diff --git a/indexer/configs/envConfig.js b/indexer/configs/envConfig.js
index b410eea4..a054b560 100644
--- a/indexer/configs/envConfig.js
+++ b/indexer/configs/envConfig.js
@@ -5,4 +5,9 @@ dotenv.config({ path: ".env" });
 export const envConfig = {
   MEILI_ROOT_URL: process.env.MEILI_ROOT_URL,
   MEILI_PRIVATE_KEY: process.env.MEILI_PRIVATE_KEY,
+
+  POSTGRES_URL: process.env.POSTGRES_URL,
+
+  OPENAI_API_KEY: process.env.OPENAI_API_KEY,
+  OPENAI_ORGANIZATION: process.env.OPENAI_ORGANIZATION,
 };
diff --git a/indexer/doc.js b/indexer/doc.js
index 8ccf1486..d61c4e77 100644
--- a/indexer/doc.js
+++ b/indexer/doc.js
@@ -1,5 +1,7 @@
 import { crawlingDocData } from "./util/crawlingDoc.js";
 import { importDataToMeiliSearch } from "./util/importDataToMailisearch.js";
+import { generateEmbeddings } from "./util/generateEmbeddings.js";
 
 await crawlingDocData();
 await importDataToMeiliSearch("docs", "docData");
+// await generateEmbeddings();
diff --git a/indexer/package-lock.json b/indexer/package-lock.json
index 068460fa..abe651d9 100644
--- a/indexer/package-lock.json
+++ b/indexer/package-lock.json
@@ -12,7 +12,10 @@
         "cheerio": "^1.0.0-rc.10",
         "dotenv": "^10.0.0",
         "got": "^12.5.3",
+        "knex": "^2.5.1",
         "meilisearch": "^0.31.1",
+        "openai": "^4.5.0",
+        "pg": "^8.11.3",
         "uuid": "^8.3.2"
       }
     },
@@ -43,11 +46,65 @@
       "resolved": "https://registry.npmjs.org/@types/http-cache-semantics/-/http-cache-semantics-4.0.1.tgz",
       "integrity": "sha512-SZs7ekbP8CN0txVG2xVRH6EgKmEm31BOxA07vkFaETzZz1xh+cbt8BcI0slpymvwhx5dlFnQG2rTlPVQn+iRPQ=="
     },
+    "node_modules/@types/node": {
+      "version": "18.17.15",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.17.15.tgz",
+      "integrity": "sha512-2yrWpBk32tvV/JAd3HNHWuZn/VDN1P+72hWirHnvsvTGSqbANi+kSeuQR9yAHnbvaBvHDsoTdXV0Fe+iRtHLKA=="
+    },
+    "node_modules/@types/node-fetch": {
+      "version": "2.6.5",
+      "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.5.tgz",
+      "integrity": "sha512-OZsUlr2nxvkqUFLSaY2ZbA+P1q22q+KrlxWOn/38RX+u5kTkYL2mTujEpzUhGkS+K/QCYp9oagfXG39XOzyySg==",
+      "dependencies": {
+        "@types/node": "*",
+        "form-data": "^4.0.0"
+      }
+    },
+    "node_modules/abort-controller": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
+      "integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
+      "dependencies": {
+        "event-target-shim": "^5.0.0"
+      },
+      "engines": {
+        "node": ">=6.5"
+      }
+    },
+    "node_modules/agentkeepalive": {
+      "version": "4.5.0",
+      "resolved": "https://registry.npmjs.org/agentkeepalive/-/agentkeepalive-4.5.0.tgz",
+      "integrity": "sha512-5GG/5IbQQpC9FpkRGsSvZI5QYeSCzlJHdpBQntCsuTOxhKD8lqKhrleg2Yi7yvMIf82Ycmmqln9U8V9qwEiJew==",
+      "dependencies": {
+        "humanize-ms": "^1.2.1"
+      },
+      "engines": {
+        "node": ">= 8.0.0"
+      }
+    },
+    "node_modules/asynckit": {
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
+      "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q=="
+    },
+    "node_modules/base-64": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/base-64/-/base-64-0.1.0.tgz",
+      "integrity": "sha512-Y5gU45svrR5tI2Vt/X9GPd3L0HNIKzGu202EjxrXMpuc2V2CiKgemAbUUsqYmZJvPtCXoUKjNZwBJzsNScUbXA=="
+    },
     "node_modules/boolbase": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/boolbase/-/boolbase-1.0.0.tgz",
       "integrity": "sha1-aN/1++YMUes3cl6p4+0xDcwed24="
     },
+    "node_modules/buffer-writer": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/buffer-writer/-/buffer-writer-2.0.0.tgz",
+      "integrity": "sha512-a7ZpuTZU1TRtnwyCNW3I5dc0wWNC3VR9S++Ewyk2HHZdrO3CQJqSpd+95Us590V6AL7JqUAH2IwZ/398PmNFgw==",
+      "engines": {
+        "node": ">=4"
+      }
+    },
     "node_modules/cacheable-lookup": {
       "version": "7.0.0",
       "resolved": "https://registry.npmjs.org/cacheable-lookup/-/cacheable-lookup-7.0.0.tgz",
@@ -73,6 +130,14 @@
         "node": ">=14.16"
       }
     },
+    "node_modules/charenc": {
+      "version": "0.0.2",
+      "resolved": "https://registry.npmjs.org/charenc/-/charenc-0.0.2.tgz",
+      "integrity": "sha512-yrLQ/yVUFXkzg7EDQsPieE/53+0RlaWTs+wBrvW36cyilJ2SaDWfl4Yj7MtLTXleV9uEKefbAGUPv2/iWSooRA==",
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/cheerio": {
       "version": "1.0.0-rc.10",
       "resolved": "https://registry.npmjs.org/cheerio/-/cheerio-1.0.0-rc.10.tgz",
@@ -108,6 +173,30 @@
         "url": "https://github.com/sponsors/fb55"
       }
     },
+    "node_modules/colorette": {
+      "version": "2.0.19",
+      "resolved": "https://registry.npmjs.org/colorette/-/colorette-2.0.19.tgz",
+      "integrity": "sha512-3tlv/dIP7FWvj3BsbHrGLJ6l/oKh1O3TcgBqMn+yyCagOxc23fyzDS6HypQbgxWbkpDnf52p1LuR4eWDQ/K9WQ=="
+    },
+    "node_modules/combined-stream": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/combined-stream/-/combined-stream-1.0.8.tgz",
+      "integrity": "sha512-FQN4MRfuJeHf7cBbBMJFXhKSDq+2kAArBlmRBvcvFE5BB1HZKXtSFASDhdlz9zOYwxh8lDdnvmMOe/+5cdoEdg==",
+      "dependencies": {
+        "delayed-stream": "~1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/commander": {
+      "version": "10.0.1",
+      "resolved": "https://registry.npmjs.org/commander/-/commander-10.0.1.tgz",
+      "integrity": "sha512-y4Mg2tXshplEbSGzx7amzPwKKOCGuoSRP/CjEdwwk0FOGlUbq6lKuoyDZTNZkmxHdJtp54hdfY/JUrdL7Xfdug==",
+      "engines": {
+        "node": ">=14"
+      }
+    },
     "node_modules/cross-fetch": {
       "version": "3.1.5",
       "resolved": "https://registry.npmjs.org/cross-fetch/-/cross-fetch-3.1.5.tgz",
@@ -116,6 +205,14 @@
         "node-fetch": "2.6.7"
       }
     },
+    "node_modules/crypt": {
+      "version": "0.0.2",
+      "resolved": "https://registry.npmjs.org/crypt/-/crypt-0.0.2.tgz",
+      "integrity": "sha512-mCxBlsHFYh9C+HVpiEacem8FEBnMXgU9gy4zmNC+SXAZNB/1idgp/aulFJ4FgCi7GPEVbfyng092GqL2k2rmow==",
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/css-select": {
       "version": "4.2.0",
       "resolved": "https://registry.npmjs.org/css-select/-/css-select-4.2.0.tgz",
@@ -142,6 +239,22 @@
         "url": "https://github.com/sponsors/fb55"
       }
     },
+    "node_modules/debug": {
+      "version": "4.3.4",
+      "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz",
+      "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==",
+      "dependencies": {
+        "ms": "2.1.2"
+      },
+      "engines": {
+        "node": ">=6.0"
+      },
+      "peerDependenciesMeta": {
+        "supports-color": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/decompress-response": {
       "version": "6.0.0",
       "resolved": "https://registry.npmjs.org/decompress-response/-/decompress-response-6.0.0.tgz",
@@ -175,6 +288,23 @@
         "node": ">=10"
       }
     },
+    "node_modules/delayed-stream": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/delayed-stream/-/delayed-stream-1.0.0.tgz",
+      "integrity": "sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==",
+      "engines": {
+        "node": ">=0.4.0"
+      }
+    },
+    "node_modules/digest-fetch": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/digest-fetch/-/digest-fetch-1.3.0.tgz",
+      "integrity": "sha512-CGJuv6iKNM7QyZlM2T3sPAdZWd/p9zQiRNS9G+9COUCwzWFTs0Xp8NF5iePx7wtvhDykReiRRrSeNb4oMmB8lA==",
+      "dependencies": {
+        "base-64": "^0.1.0",
+        "md5": "^2.3.0"
+      }
+    },
     "node_modules/dom-serializer": {
       "version": "1.3.2",
       "resolved": "https://registry.npmjs.org/dom-serializer/-/dom-serializer-1.3.2.tgz",
@@ -242,6 +372,43 @@
         "url": "https://github.com/fb55/entities?sponsor=1"
       }
     },
+    "node_modules/escalade": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.1.1.tgz",
+      "integrity": "sha512-k0er2gUkLf8O0zKJiAhmkTnJlTvINGv7ygDNPbeIsX/TJjGJZHuh9B2UxbsaEkmlEo9MfhrSzmhIlhRlI2GXnw==",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/esm": {
+      "version": "3.2.25",
+      "resolved": "https://registry.npmjs.org/esm/-/esm-3.2.25.tgz",
+      "integrity": "sha512-U1suiZ2oDVWv4zPO56S0NcR5QriEahGtdN2OR6FiOG4WJvcjBVFB0qI4+eKoWFH483PKGuLuu6V8Z4T5g63UVA==",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/event-target-shim": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/event-target-shim/-/event-target-shim-5.0.1.tgz",
+      "integrity": "sha512-i/2XbnSz/uxRCU6+NdVJgKWDTM427+MqYbkQzD321DuCQJUqOuJKIA0IM2+W2xtYHdKOmZ4dR6fExsd4SXL+WQ==",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/form-data": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.0.tgz",
+      "integrity": "sha512-ETEklSGi5t0QMZuiXoA/Q6vcnxcLQP5vdugSpuAyi6SVGi2clPPp+xgEhuMaHC+zGgn31Kd235W35f7Hykkaww==",
+      "dependencies": {
+        "asynckit": "^0.4.0",
+        "combined-stream": "^1.0.8",
+        "mime-types": "^2.1.12"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
     "node_modules/form-data-encoder": {
       "version": "2.1.4",
       "resolved": "https://registry.npmjs.org/form-data-encoder/-/form-data-encoder-2.1.4.tgz",
@@ -250,6 +417,31 @@
         "node": ">= 14.17"
       }
     },
+    "node_modules/formdata-node": {
+      "version": "4.4.1",
+      "resolved": "https://registry.npmjs.org/formdata-node/-/formdata-node-4.4.1.tgz",
+      "integrity": "sha512-0iirZp3uVDjVGt9p49aTaqjk84TrglENEDuqfdlZQ1roC9CWlPk6Avf8EEnZNcAqPonwkG35x4n3ww/1THYAeQ==",
+      "dependencies": {
+        "node-domexception": "1.0.0",
+        "web-streams-polyfill": "4.0.0-beta.3"
+      },
+      "engines": {
+        "node": ">= 12.20"
+      }
+    },
+    "node_modules/function-bind": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/function-bind/-/function-bind-1.1.1.tgz",
+      "integrity": "sha512-yIovAzMX49sF8Yl58fSCWJ5svSLuaibPxXQJFLmBObTuCr0Mf1KiPopGM9NiFjiYBCbfaa2Fh6breQ6ANVTI0A=="
+    },
+    "node_modules/get-package-type": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/get-package-type/-/get-package-type-0.1.0.tgz",
+      "integrity": "sha512-pjzuKtY64GYfWizNAJ0fr9VqttZkNiK2iS430LtIHzjBEr6bX8Am2zm4sW4Ro5wjWW5cAlRL1qAMTcXbjNAO2Q==",
+      "engines": {
+        "node": ">=8.0.0"
+      }
+    },
     "node_modules/get-stream": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/get-stream/-/get-stream-6.0.1.tgz",
@@ -261,6 +453,11 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/getopts": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/getopts/-/getopts-2.3.0.tgz",
+      "integrity": "sha512-5eDf9fuSXwxBL6q5HX+dhDj+dslFGWzU5thZ9kNKUkcPtaPdatmUFKwHFrLb/uf/WpA4BHET+AX3Scl56cAjpA=="
+    },
     "node_modules/got": {
       "version": "12.5.3",
       "resolved": "https://registry.npmjs.org/got/-/got-12.5.3.tgz",
@@ -285,6 +482,17 @@
         "url": "https://github.com/sindresorhus/got?sponsor=1"
       }
     },
+    "node_modules/has": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/has/-/has-1.0.3.tgz",
+      "integrity": "sha512-f2dvO0VU6Oej7RkWJGrehjbzMAjFp5/VKPp5tTpWIV4JHHZK1/BxbFRtf/siA2SWTe09caDmVtYYzWEIbBS4zw==",
+      "dependencies": {
+        "function-bind": "^1.1.1"
+      },
+      "engines": {
+        "node": ">= 0.4.0"
+      }
+    },
     "node_modules/htmlparser2": {
       "version": "6.1.0",
       "resolved": "https://registry.npmjs.org/htmlparser2/-/htmlparser2-6.1.0.tgz",
@@ -320,6 +528,38 @@
         "node": ">=10.19.0"
       }
     },
+    "node_modules/humanize-ms": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/humanize-ms/-/humanize-ms-1.2.1.tgz",
+      "integrity": "sha512-Fl70vYtsAFb/C06PTS9dZBo7ihau+Tu/DNCk/OyHhea07S+aeMWpFFkUaXRa8fI+ScZbEI8dfSxwY7gxZ9SAVQ==",
+      "dependencies": {
+        "ms": "^2.0.0"
+      }
+    },
+    "node_modules/interpret": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/interpret/-/interpret-2.2.0.tgz",
+      "integrity": "sha512-Ju0Bz/cEia55xDwUWEa8+olFpCiQoypjnQySseKtmjNrnps3P+xfpUmGr90T7yjlVJmOtybRvPXhKMbHr+fWnw==",
+      "engines": {
+        "node": ">= 0.10"
+      }
+    },
+    "node_modules/is-buffer": {
+      "version": "1.1.6",
+      "resolved": "https://registry.npmjs.org/is-buffer/-/is-buffer-1.1.6.tgz",
+      "integrity": "sha512-NcdALwpXkTm5Zvvbk7owOUSvVvBKDgKP5/ewfXEznmQFfs4ZRmanOeKBTjRVjka3QFoN6XJ+9F3USqfHqTaU5w=="
+    },
+    "node_modules/is-core-module": {
+      "version": "2.13.0",
+      "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.13.0.tgz",
+      "integrity": "sha512-Z7dk6Qo8pOCp3l4tsX2C5ZVas4V+UxwQodwZhLopL91TX8UyyHEXafPcyoeeWuLrwzHcr3igO78wNLwHJHsMCQ==",
+      "dependencies": {
+        "has": "^1.0.3"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
     "node_modules/json-buffer": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/json-buffer/-/json-buffer-3.0.1.tgz",
@@ -333,6 +573,61 @@
         "json-buffer": "3.0.1"
       }
     },
+    "node_modules/knex": {
+      "version": "2.5.1",
+      "resolved": "https://registry.npmjs.org/knex/-/knex-2.5.1.tgz",
+      "integrity": "sha512-z78DgGKUr4SE/6cm7ku+jHvFT0X97aERh/f0MUKAKgFnwCYBEW4TFBqtHWFYiJFid7fMrtpZ/gxJthvz5mEByA==",
+      "dependencies": {
+        "colorette": "2.0.19",
+        "commander": "^10.0.0",
+        "debug": "4.3.4",
+        "escalade": "^3.1.1",
+        "esm": "^3.2.25",
+        "get-package-type": "^0.1.0",
+        "getopts": "2.3.0",
+        "interpret": "^2.2.0",
+        "lodash": "^4.17.21",
+        "pg-connection-string": "2.6.1",
+        "rechoir": "^0.8.0",
+        "resolve-from": "^5.0.0",
+        "tarn": "^3.0.2",
+        "tildify": "2.0.0"
+      },
+      "bin": {
+        "knex": "bin/cli.js"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "peerDependenciesMeta": {
+        "better-sqlite3": {
+          "optional": true
+        },
+        "mysql": {
+          "optional": true
+        },
+        "mysql2": {
+          "optional": true
+        },
+        "pg": {
+          "optional": true
+        },
+        "pg-native": {
+          "optional": true
+        },
+        "sqlite3": {
+          "optional": true
+        },
+        "tedious": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/lodash": {
+      "version": "4.17.21",
+      "resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
+      "integrity": "sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg=="
+    },
     "node_modules/lowercase-keys": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/lowercase-keys/-/lowercase-keys-3.0.0.tgz",
@@ -344,6 +639,16 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/md5": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/md5/-/md5-2.3.0.tgz",
+      "integrity": "sha512-T1GITYmFaKuO91vxyoQMFETst+O71VUPEU3ze5GNzDm0OWdP8v1ziTaAEPUr/3kLsY3Sftgz242A1SetQiDL7g==",
+      "dependencies": {
+        "charenc": "0.0.2",
+        "crypt": "0.0.2",
+        "is-buffer": "~1.1.6"
+      }
+    },
     "node_modules/meilisearch": {
       "version": "0.31.1",
       "resolved": "https://registry.npmjs.org/meilisearch/-/meilisearch-0.31.1.tgz",
@@ -352,6 +657,25 @@
         "cross-fetch": "^3.1.5"
       }
     },
+    "node_modules/mime-db": {
+      "version": "1.52.0",
+      "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.52.0.tgz",
+      "integrity": "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/mime-types": {
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+      "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-2.1.35.tgz",
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+      "integrity": "sha512-qTAAlrEsl8s4OiEQY69wDvcMIdQN6wdz5ojQiOy6YRMuynxenON0O5oCpJI6lshc6scgAY8qvJ2On/p+CXY0GA==",
+      "requires": {
+        "pg-int8": "1.0.1",
+        "postgres-array": "~2.0.0",
+        "postgres-bytea": "~1.0.0",
+        "postgres-date": "~1.0.4",
+        "postgres-interval": "^1.1.0"
+      }
+    },
+    "pgpass": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/pgpass/-/pgpass-1.0.5.tgz",
+      "integrity": "sha512-FdW9r/jQZhSeohs1Z3sI1yxFQNFvMcnmfuj4WBMUTxOrAyLMaTcE1aAMBiTlbMNaXvBCQuVi0R7hd8udDSP7ug==",
+      "requires": {
+        "split2": "^4.1.0"
+      }
+    },
+    "postgres-array": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/postgres-array/-/postgres-array-2.0.0.tgz",
+      "integrity": "sha512-VpZrUqU5A69eQyW2c5CA1jtLecCsN2U/bD6VilrFDWq5+5UIEVO7nazS3TEcHf1zuPYO/sqGvUvW62g86RXZuA=="
+    },
+    "postgres-bytea": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/postgres-bytea/-/postgres-bytea-1.0.0.tgz",
+      "integrity": "sha512-xy3pmLuQqRBZBXDULy7KbaitYqLcmxigw14Q5sj8QBVLqEwXfeybIKVWiqAXTlcvdvb0+xkOtDbfQMOf4lST1w=="
+    },
+    "postgres-date": {
+      "version": "1.0.7",
+      "resolved": "https://registry.npmjs.org/postgres-date/-/postgres-date-1.0.7.tgz",
+      "integrity": "sha512-suDmjLVQg78nMK2UZ454hAG+OAW+HQPZ6n++TNDUX+L0+uUlLywnoxJKDou51Zm+zTCjrCl0Nq6J9C5hP9vK/Q=="
+    },
+    "postgres-interval": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/postgres-interval/-/postgres-interval-1.2.0.tgz",
+      "integrity": "sha512-9ZhXKM/rw350N1ovuWHbGxnGh/SNJ4cnxHiM0rxE4VN41wsg8P8zWn9hv/buK00RP4WvlOyr/RBDiptyxVbkZQ==",
+      "requires": {
+        "xtend": "^4.0.0"
+      }
+    },
     "quick-lru": {
       "version": "5.1.1",
       "resolved": "https://registry.npmjs.org/quick-lru/-/quick-lru-5.1.1.tgz",
       "integrity": "sha512-WuyALRjWPDGtt/wzJiadO5AXY+8hZ80hVpe6MyivgraREW751X3SbhRvG3eLKOYN+8VEvqLcf3wdnt44Z4S4SA=="
     },
+    "rechoir": {
+      "version": "0.8.0",
+      "resolved": "https://registry.npmjs.org/rechoir/-/rechoir-0.8.0.tgz",
+      "integrity": "sha512-/vxpCXddiX8NGfGO/mTafwjq4aFa/71pvamip0++IQk3zG8cbCj0fifNPrjjF1XMXUne91jL9OoxmdykoEtifQ==",
+      "requires": {
+        "resolve": "^1.20.0"
+      }
+    },
+    "resolve": {
+      "version": "1.22.4",
+      "resolved": "https://registry.npmjs.org/resolve/-/resolve-1.22.4.tgz",
+      "integrity": "sha512-PXNdCiPqDqeUou+w1C2eTQbNfxKSuMxqTCuvlmmMsk1NWHL5fRrhY6Pl0qEYYc6+QqGClco1Qj8XnjPego4wfg==",
+      "requires": {
+        "is-core-module": "^2.13.0",
+        "path-parse": "^1.0.7",
+        "supports-preserve-symlinks-flag": "^1.0.0"
+      }
+    },
     "resolve-alpn": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/resolve-alpn/-/resolve-alpn-1.2.1.tgz",
       "integrity": "sha512-0a1F4l73/ZFZOakJnQ3FvkJ2+gSTQWz/r2KE5OdDY0TxPm5h4GkqkWWfM47T7HsbnOtcJVEF4epCVy6u7Q3K+g=="
     },
+    "resolve-from": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/resolve-from/-/resolve-from-5.0.0.tgz",
+      "integrity": "sha512-qYg9KP24dD5qka9J47d0aVky0N+b4fTU89LN9iDnjB5waksiC49rvMB0PrUJQGoTmH50XPiqOvAjDfaijGxYZw=="
+    },
     "responselike": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/responselike/-/responselike-3.0.0.tgz",
@@ -786,6 +1759,26 @@
         "lowercase-keys": "^3.0.0"
       }
     },
+    "split2": {
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/split2/-/split2-4.2.0.tgz",
+      "integrity": "sha512-UcjcJOWknrNkF6PLX83qcHM6KHgVKNkV62Y8a5uYDVv9ydGQVwAHMKqHdJje1VTWpljG0WYpCDhrCdAOYH4TWg=="
+    },
+    "supports-preserve-symlinks-flag": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz",
+      "integrity": "sha512-ot0WnXS9fgdkgIcePe6RHNk1WA8+muPa6cSjeR3V8K27q9BB1rTE3R1p7Hv0z1ZyAc8s6Vvv8DIyWf681MAt0w=="
+    },
+    "tarn": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/tarn/-/tarn-3.0.2.tgz",
+      "integrity": "sha512-51LAVKUSZSVfI05vjPESNc5vwqqZpbXCsU+/+wxlOrUjk2SnFTt97v9ZgQrD4YmxYW1Px6w2KjaDitCfkvgxMQ=="
+    },
+    "tildify": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/tildify/-/tildify-2.0.0.tgz",
+      "integrity": "sha512-Cc+OraorugtXNfs50hU9KS369rFXCfgGLpfCfvlc+Ud5u6VWmUQsOAa9HbTvheQdYnrdJqqv1e5oIqXppMYnSw=="
+    },
     "tr46": {
       "version": "0.0.3",
       "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
@@ -801,6 +1794,11 @@
       "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
       "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg=="
     },
+    "web-streams-polyfill": {
+      "version": "4.0.0-beta.3",
+      "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-4.0.0-beta.3.tgz",
+      "integrity": "sha512-QW95TCTaHmsYfHDybGMwO5IJIM93I/6vTRk+daHTWFPhwh+C8Cg7j7XyKrwrj8Ib6vYXe0ocYNrmzY4xAAN6ug=="
+    },
     "webidl-conversions": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
@@ -814,6 +1812,11 @@
         "tr46": "~0.0.3",
         "webidl-conversions": "^3.0.0"
       }
+    },
+    "xtend": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
+      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ=="
     }
   }
 }
diff --git a/indexer/package.json b/indexer/package.json
index 9525bffb..1bc5674c 100644
--- a/indexer/package.json
+++ b/indexer/package.json
@@ -14,6 +14,9 @@
     "dotenv": "^10.0.0",
     "got": "^12.5.3",
     "meilisearch": "^0.31.1",
-    "uuid": "^8.3.2"
+    "uuid": "^8.3.2",
+    "knex": "^2.5.1",
+    "openai": "^4.5.0",
+    "pg": "^8.11.3"
   }
 }
diff --git a/indexer/services/VectorDatabase.js b/indexer/services/VectorDatabase.js
new file mode 100644
index 00000000..7cb33f31
--- /dev/null
+++ b/indexer/services/VectorDatabase.js
@@ -0,0 +1,31 @@
+import knex from "knex";
+
+import { envConfig } from "../configs/envConfig";
+
+export default class VectorDatabase {
+  async connect() {
+    this.pg = knex({
+      client: "pg",
+      connection: {
+        connectionString: envConfig.POSTGRES_URL,
+      },
+    });
+  }
+
+  disconnect() {
+    return this.pg.destroy();
+  }
+
+  insert(data) {
+    return this.pg.insert(data).into("nods_page_section");
+  }
+
+  async checksumExists(checksum) {
+    return (
+      await this.pg
+        .select("id")
+        .from("nods_page_section")
+        .where("checksum", checksum)
+    ).length;
+  }
+}
diff --git a/indexer/util/generateEmbeddings.js b/indexer/util/generateEmbeddings.js
new file mode 100644
index 00000000..d062cbb0
--- /dev/null
+++ b/indexer/util/generateEmbeddings.js
@@ -0,0 +1,62 @@
+import fs from "node:fs";
+import crypto from "crypto";
+import OpenAI from "openai";
+
+import VectorDatabase from "../services/VectorDatabase.js";
+import { envConfig } from "../configs/envConfig.js";
+
+const { OPENAI_ORGANIZATION, OPENAI_API_KEY } = envConfig;
+
+export async function generateEmbeddings() {
+  console.log("> generate embeddings...");
+
+  const vector = new VectorDatabase();
+  await vector.connect();
+
+  const openai = new OpenAI({
+    apiKey: OPENAI_API_KEY,
+    organization: OPENAI_ORGANIZATION,
+  });
+
+  try {
+    const sections = JSON.parse(await fs.readFileSync(`../data/docData.json`));
+
+    console.log("> sections:", sections.length);
+
+    let n = 0;
+    for (const { title, body, url, platform } of sections) {
+      n++;
+
+      // OpenAI recommends replacing newlines with spaces for best results (specific to embeddings)
+      const input = body.replace(/\n/g, " ");
+
+      const checksum = crypto.createHash("md5").update(input).digest("hex");
+
+      if (await vector.checksumExists(checksum)) {
+        console.log(n, "checksum exists, skipping...");
+        continue;
+      }
+
+      console.log(n, "generating embeddings...");
+
+      const embeddingResponse = await openai.embeddings.create({
+        model: "text-embedding-ada-002",
+        input,
+      });
+
+      await vector.insert({
+        embedding: JSON.stringify(embeddingResponse.data[0].embedding),
+        token_count: embeddingResponse.usage.total_tokens,
+        slug: url,
+        heading: title,
+        content: body,
+        platform,
+        checksum,
+      });
+    }
+
+    console.log("> generating embeddings finished.");
+  } finally {
+    await vector.disconnect();
+  }
+}