diff --git a/.gitignore b/.gitignore
index 6589e97..bb94431 100644
--- a/.gitignore
+++ b/.gitignore
@@ -356,3 +356,6 @@ example/*
 
 # Test outputs
 tests/client/workflow/export_general.yml
+
+# Default workflow file path
+prompter_wf.yaml
diff --git a/package-lock.json b/package-lock.json
index 57372ef..e668bc0 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -18,8 +18,10 @@
         "from-protobuf-object": "^1.0.2",
         "google-protobuf": "^3.21.2",
         "js-yaml": "^4.1.0",
+        "llamaindex": "^0.2.13",
         "lodash": "^4.17.21",
         "safe-flat": "^2.1.0",
+        "tmp": "^0.2.3",
         "uuid": "^9.0.1",
         "winston": "^3.11.0",
         "zod": "^3.22.4"
@@ -32,6 +34,7 @@
         "@types/js-yaml": "^4.0.9",
         "@types/lodash": "^4.17.0",
         "@types/node": "^20.11.16",
+        "@types/tmp": "^0.2.6",
         "@types/uuid": "^9.0.8",
         "@typescript-eslint/eslint-plugin": "^6.19.1",
         "@typescript-eslint/parser": "^6.19.1",
@@ -72,6 +75,102 @@
         "node": ">=6.0.0"
       }
     },
+    "node_modules/@anthropic-ai/sdk": {
+      "version": "0.20.6",
+      "resolved": "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.20.6.tgz",
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+      "dependencies": {
+        "@types/node": "^18.11.18",
+        "@types/node-fetch": "^2.6.4",
+        "abort-controller": "^3.0.0",
+        "agentkeepalive": "^4.2.1",
+        "form-data-encoder": "1.7.2",
+        "formdata-node": "^4.3.2",
+        "node-fetch": "^2.6.7",
+        "web-streams-polyfill": "^3.2.1"
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/@types/node": {
+      "version": "18.19.31",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.31.tgz",
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+      "dependencies": {
+        "undici-types": "~5.26.4"
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/node-fetch": {
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
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+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
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+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
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+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
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+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
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+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
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+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
+    "node_modules/@aws-crypto/sha256-js": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-js/-/sha256-js-5.2.0.tgz",
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+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      },
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+    "node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/util/-/util-5.2.0.tgz",
+      "integrity": "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ==",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-sdk/types": {
+      "version": "3.535.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/types/-/types-3.535.0.tgz",
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+      "dependencies": {
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+        "tslib": "^2.6.2"
+      },
+      "engines": {
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+      }
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     "node_modules/@babel/code-frame": {
       "version": "7.23.5",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.23.5.tgz",
@@ -309,6 +408,21 @@
         "kuler": "^2.0.0"
       }
     },
+    "node_modules/@datastax/astra-db-ts": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@datastax/astra-db-ts/-/astra-db-ts-1.1.0.tgz",
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+      "dependencies": {
+        "bson-objectid": "^2.0.4",
+        "fetch-h2": "^3.0.2",
+        "object-hash": "^3.0.0",
+        "typed-emitter": "^2.1.0",
+        "uuidv7": "^0.6.3"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
     "node_modules/@esbuild/aix-ppc64": {
       "version": "0.19.12",
       "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.19.12.tgz",
@@ -760,16 +874,34 @@
         "node": "^12.22.0 || ^14.17.0 || >=16.0.0"
       }
     },
+    "node_modules/@fastify/busboy": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/@fastify/busboy/-/busboy-2.1.1.tgz",
+      "integrity": "sha512-vBZP4NlzfOlerQTnba4aqZoMhE/a9HY7HRqoOPaETQcSQuWEIyZMHGfVu6w9wGtGK5fED5qRs2DteVCjOH60sA==",
+      "engines": {
+        "node": ">=14"
+      }
+    },
+    "node_modules/@google/generative-ai": {
+      "version": "0.1.3",
+      "resolved": "https://registry.npmjs.org/@google/generative-ai/-/generative-ai-0.1.3.tgz",
+      "integrity": "sha512-Cm4uJX1sKarpm1mje/MiOIinM7zdUUrQp/5/qGPAgznbdd/B9zup5ehT6c1qGqycFcSopTA1J1HpqHS5kJR8hQ==",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
     "node_modules/@grpc/grpc-js": {
-      "version": "1.10.1",
-      "resolved": "https://registry.npmjs.org/@grpc/grpc-js/-/grpc-js-1.10.1.tgz",
-      "integrity": "sha512-55ONqFytZExfOIjF1RjXPcVmT/jJqFzbbDqxK9jmRV4nxiYWtL9hENSW1Jfx0SdZfrvoqd44YJ/GJTqfRrawSQ==",
+      "version": "1.10.6",
+      "resolved": "https://registry.npmjs.org/@grpc/grpc-js/-/grpc-js-1.10.6.tgz",
+      "integrity": "sha512-xP58G7wDQ4TCmN/cMUHh00DS7SRDv/+lC+xFLrTkMIN8h55X5NhZMLYbvy7dSELP15qlI6hPhNCRWVMtZMwqLA==",
       "dependencies": {
-        "@grpc/proto-loader": "^0.7.8",
-        "@types/node": ">=12.12.47"
+        "@grpc/proto-loader": "^0.7.10",
+        "@js-sdsl/ordered-map": "^4.4.2"
       },
       "engines": {
-        "node": "^8.13.0 || >=10.10.0"
+        "node": ">=12.10.0"
       }
     },
     "node_modules/@grpc/proto-loader": {
@@ -817,6 +949,14 @@
         "node": ">=12.0.0"
       }
     },
+    "node_modules/@huggingface/jinja": {
+      "version": "0.2.2",
+      "resolved": "https://registry.npmjs.org/@huggingface/jinja/-/jinja-0.2.2.tgz",
+      "integrity": "sha512-/KPde26khDUIPkTGU82jdtTW9UAuvUTumCAbFs/7giR0SxsvZC4hru51PBvpijH6BVkHcROcvZM/lpy5h1jRRA==",
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@humanwhocodes/config-array": {
       "version": "0.11.14",
       "resolved": "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.11.14.tgz",
@@ -919,6 +1059,15 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@js-sdsl/ordered-map": {
+      "version": "4.4.2",
+      "resolved": "https://registry.npmjs.org/@js-sdsl/ordered-map/-/ordered-map-4.4.2.tgz",
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+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/js-sdsl"
+      }
+    },
     "node_modules/@lezer/common": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/@lezer/common/-/common-1.2.1.tgz",
@@ -934,6 +1083,25 @@
         "@lezer/common": "^1.0.0"
       }
     },
+    "node_modules/@llamaindex/cloud": {
+      "version": "0.0.5",
+      "resolved": "https://registry.npmjs.org/@llamaindex/cloud/-/cloud-0.0.5.tgz",
+      "integrity": "sha512-8HBSiAZkmX1RvpEM2czEVKqMUCKk7uvMSiDpMGWlEj3MUKBYCh+r8E2TtVhZfU4TunEI7nJRMcVBfXDyFz6Lpw==",
+      "dependencies": {
+        "@types/qs": "^6.9.12",
+        "form-data": "^4.0.0",
+        "js-base64": "^3.7.7",
+        "qs": "^6.12.0"
+      },
+      "peerDependencies": {
+        "node-fetch": "^3.3.2"
+      },
+      "peerDependenciesMeta": {
+        "node-fetch": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/@lmdb/lmdb-darwin-arm64": {
       "version": "2.8.5",
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@@ -1026,6 +1194,60 @@
         "node": ">=12.0.0"
       }
     },
+    "node_modules/@mistralai/mistralai": {
+      "version": "0.1.3",
+      "resolved": "https://registry.npmjs.org/@mistralai/mistralai/-/mistralai-0.1.3.tgz",
+      "integrity": "sha512-WUHxC2xdeqX9PTXJEqdiNY54vT2ir72WSJrZTTBKRnkfhX6zIfCYA24faRlWjUB5WTpn+wfdGsTMl3ArijlXFA==",
+      "dependencies": {
+        "node-fetch": "^2.6.7"
+      }
+    },
+    "node_modules/@mistralai/mistralai/node_modules/node-fetch": {
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
+      "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
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+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
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+    "node_modules/@mistralai/mistralai/node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
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+    },
+    "node_modules/@mistralai/mistralai/node_modules/webidl-conversions": {
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+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
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+    },
+    "node_modules/@mistralai/mistralai/node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
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+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
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+    "node_modules/@mongodb-js/saslprep": {
+      "version": "1.1.5",
+      "resolved": "https://registry.npmjs.org/@mongodb-js/saslprep/-/saslprep-1.1.5.tgz",
+      "integrity": "sha512-XLNOMH66KhJzUJNwT/qlMnS4WsNDWD5ASdyaSH3EtK+F4r/CFGa3jT4GNi4mfOitGvWXtdLgQJkQjxSVrio+jA==",
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@@ -1139,6 +1361,56 @@
         "node": ">= 8"
       }
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+    "node_modules/@notionhq/client": {
+      "version": "2.2.15",
+      "resolved": "https://registry.npmjs.org/@notionhq/client/-/client-2.2.15.tgz",
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+      "dependencies": {
+        "@types/node-fetch": "^2.5.10",
+        "node-fetch": "^2.6.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/@notionhq/client/node_modules/node-fetch": {
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
+      "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
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+        }
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+    "node_modules/@notionhq/client/node_modules/tr46": {
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+    },
+    "node_modules/@notionhq/client/node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
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@@ -2794,6 +3066,50 @@
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+    "node_modules/@petamoriken/float16": {
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+      "resolved": "https://registry.npmjs.org/@pinecone-database/pinecone/-/pinecone-2.2.0.tgz",
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+        "json-schema-traverse": "^1.0.0",
+        "require-from-string": "^2.0.2",
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+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/epoberezkin"
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+    "node_modules/url-parse": {
+      "version": "1.5.10",
+      "resolved": "https://registry.npmjs.org/url-parse/-/url-parse-1.5.10.tgz",
+      "integrity": "sha512-WypcfiRhfeUP9vvF0j6rw0J3hrWrw6iZv3+22h6iRMJ/8z1Tj6XfLP4DsUix5MhMPnXpiHDoKyoZ/bdCkwBCiQ==",
+      "dependencies": {
+        "querystringify": "^2.1.1",
+        "requires-port": "^1.0.0"
+      }
+    },
     "node_modules/util-deprecate": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
@@ -7288,6 +10069,14 @@
         "uuid": "dist/bin/uuid"
       }
     },
+    "node_modules/uuidv7": {
+      "version": "0.6.3",
+      "resolved": "https://registry.npmjs.org/uuidv7/-/uuidv7-0.6.3.tgz",
+      "integrity": "sha512-zV3eW2NlXTsun/aJ7AixxZjH/byQcH/r3J99MI0dDEkU2cJIBJxhEWUHDTpOaLPRNhebPZoeHuykYREkI9HafA==",
+      "bin": {
+        "uuidv7": "cli.js"
+      }
+    },
     "node_modules/v8-to-istanbul": {
       "version": "9.2.0",
       "resolved": "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-9.2.0.tgz",
@@ -7596,6 +10385,39 @@
       "integrity": "sha512-DEAoo25RfSYMuTGc9vPJzZcZullwIqRDSI9LOy+fkCJPi6hykCnfKaXTuPBDuXAUcqHXyOgFtHNp/kB2FjYHbw==",
       "dev": true
     },
+    "node_modules/web-streams-polyfill": {
+      "version": "3.3.3",
+      "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-3.3.3.tgz",
+      "integrity": "sha512-d2JWLCivmZYTSIoge9MsgFCZrt571BikcWGYkjC1khllbTeDlGqZ2D8vD8E/lJa8WGWbb7Plm8/XJYV7IJHZZw==",
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/webidl-conversions": {
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-7.0.0.tgz",
+      "integrity": "sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/whatwg-fetch": {
+      "version": "3.6.20",
+      "resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz",
+      "integrity": "sha512-EqhiFU6daOA8kpjOWTL0olhVOF3i7OrFzSYiGsEMB8GcXS+RrzauAERX65xMeNWVqxA6HXH2m69Z9LaKKdisfg=="
+    },
+    "node_modules/whatwg-url": {
+      "version": "13.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-13.0.0.tgz",
+      "integrity": "sha512-9WWbymnqj57+XEuqADHrCJ2eSXzn8WXIW/YSGaZtb2WKAInQ6CHfaUUcTyyver0p8BDg5StLQq8h1vtZuwmOig==",
+      "dependencies": {
+        "tr46": "^4.1.1",
+        "webidl-conversions": "^7.0.0"
+      },
+      "engines": {
+        "node": ">=16"
+      }
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -7627,6 +10449,23 @@
         "node": ">=8"
       }
     },
+    "node_modules/wikipedia": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/wikipedia/-/wikipedia-2.1.2.tgz",
+      "integrity": "sha512-RAYaMpXC9/E873RaSEtlEa8dXK4e0p5k98GKOd210MtkE5emm6fcnwD+N6ZA4cuffjDWagvhaQKtp/mGp2BOVQ==",
+      "dependencies": {
+        "axios": "^1.4.0",
+        "infobox-parser": "^3.6.2"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/wink-nlp": {
+      "version": "1.14.3",
+      "resolved": "https://registry.npmjs.org/wink-nlp/-/wink-nlp-1.14.3.tgz",
+      "integrity": "sha512-lvY5iCs3T8I34F8WKS70+2P0U9dWLn3vdPf/Z+m2VK14N7OmqnPzmHfh3moHdusajoQ37Em39z0IZB9K4x/96A=="
+    },
     "node_modules/winston": {
       "version": "3.11.0",
       "resolved": "https://registry.npmjs.org/winston/-/winston-3.11.0.tgz",
@@ -7686,8 +10525,43 @@
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
-      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
-      "dev": true
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
+    },
+    "node_modules/ws": {
+      "version": "8.16.0",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.16.0.tgz",
+      "integrity": "sha512-HS0c//TP7Ina87TfiPUz1rQzMhHrl/SG2guqRcTOIUYD2q8uhUdNHZYJUaQ8aTGPzCh+c6oawMKW35nFl1dxyQ==",
+      "engines": {
+        "node": ">=10.0.0"
+      },
+      "peerDependencies": {
+        "bufferutil": "^4.0.1",
+        "utf-8-validate": ">=5.0.2"
+      },
+      "peerDependenciesMeta": {
+        "bufferutil": {
+          "optional": true
+        },
+        "utf-8-validate": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/xmlbuilder": {
+      "version": "10.1.1",
+      "resolved": "https://registry.npmjs.org/xmlbuilder/-/xmlbuilder-10.1.1.tgz",
+      "integrity": "sha512-OyzrcFLL/nb6fMGHbiRDuPup9ljBycsdCypwuyg5AAHvyWzGfChJpCXMG88AGTIMFhGZ9RccFN1e6lhg3hkwKg==",
+      "engines": {
+        "node": ">=4.0"
+      }
+    },
+    "node_modules/xtend": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
+      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
+      "engines": {
+        "node": ">=0.4"
+      }
     },
     "node_modules/y18n": {
       "version": "5.0.8",
@@ -7700,8 +10574,7 @@
     "node_modules/yallist": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
-      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==",
-      "dev": true
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
     },
     "node_modules/yargs": {
       "version": "17.7.2",
diff --git a/package.json b/package.json
index fc9ab53..b928ca5 100644
--- a/package.json
+++ b/package.json
@@ -43,6 +43,7 @@
     "@types/js-yaml": "^4.0.9",
     "@types/lodash": "^4.17.0",
     "@types/node": "^20.11.16",
+    "@types/tmp": "^0.2.6",
     "@types/uuid": "^9.0.8",
     "@typescript-eslint/eslint-plugin": "^6.19.1",
     "@typescript-eslint/parser": "^6.19.1",
@@ -70,8 +71,10 @@
     "from-protobuf-object": "^1.0.2",
     "google-protobuf": "^3.21.2",
     "js-yaml": "^4.1.0",
+    "llamaindex": "^0.2.13",
     "lodash": "^4.17.21",
     "safe-flat": "^2.1.0",
+    "tmp": "^0.2.3",
     "uuid": "^9.0.1",
     "winston": "^3.11.0",
     "zod": "^3.22.4"
diff --git a/src/client/app.ts b/src/client/app.ts
index f9f3b79..3002319 100644
--- a/src/client/app.ts
+++ b/src/client/app.ts
@@ -36,6 +36,7 @@ import {
   Dataset,
   WorkflowNode,
   ModelVersion,
+  UserAppIDSet,
 } from "clarifai-nodejs-grpc/proto/clarifai/api/resources_pb";
 import { TRAINABLE_MODEL_TYPES } from "../constants/model";
 import { StatusCode } from "clarifai-nodejs-grpc/proto/clarifai/api/status/status_code_pb";
@@ -49,13 +50,15 @@ import { fromProtobufObject } from "from-protobuf-object";
 import { fromPartialProtobufObject } from "../utils/fromPartialProtobufObject";
 import { flatten } from "safe-flat";
 
+export type AuthAppConfig = Omit<AuthConfig, "appId" | "userId"> & {
+  appId?: undefined;
+  userId?: undefined;
+};
+
 export type AppConfig =
   | {
       url: ClarifaiAppUrl;
-      authConfig: Omit<AuthConfig, "appId" | "userId"> & {
-        appId?: undefined;
-        userId?: undefined;
-      };
+      authConfig: AuthAppConfig;
     }
   | {
       url?: undefined;
@@ -81,6 +84,7 @@ export type CreateModelParam = Omit<Partial<Model.AsObject>, "id">;
  */
 export class App extends Lister {
   private appInfo: GrpcApp;
+  public info: GrpcApp.AsObject;
 
   /**
    * Initializes an App object.
@@ -113,6 +117,7 @@ export class App extends Lister {
     this.appInfo = new GrpcApp();
     this.appInfo.setUserId(authConfig.userId!);
     this.appInfo.setId(authConfig.appId!);
+    this.info = this.appInfo.toObject();
   }
 
   /**
@@ -563,6 +568,13 @@ export class App extends Lister {
         const model = await this.model({
           modelId: node.model.modelId,
           modelVersionId: node.model.modelVersionId ?? "",
+          modelUserAppId:
+            node.model.userId && node.model.appId
+              ? {
+                  userId: node.model.userId,
+                  appId: node.model.appId,
+                }
+              : undefined,
         });
         modelObject = model;
         if (model) {
@@ -571,10 +583,7 @@ export class App extends Lister {
       } catch (e) {
         // model doesn't exist, create a new model from yaml config
         if (
-          (e as { message?: string })?.message?.includes(
-            "Model does not exist",
-          ) &&
-          outputInfo
+          (e as { message?: string })?.message?.includes("Model does not exist")
         ) {
           const { modelId, ...otherParams } = node.model;
           modelObject = await this.createModel({
@@ -589,11 +598,16 @@ export class App extends Lister {
               userId: this.userAppId.getUserId(),
             },
           });
-          const modelVersion = new ModelVersion().setOutputInfo(outputInfo);
-          const modelWithVersion = await model.createVersion(modelVersion);
-          if (modelWithVersion) {
-            allModels.push(modelWithVersion);
-            continue;
+          if (outputInfo) {
+            const modelVersion = new ModelVersion().setOutputInfo(outputInfo);
+            const modelWithVersion = await model.createVersion(modelVersion);
+            if (modelWithVersion) {
+              allModels.push(modelWithVersion);
+              continue;
+            }
+          } else {
+            await model.loadInfo();
+            allModels.push(model.modelInfo.toObject());
           }
         }
       }
@@ -659,6 +673,7 @@ export class App extends Lister {
    *
    * @param modelId - The model ID for the existing model.
    * @param modelVersionId - Specific version id of the model.
+   * @param modelUserAppId - The user app ID for the model.
    * @returns A model object for the specified model ID.
    *
    * @includeExample examples/app/model.ts
@@ -666,12 +681,25 @@ export class App extends Lister {
   async model({
     modelId,
     modelVersionId,
+    modelUserAppId,
   }: {
     modelId: string;
     modelVersionId?: string;
+    modelUserAppId?: {
+      userId: string;
+      appId: string;
+    };
   }): Promise<SingleModelResponse.AsObject["model"]> {
     const request = new GetModelRequest();
-    request.setUserAppId(this.userAppId);
+    if (modelUserAppId) {
+      request.setUserAppId(
+        new UserAppIDSet()
+          .setAppId(modelUserAppId.appId)
+          .setUserId(modelUserAppId.userId),
+      );
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
     request.setModelId(modelId);
     if (modelVersionId) request.setVersionId(modelVersionId);
 
diff --git a/src/client/auth/helper.ts b/src/client/auth/helper.ts
index 5176d0c..68c6cb5 100644
--- a/src/client/auth/helper.ts
+++ b/src/client/auth/helper.ts
@@ -11,6 +11,16 @@ export interface Cache {
 const DEFAULT_BASE = "https://api.clarifai.com";
 const DEFAULT_UI = "https://clarifai.com";
 
+const validResourceTypes = [
+  "modules",
+  "models",
+  "concepts",
+  "inputs",
+  "workflows",
+  "tasks",
+  "installed_module_versions",
+] as const;
+
 // Map from base domain to True / False for whether the base has https or http.
 const baseHttpsCache: Cache = {};
 const uiHttpsCache: Cache = {};
@@ -329,4 +339,24 @@ export class ClarifaiAuthHelper {
     // Assuming all non-present keys have non-empty values.
     return true;
   }
+
+  clarifaiUrl({
+    resourceType,
+    resourceId,
+    versionId,
+  }: {
+    resourceType: (typeof validResourceTypes)[number];
+    resourceId: string;
+    versionId?: string;
+  }): string {
+    if (!validResourceTypes.includes(resourceType)) {
+      throw new Error(
+        `resourceType must be one of ${validResourceTypes.join(", ")} but was ${resourceType}`,
+      );
+    }
+    if (!versionId) {
+      return `${this.base}/${this.userId}/${this.appId}/${resourceType}/${resourceId}`;
+    }
+    return `${this.base}/${this.userId}/${this.appId}/${resourceType}/${resourceId}/versions/${versionId}`;
+  }
 }
diff --git a/src/client/model.ts b/src/client/model.ts
index adcfa85..dd1259b 100644
--- a/src/client/model.ts
+++ b/src/client/model.ts
@@ -19,6 +19,7 @@ import {
   ModelVersion,
   OutputConfig,
   OutputInfo,
+  UserAppIDSet,
 } from "clarifai-nodejs-grpc/proto/clarifai/api/resources_pb";
 import { StatusCode } from "clarifai-nodejs-grpc/proto/clarifai/api/status/status_code_pb";
 import {
@@ -39,6 +40,34 @@ import {
   Struct,
 } from "google-protobuf/google/protobuf/struct_pb";
 
+interface BaseModelConfig {
+  modelVersion?: { id: string };
+  modelUserAppId?: {
+    userId: string;
+    appId: string;
+  };
+}
+
+interface ModelConfigWithUrl extends BaseModelConfig {
+  url: ClarifaiUrl;
+  modelId?: undefined;
+  authConfig?: Omit<AuthConfig, "userId" | "appId">;
+}
+
+interface ModelConfigWithModelId extends BaseModelConfig {
+  url?: undefined;
+  modelId: string;
+  authConfig?: AuthConfig;
+}
+
+type ModelConfig = ModelConfigWithUrl | ModelConfigWithModelId;
+
+const isModelConfigWithUrl = (
+  config: ModelConfig,
+): config is ModelConfigWithUrl => {
+  return (config as ModelConfigWithUrl).url !== undefined;
+};
+
 /**
  * Model is a class that provides access to Clarifai API endpoints related to Model information.
  * @noInheritDoc
@@ -46,8 +75,9 @@ import {
 export class Model extends Lister {
   private appId: string;
   private id: string;
+  private modelUserAppId: UserAppIDSet | undefined;
   private modelVersion: { id: string } | undefined;
-  private modelInfo: GrpcModel;
+  public modelInfo: GrpcModel;
   private trainingParams: Record<string, unknown>;
 
   /**
@@ -63,58 +93,67 @@ export class Model extends Lister {
    *
    * @includeExample examples/model/index.ts
    */
-  constructor({
-    url,
-    modelId,
-    modelVersion,
-    authConfig = {},
-  }:
-    | {
-        url: ClarifaiUrl;
-        modelId?: undefined;
-        modelVersion?: { id: string };
-        authConfig?: AuthConfig;
-      }
-    | {
-        url?: undefined;
-        modelId: string;
-        modelVersion?: { id: string };
-        authConfig?: AuthConfig;
-      }) {
-    if (url && modelId) {
+  constructor(config: ModelConfig) {
+    const { modelId, modelVersion, modelUserAppId } = config;
+    if (config.url && config.modelId) {
       throw new UserError("You can only specify one of url or model_id.");
     }
-    if (!url && !modelId) {
+    if (!config.url && !config.modelId) {
       throw new UserError("You must specify one of url or model_id.");
     }
-    let modelIdFromUrl;
 
-    if (url) {
-      const [userId, appId, destructuredModelId, modelVersionId] =
+    let _authConfig: AuthConfig,
+      _destructuredModelId: string = "",
+      _destructuredModelVersionId: string | undefined = undefined;
+    if (isModelConfigWithUrl(config)) {
+      const { url } = config;
+      const [userId, appId] = ClarifaiUrlHelper.splitClarifaiUrl(url);
+      [, , _destructuredModelId, _destructuredModelVersionId] =
         ClarifaiUrlHelper.splitClarifaiUrl(url);
-      modelIdFromUrl = destructuredModelId;
-      if (modelVersion) {
-        modelVersion.id = modelVersionId;
-      } else {
-        modelVersion = { id: modelVersionId };
-      }
-      authConfig.userId = userId;
-      authConfig.appId = appId;
-    }
-
-    super({ authConfig: authConfig });
-    this.appId = authConfig.appId;
-    this.modelVersion = modelVersion;
-    this.id = (modelIdFromUrl || modelId) as string;
+      _authConfig = config.authConfig
+        ? {
+            ...config.authConfig,
+            userId,
+            appId,
+          }
+        : {
+            userId,
+            appId,
+            pat: process.env.CLARIFAI_PAT!,
+          };
+    } else {
+      // if authconfig is undefined, we pick the values from env
+      _authConfig = config.authConfig || {
+        pat: process.env.CLARIFAI_PAT!,
+        userId: process.env.CLARIFAI_USER_ID!,
+        appId: process.env.CLARIFAI_APP_ID!,
+      };
+    }
+
+    super({ authConfig: _authConfig });
+    this.appId = _authConfig.appId;
+    this.modelVersion =
+      modelVersion ||
+      (_destructuredModelVersionId
+        ? { id: _destructuredModelVersionId }
+        : undefined);
+    this.id = modelId || _destructuredModelId;
     this.modelInfo = new GrpcModel();
     const grpcModelVersion = new ModelVersion();
     if (this.modelVersion) {
       grpcModelVersion.setId(this.modelVersion.id);
     }
-    if (this.appId) this.modelInfo.setAppId(this.appId);
-    if (this.id) this.modelInfo.setId(this.id);
-    if (this.modelVersion) this.modelInfo.setModelVersion(grpcModelVersion);
+    this.modelInfo.setAppId(this.appId);
+    this.modelInfo.setId(this.id);
+    if (this.modelVersion) {
+      this.modelInfo.setModelVersion(grpcModelVersion);
+    }
     this.trainingParams = {};
+    if (modelUserAppId) {
+      this.modelUserAppId = new UserAppIDSet()
+        .setAppId(modelUserAppId.appId)
+        .setUserId(modelUserAppId.userId);
+    }
   }
 
   /**
@@ -127,7 +166,11 @@ export class Model extends Lister {
       this.STUB.client,
     );
     const request = new GetModelRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
     request.setModelId(this.id);
     if (this.modelVersion?.id) request.setVersionId(this.modelVersion.id);
 
@@ -171,7 +214,11 @@ export class Model extends Lister {
     }
 
     const request = new ListModelTypesRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
 
     const listModelTypes = promisifyGrpcCall(
       this.STUB.client.listModelTypes,
@@ -236,7 +283,11 @@ export class Model extends Lister {
     }
 
     const request = new ListModelTypesRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
 
     const listModelTypes = promisifyGrpcCall(
       this.STUB.client.listModelTypes,
@@ -333,7 +384,11 @@ export class Model extends Lister {
       this.trainingParams?.["train_params"]?.["template"] ?? null;
 
     const request = new ListModelTypesRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
 
     const listModelTypes = promisifyGrpcCall(
       this.STUB.client.listModelTypes,
@@ -369,7 +424,11 @@ export class Model extends Lister {
    */
   async deleteVersion(versionId: string): Promise<void> {
     const request = new DeleteModelVersionRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
     request.setModelId(this.id);
     request.setVersionId(versionId);
 
@@ -402,7 +461,11 @@ export class Model extends Lister {
     }
 
     const request = new PostModelVersionsRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
     request.setModelId(this.id);
     request.setModelVersionsList([modelVersion]);
 
@@ -442,7 +505,11 @@ export class Model extends Lister {
     void
   > {
     const request = new ListModelVersionsRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
     request.setModelId(this.id);
 
     const listModelVersions = promisifyGrpcCall(
@@ -502,7 +569,11 @@ export class Model extends Lister {
     }
 
     const request = new PostModelOutputsRequest();
-    request.setUserAppId(this.userAppId);
+    if (this.modelUserAppId) {
+      request.setUserAppId(this.modelUserAppId);
+    } else {
+      request.setUserAppId(this.userAppId);
+    }
     request.setModelId(this.id);
     if (this.modelVersion && this.modelVersion.id)
       request.setVersionId(this.modelVersion.id);
diff --git a/src/client/rag.ts b/src/client/rag.ts
new file mode 100644
index 0000000..c4cdec6
--- /dev/null
+++ b/src/client/rag.ts
@@ -0,0 +1,435 @@
+import { v4 as uuidv4 } from "uuid";
+import { App, AuthAppConfig } from "./app";
+import { Workflow } from "./workflow";
+import * as fs from "fs";
+import yaml from "js-yaml";
+import {
+  JavaScriptValue,
+  Struct,
+} from "google-protobuf/google/protobuf/struct_pb";
+import { Model } from "./model";
+import { User } from "./user";
+import { MAX_UPLOAD_BATCH_SIZE } from "../constants/rag";
+import { UserError } from "../errors";
+import { AuthConfig } from "../utils/types";
+import { ClarifaiAppUrl, ClarifaiUrl, ClarifaiUrlHelper } from "../urls/helper";
+import {
+  ModelVersion,
+  OutputInfo,
+} from "clarifai-nodejs-grpc/proto/clarifai/api/resources_pb";
+import { validateWorkflow } from "../workflows/validate";
+import {
+  Message,
+  convertMessagesToStr,
+  formatAssistantMessage,
+  loadDocuments,
+  splitDocument,
+} from "../rag/utils";
+import { Input } from "./input";
+import compact from "lodash/compact";
+
+const DEFAULT_RAG_PROMPT_TEMPLATE =
+  "Context information is below:\n{data.hits}\nGiven the context information and not prior knowledge, answer the query.\nQuery: {data.text.raw}\nAnswer: ";
+
+type UrlAuthConfig = Omit<AuthConfig, "userId" | "appId"> & {
+  appId?: undefined;
+  userId?: undefined;
+};
+
+type RAGConfigWithURL = {
+  workflowUrl: ClarifaiUrl;
+  workflow?: undefined;
+  authConfig?: UrlAuthConfig;
+};
+
+type RAGConfigWithWorkflow = {
+  workflowUrl?: undefined;
+  workflow: Workflow;
+  authConfig?: AuthConfig;
+};
+
+type RAGConfig = RAGConfigWithURL | RAGConfigWithWorkflow;
+
+type workflowSchema = ReturnType<typeof validateWorkflow>;
+
+const authConfigGuard = (
+  authConfig: AuthConfig | UrlAuthConfig | undefined,
+): authConfig is AuthConfig => {
+  if (authConfig?.appId && authConfig?.userId) {
+    return true;
+  }
+  return false;
+};
+
+export class RAG {
+  private authConfig: AuthConfig;
+
+  public promptWorkflow: Workflow;
+
+  public app: App;
+
+  constructor({ workflowUrl, workflow, authConfig }: RAGConfig) {
+    this.validateInputs(workflowUrl, workflow, authConfig);
+    if (!authConfig || authConfigGuard(authConfig)) {
+      const targetAuthConfig: AuthConfig = authConfig ?? {};
+      this.authConfig = targetAuthConfig;
+      this.promptWorkflow = workflow as Workflow;
+    } else {
+      console.info("workflow_url:%s", workflowUrl);
+      const [userId, appId, , ,] = ClarifaiUrlHelper.splitClarifaiUrl(
+        workflowUrl as ClarifaiUrl,
+      );
+      const w = new Workflow({
+        url: workflowUrl as ClarifaiUrl,
+        authConfig: authConfig,
+      });
+      const targetAuthConfig: AuthConfig = { ...authConfig, appId, userId };
+      this.authConfig = targetAuthConfig;
+      this.promptWorkflow = w;
+    }
+    this.app = new App({ authConfig: this.authConfig });
+  }
+
+  private validateInputs(
+    workflowUrl?: string,
+    workflow?: Workflow,
+    authConfig?: AuthConfig | UrlAuthConfig,
+  ) {
+    if (workflowUrl && workflow) {
+      throw new UserError(
+        "Only one of workflowUrl or workflow can be specified.",
+      );
+    }
+    if (!workflowUrl && !workflow) {
+      throw new UserError("One of workflowUrl or workflow must be specified.");
+    }
+    if (workflowUrl && (authConfig?.userId || authConfig?.appId)) {
+      throw new UserError(
+        "userId and appId should not be specified in authConfig when using workflowUrl.",
+      );
+    }
+  }
+
+  static async setup({
+    authConfig,
+    appUrl,
+    llmUrl = "https://clarifai.com/mistralai/completion/models/mistral-7B-Instruct",
+    baseWorkflow = "Text",
+    workflowYamlFilename = "prompter_wf.yaml",
+    promptTemplate = DEFAULT_RAG_PROMPT_TEMPLATE,
+    workflowId,
+    minScore = 0.95,
+    maxResults = 5,
+  }: {
+    authConfig?:
+      | (Omit<AuthConfig, "appId"> & { appId?: undefined })
+      | AuthAppConfig;
+    appUrl?: ClarifaiAppUrl;
+    llmUrl?: ClarifaiUrl;
+    baseWorkflow?: string;
+    workflowYamlFilename?: string;
+    promptTemplate?: string;
+    workflowId?: string;
+    minScore?: number;
+    maxResults?: number;
+  }): Promise<RAG> {
+    const { userId, appId: appIdFromConfig } = authConfig ?? {};
+
+    // Since user ID & App ID can be generated in different ways, we need to keep track of the generated ones
+    let targetAppId: string = "",
+      targetUserId: string = "";
+
+    if (userId && appUrl) {
+      throw new UserError("Must provide one of userId or appUrl, not both.");
+    }
+
+    if (appIdFromConfig && appUrl) {
+      throw new UserError("Must provide one of appId or appUrl, not both.");
+    }
+
+    if (!userId && !appUrl) {
+      throw new UserError(
+        "userId or appUrl must be provided. The userId can be found at https://clarifai.com/settings.",
+      );
+    }
+
+    const [llmUserId, llmAppId, resourceType, llmId] =
+      ClarifaiUrlHelper.splitClarifaiUrl(llmUrl);
+
+    if (resourceType !== "models") {
+      throw new UserError("llmUrl must be a model URL.");
+    }
+
+    const nowTs = Date.now().toString();
+
+    let app: App;
+
+    if (userId && !appUrl) {
+      const generatedAppId = `rag_app_${nowTs}`;
+
+      // User ID is present, construct the authconfig using the generated APP ID
+      const userAuthConfig: AuthConfig = {
+        ...(authConfig as Omit<AuthConfig, "appId"> & { appId?: undefined }),
+        appId: generatedAppId,
+      };
+
+      const user = new User(userAuthConfig);
+      await user.createApp({
+        appId: generatedAppId,
+        baseWorkflow: baseWorkflow,
+      });
+      app = new App({
+        authConfig: userAuthConfig,
+      });
+
+      targetAppId = generatedAppId;
+      targetUserId = userId;
+    }
+
+    if (!userId && appUrl) {
+      app = new App({
+        url: appUrl,
+        authConfig: authConfig as AuthAppConfig,
+      });
+      const [userIdFromAppUrl, appIdFromAppUrl] =
+        ClarifaiUrlHelper.splitClarifaiAppUrl(appUrl);
+      targetAppId = appIdFromAppUrl;
+      targetUserId = userIdFromAppUrl;
+    }
+
+    let targetAuthConfig: AuthConfig;
+
+    if (authConfig) {
+      targetAuthConfig = {
+        ...authConfig,
+        appId: targetAppId,
+        userId: targetUserId,
+      };
+    } else {
+      targetAuthConfig = {
+        appId: targetAppId,
+        userId: targetUserId,
+        pat: process.env.CLARIFAI_PAT!,
+      };
+    }
+
+    const params = Struct.fromJavaScript({
+      min_score: minScore,
+      max_results: maxResults,
+      prompt_template: promptTemplate,
+    });
+
+    const outputInfo = new OutputInfo().setParams(params);
+
+    const modelId = workflowId
+      ? `prompter-${workflowId}-${nowTs}`
+      : `rag-prompter-${nowTs}`;
+
+    // @ts-expect-error - app has been assigned but not picked up by typescript
+    const prompterModelObj = await app.createModel({
+      modelId,
+      params: {
+        modelTypeId: "rag-prompter",
+      },
+    });
+    const prompterModel = new Model({
+      authConfig: targetAuthConfig,
+      modelId: prompterModelObj.id,
+    });
+    const prompterModelWithVersion = await prompterModel.createVersion(
+      new ModelVersion().setOutputInfo(outputInfo),
+    );
+    if (!prompterModelWithVersion?.id) {
+      throw new Error("Prompter model version creation failed.");
+    }
+
+    workflowId = workflowId ? workflowId : `rag-wf-${nowTs}`;
+    const workflowObject: workflowSchema = {
+      workflow: {
+        id: workflowId,
+        nodes: [
+          {
+            id: "rag-prompter",
+            model: {
+              modelId: prompterModelWithVersion.id,
+              modelVersionId: prompterModelWithVersion?.modelVersion?.id,
+            },
+          },
+          {
+            id: "llm",
+            model: {
+              modelId: llmId,
+              userId: llmUserId,
+              appId: llmAppId,
+            },
+            nodeInputs: [
+              {
+                nodeId: "rag-prompter",
+              },
+            ],
+          },
+        ],
+      },
+    };
+    const workflowYaml = yaml.dump(workflowObject, { noRefs: true });
+    fs.writeFileSync(workflowYamlFilename, workflowYaml);
+    // @ts-expect-error - app has been assigned but not picked up by typescript
+    const wf = await app.createWorkflow({
+      configFilePath: workflowYamlFilename,
+    });
+    const workflow = new Workflow({
+      workflowId: wf.id,
+      authConfig: targetAuthConfig,
+    });
+    return new RAG({ workflow, authConfig: targetAuthConfig });
+  }
+
+  async upload({
+    filePath,
+    folderPath,
+    url,
+    batchSize = 128,
+    chunkSize = 1024,
+    chunkOverlap = 200,
+    datasetId,
+    metadata,
+  }: {
+    filePath?: string;
+    folderPath?: string;
+    url?: string;
+    batchSize?: number;
+    chunkSize?: number;
+    chunkOverlap?: number;
+    datasetId?: string;
+    metadata?: Record<string, JavaScriptValue>;
+  }): Promise<void> {
+    if (batchSize > MAX_UPLOAD_BATCH_SIZE) {
+      throw new UserError(
+        `batch_size cannot be greater than ${MAX_UPLOAD_BATCH_SIZE}`,
+      );
+    }
+
+    if (
+      (filePath && (folderPath || url)) ||
+      (folderPath && (filePath || url)) ||
+      (url && (filePath || folderPath))
+    ) {
+      throw new UserError(
+        "Only one of file_path, folder_path, or url can be specified.",
+      );
+    }
+
+    const documents = await loadDocuments({
+      filePath,
+      folderPath,
+      url,
+    });
+
+    const textChunks: string[] = [];
+    const metadataList: Array<Record<string, JavaScriptValue>> = [];
+    let docI = 0;
+
+    for (const doc of documents) {
+      const curTextChunks = compact(
+        splitDocument({
+          text: doc.text,
+          chunkSize,
+          chunkOverlap,
+        }),
+      );
+      textChunks.push(...curTextChunks);
+      metadataList.push(...Array(curTextChunks.length).fill(doc.metadata));
+      if (textChunks.length > batchSize) {
+        for (let idx = 0; idx < textChunks.length; idx += batchSize) {
+          if (idx + batchSize > textChunks.length) {
+            continue;
+          }
+          const batchTexts = textChunks.slice(idx, idx + batchSize);
+          const batchIds = Array(batchSize)
+            .fill(null)
+            .map(() => uuidv4());
+          const batchMetadatas = metadataList.slice(idx, idx + batchSize);
+          const metaList = batchMetadatas.map((meta) => {
+            const metaStruct = {
+              ...(meta ? meta : {}),
+              ...(metadata && typeof metadata === "object" ? metadata : {}),
+              docChunkNo: docI,
+            };
+            docI += 1;
+            return metaStruct;
+          });
+          const inputBatch = batchTexts.map((text: string, i: number) => {
+            return Input.getTextInput({
+              inputId: batchIds[i],
+              rawText: text,
+              datasetId: datasetId,
+              metadata: metaList[i],
+            });
+          });
+          await new Input({ authConfig: this.authConfig }).uploadInputs({
+            inputs: inputBatch,
+          });
+          textChunks.splice(idx, batchSize);
+          metadataList.splice(idx, batchSize);
+        }
+      }
+    }
+
+    if (textChunks.length > 0) {
+      const batchSize = textChunks.length;
+      const batchIds = Array(batchSize)
+        .fill(null)
+        .map(() => uuidv4());
+      const batchMetadatas = metadataList.slice(0, batchSize);
+      const metaList = batchMetadatas.map((meta) => {
+        const metaStruct = {
+          ...meta,
+          ...(metadata && typeof metadata === "object" ? metadata : {}),
+          docChunkNo: docI,
+        };
+        docI += 1;
+        return metaStruct;
+      });
+      const inputBatch = textChunks.map((text: string, i: number) => {
+        return Input.getTextInput({
+          inputId: batchIds[i],
+          rawText: text,
+          datasetId: datasetId,
+          metadata: metaList[i],
+        });
+      });
+      await new Input({ authConfig: this.authConfig }).uploadInputs({
+        inputs: inputBatch,
+      });
+      textChunks.splice(0, batchSize);
+      metadataList.splice(0, batchSize);
+    }
+  }
+
+  async chat({
+    messages,
+    clientManageState = true, // TODO: change to false once Server Side state management is implemented
+  }: {
+    messages: Message[];
+    clientManageState?: boolean;
+  }): Promise<Message[]> {
+    if (!clientManageState) {
+      throw new Error(
+        "Server side state management is not supported yet - work in progress",
+      );
+    }
+
+    const singlePrompt = convertMessagesToStr(messages);
+    const inputProto = Input.getTextInput({
+      inputId: uuidv4(),
+      rawText: singlePrompt,
+    });
+    const response = await this.promptWorkflow.predict({
+      inputs: [inputProto],
+    });
+    const outputsList = response.resultsList?.[0]?.outputsList;
+    const output = outputsList[outputsList.length - 1];
+    messages.push(formatAssistantMessage(output?.data?.text?.raw ?? ""));
+    return messages;
+  }
+}
diff --git a/src/client/workflow.ts b/src/client/workflow.ts
index 7e05ccc..c0db998 100644
--- a/src/client/workflow.ts
+++ b/src/client/workflow.ts
@@ -47,7 +47,8 @@ type WorkflowConfig =
  */
 export class Workflow extends Lister {
   private versionId: string;
-  private id: string;
+  public id: string;
+  public appId: string;
   private outputConfig: OutputConfig;
 
   constructor({
@@ -73,10 +74,10 @@ export class Workflow extends Lister {
     }
 
     super({ authConfig: authConfig as AuthConfig });
-    this.id = "";
-    if (workflowId) this.id = workflowId;
+    this.id = workflowId || "";
     this.versionId = workflowVersion.id;
     this.outputConfig = outputConfig;
+    this.appId = authConfig.appId || process.env.CLARIFAI_APP_ID!;
   }
 
   async predict({
diff --git a/src/constants/rag.ts b/src/constants/rag.ts
new file mode 100644
index 0000000..981cbee
--- /dev/null
+++ b/src/constants/rag.ts
@@ -0,0 +1 @@
+export const MAX_UPLOAD_BATCH_SIZE = 128;
diff --git a/src/index.ts b/src/index.ts
index d42ce7b..9c7ca1e 100644
--- a/src/index.ts
+++ b/src/index.ts
@@ -5,3 +5,4 @@ export * from "./client/model";
 export * from "./client/search";
 export * from "./client/workflow";
 export * from "./client/dataset";
+export * from "./client/rag";
diff --git a/src/rag/utils.ts b/src/rag/utils.ts
new file mode 100644
index 0000000..c7ce260
--- /dev/null
+++ b/src/rag/utils.ts
@@ -0,0 +1,167 @@
+import {
+  SimpleDirectoryReader,
+  DocxReader,
+  PDFReader,
+  TextFileReader,
+  SentenceSplitter,
+} from "llamaindex";
+import axios from "axios";
+import tmp from "tmp";
+import * as fs from "fs";
+
+export interface Message {
+  role: string;
+  content: string;
+}
+
+// Custom type for the function response
+type DownloadResponse = {
+  filePath: string;
+  mimeType?: string;
+};
+
+// Function to download a file and store it in a temporary file, and return MIME type
+async function downloadFileToTemp(url: string): Promise<DownloadResponse> {
+  try {
+    // Create a temporary file
+    const tempFile = tmp.fileSync({ postfix: ".tmp" });
+    console.log(`Temporary file created at: ${tempFile.name}`);
+
+    // Fetch the file using axios
+    const response = await axios({
+      method: "get",
+      url: url,
+      responseType: "stream",
+    });
+
+    const mimeType = response?.headers?.["Content-Type"]
+      ?.toString()
+      ?.toLowerCase();
+
+    // Stream the file content to the temporary file
+    response.data.pipe(fs.createWriteStream(tempFile.name));
+
+    return new Promise((resolve, reject) => {
+      response.data.on("end", () => {
+        resolve({ filePath: tempFile.name, mimeType });
+      });
+
+      response.data.on("error", (err: Error) => {
+        // Clean up the temporary file in case of an error
+        tempFile.removeCallback();
+        reject(err);
+      });
+    });
+  } catch (error) {
+    throw new Error(`Failed to download the file: ${error}`);
+  }
+}
+
+export function convertMessagesToStr(messages: Message[]): string {
+  let finalStr = "";
+  for (const msg of messages) {
+    if ("role" in msg && "content" in msg) {
+      const role = msg.role || "";
+      const content = msg.content || "";
+      finalStr += `\n\n${role}: ${content}`;
+    }
+  }
+  return finalStr;
+}
+
+export function formatAssistantMessage(rawText: string): Message {
+  return { role: "assistant", content: rawText };
+}
+
+export async function loadDocuments({
+  filePath,
+  folderPath,
+  url,
+}: {
+  filePath?: string;
+  folderPath?: string;
+  url?: string;
+}) {
+  if (!filePath && !folderPath && !url) {
+    throw new Error("No input source provided.");
+  }
+
+  // Load document from file
+  if (filePath) {
+    const fileExtension = filePath.slice(filePath.lastIndexOf("."));
+    switch (fileExtension) {
+      case ".pdf":
+        return await new PDFReader().loadData(filePath);
+      case ".docx":
+        return await new DocxReader().loadData(filePath);
+      case ".txt":
+        return await new TextFileReader().loadData(filePath);
+      default:
+        throw new Error(
+          "Unsupported file type. Only .pdf, .docx, and .txt files are supported.",
+        );
+    }
+  }
+
+  // Load all documents from a folder
+  if (folderPath) {
+    const reader = new SimpleDirectoryReader();
+    return await reader.loadData({
+      directoryPath: folderPath,
+      fileExtToReader: {
+        pdf: new PDFReader(),
+        docx: new DocxReader(),
+        txt: new TextFileReader(),
+      },
+    });
+  }
+
+  // Load document from a URL
+  if (url) {
+    const downloadResponse = await downloadFileToTemp(url);
+    let { mimeType: contentType } = downloadResponse;
+    const { filePath } = downloadResponse;
+
+    if (!contentType) {
+      contentType = url.split(".").pop()?.toLowerCase() ?? "";
+    }
+
+    if (contentType === "txt" || /text\/plain/.test(contentType)) {
+      return await new TextFileReader().loadData(filePath);
+    } else if (
+      contentType === "docx" ||
+      /application\/vnd\.openxmlformats-officedocument\.wordprocessingml\.document/.test(
+        contentType,
+      )
+    ) {
+      return await new DocxReader().loadData(filePath);
+    } else if (contentType === "pdf" || /application\/pdf/.test(contentType)) {
+      return await new PDFReader().loadData(filePath);
+    }
+  }
+
+  throw new Error("No documents loaded.");
+}
+
+export function splitDocument({
+  text,
+  chunkSize,
+  chunkOverlap,
+  options = {},
+}: {
+  text: string;
+  chunkSize: number;
+  chunkOverlap: number;
+  options?: Omit<
+    NonNullable<ConstructorParameters<typeof SentenceSplitter>[0]>,
+    "chunkSize" | "chunkOverlap"
+  >;
+}): string[] {
+  const textParser = new SentenceSplitter({
+    ...options,
+    chunkSize,
+    chunkOverlap,
+  });
+  const textChunks = textParser.splitText(text);
+  return textChunks;
+}
diff --git a/src/urls/helper.ts b/src/urls/helper.ts
index 094f650..d8f1315 100644
--- a/src/urls/helper.ts
+++ b/src/urls/helper.ts
@@ -137,7 +137,8 @@ export class ClarifaiUrlHelper {
         `Provided url must have 2 parts after the domain name. The current parts are: ${parts}`,
       );
     }
-    return [parts[0], parts[1]];
+    const [userId, appId] = parts;
+    return [userId, appId];
   }
 
   /**
diff --git a/src/workflows/utils.ts b/src/workflows/utils.ts
index a05aeaa..a1e264b 100644
--- a/src/workflows/utils.ts
+++ b/src/workflows/utils.ts
@@ -15,9 +15,9 @@ type YamlModel = Record<string, unknown>;
 
 export function getYamlOutputInfoProto(
   yamlModelOutputInfo: YamlModelOutputInfo,
-): OutputInfo | null {
+): OutputInfo | undefined {
   if (!yamlModelOutputInfo?.params) {
-    return null;
+    return undefined;
   }
 
   return new OutputInfo().setParams(
diff --git a/tests/client/app.integration.test.ts b/tests/client/app.integration.test.ts
index cf7525c..91eca95 100644
--- a/tests/client/app.integration.test.ts
+++ b/tests/client/app.integration.test.ts
@@ -150,7 +150,8 @@ describe("App", () => {
     expect(module.userId).toBe(CREATE_APP_USER_ID);
   });
 
-  it("should create runner", async () => {
+  // TODO: To be addressed once runners API is stabilized
+  it.skip("should create runner", async () => {
     const user = new User({
       pat: CLARIFAI_PAT,
       userId: CREATE_APP_USER_ID,
@@ -230,7 +231,8 @@ describe("App", () => {
     ).resolves.not.toThrow();
   });
 
-  it("should delete runner", async () => {
+  // TODO: To be addressed once runners API is stabilized
+  it.skip("should delete runner", async () => {
     const user = new User({
       pat: CLARIFAI_PAT,
       userId: CREATE_APP_USER_ID,
diff --git a/tests/client/rag.integration.test.ts b/tests/client/rag.integration.test.ts
new file mode 100644
index 0000000..6b4838d
--- /dev/null
+++ b/tests/client/rag.integration.test.ts
@@ -0,0 +1,93 @@
+import { afterAll, beforeAll, describe, it, expect } from "vitest";
+import path from "path";
+import { App, RAG, User } from "../../src/index";
+import { Workflow } from "clarifai-nodejs-grpc/proto/clarifai/api/resources_pb";
+import { ClarifaiAuthHelper } from "../../src/client/auth/helper";
+import { ClarifaiUrl } from "../../src/urls/helper";
+
+const CREATE_APP_USER_ID = import.meta.env.VITE_CLARIFAI_USER_ID;
+
+const TEXT_FILE_PATH = path.resolve(__dirname, "../assets/sample.txt");
+
+const pat = import.meta.env.VITE_CLARIFAI_PAT;
+
+const PDF_URL = "https://samples.clarifai.com/test_doc.pdf";
+
+describe("Rag", async () => {
+  let rag: RAG;
+  let app: App;
+  let workflow: Workflow.AsObject;
+  let workflowUrl: string;
+  beforeAll(async () => {
+    rag = await RAG.setup({
+      authConfig: {
+        userId: CREATE_APP_USER_ID,
+        pat,
+      },
+    });
+    const promptWorkflowId = rag.promptWorkflow.id;
+    const promptAppId = rag.promptWorkflow.appId;
+    app = new App({
+      authConfig: {
+        appId: promptAppId,
+        userId: CREATE_APP_USER_ID,
+        pat,
+      },
+    });
+    workflow = (await app.workflow({ workflowId: promptWorkflowId }))!;
+    workflowUrl = new ClarifaiAuthHelper(
+      workflow.userId,
+      workflow.appId,
+      pat,
+    ).clarifaiUrl({
+      resourceId: workflow.id,
+      resourceType: "workflows",
+      versionId: workflow.version?.id,
+    });
+  });
+
+  it("is Setup as expected", () => {
+    expect(workflow.nodesList.length).toBe(2);
+  });
+
+  it("should setup RAG from existing workflow", () => {
+    const agent = new RAG({
+      workflowUrl: workflowUrl as ClarifaiUrl,
+      authConfig: {
+        pat,
+      },
+    });
+    expect(agent.app.info.id).toBe(app.info.id);
+  });
+
+  it("should predict & manage client state", async () => {
+    const messages = [{ role: "human", content: "What is 1 + 1?" }];
+    const newMessages = await rag.chat({ messages, clientManageState: true });
+    expect(newMessages.length).toBe(2);
+  }, 10000);
+
+  // TODO: Server side state management is not supported yet - work in progress
+  it.skip("should predict & manage state on the server", async () => {
+    const messages = [{ role: "human", content: "What is 1 + 1?" }];
+    const newMessages = await rag.chat({ messages });
+    expect(newMessages.length).toBe(1);
+  });
+
+  it("should upload documents by file path", async () => {
+    const upload = async () => await rag.upload({ filePath: TEXT_FILE_PATH });
+    await expect(upload()).resolves.not.toThrow();
+  });
+
+  it("should upload documents by URL", async () => {
+    const upload = async () => await rag.upload({ url: PDF_URL });
+    await expect(upload()).resolves.not.toThrow();
+  });
+
+  afterAll(async () => {
+    await new User({
+      userId: CREATE_APP_USER_ID,
+      appId: app.info.id,
+      pat,
+    }).deleteApp({ appId: app.info.id });
+  });
+});