peerDependencies:
@@ -9692,7 +9719,7 @@ packages:
       '@babel/core': 7.23.3
       '@jest/test-sequencer': 29.7.0
       '@jest/types': 29.6.3
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
       babel-jest: 29.7.0(@babel/core@7.23.3)
       chalk: 4.1.2
       ci-info: 3.9.0
@@ -9957,7 +9984,7 @@ packages:
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     dependencies:
       '@jest/types': 29.6.3
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
       chalk: 4.1.2
       ci-info: 3.9.0
       graceful-fs: 4.2.11
@@ -10006,7 +10033,7 @@ packages:
       merge-stream: 2.0.0
       supports-color: 8.1.1
 
-  /jest@29.7.0(@types/node@20.9.0):
+  /jest@29.7.0(@types/node@18.18.8):
     resolution: {integrity: sha512-NIy3oAFp9shda19hy4HK0HRTWKtPJmGdnvywu01nOqNC2vZg+Z+fvJDxpMQA88eb2I9EcafcdjYgsDthnYTvGw==}
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     hasBin: true
@@ -10019,7 +10046,7 @@ packages:
       '@jest/core': 29.7.0
       '@jest/types': 29.6.3
       import-local: 3.1.0
-      jest-cli: 29.7.0(@types/node@20.9.0)
+      jest-cli: 29.7.0(@types/node@18.18.8)
     transitivePeerDependencies:
       - '@types/node'
       - babel-plugin-macros
@@ -13989,7 +14016,7 @@ packages:
     hasBin: true
     dependencies:
       '@jridgewell/source-map': 0.3.5
-      acorn: 8.10.0
+      acorn: 8.11.2
       commander: 2.20.0
       source-map-support: 0.5.21
 
@@ -14171,7 +14198,7 @@ packages:
       '@babel/core': 7.23.3
       bs-logger: 0.2.6
       fast-json-stable-stringify: 2.1.0
-      jest: 29.7.0(@types/node@20.9.0)
+      jest: 29.7.0(@types/node@18.18.8)
       jest-util: 29.7.0
       json5: 2.2.3
       lodash.memoize: 4.1.2
@@ -14201,8 +14228,8 @@ packages:
       '@tsconfig/node14': 1.0.3
       '@tsconfig/node16': 1.0.4
       '@types/node': 18.18.7
-      acorn: 8.10.0
-      acorn-walk: 8.2.0
+      acorn: 8.11.2
+      acorn-walk: 8.3.0
       arg: 4.1.3
       create-require: 1.1.1
       diff: 4.0.2
@@ -14212,7 +14239,7 @@ packages:
       yn: 3.1.1
     dev: true
 
-  /ts-node@10.9.1(@types/node@20.9.0)(typescript@5.2.2):
+  /ts-node@10.9.1(@types/node@18.18.8)(typescript@5.2.2):
     resolution: {integrity: sha512-NtVysVPkxxrwFGUUxGYhfux8k78pQB3JqYBXlLRZgdGUqTO5wU/UyHop5p70iEbGhB7q5KmiZiU0Y3KlJrScEw==}
     hasBin: true
     peerDependencies:
@@ -14231,7 +14258,7 @@ packages:
       '@tsconfig/node12': 1.0.11
       '@tsconfig/node14': 1.0.3
       '@tsconfig/node16': 1.0.4
-      '@types/node': 20.9.0
+      '@types/node': 18.18.8
       acorn: 8.11.2
       acorn-walk: 8.3.0
       arg: 4.1.3