diff --git a/package.json b/package.json
index 91188e0957a..e9f50319fb3 100644
--- a/package.json
+++ b/package.json
@@ -10,6 +10,7 @@
     "node": ">=18"
   },
   "scripts": {
+    "test": "jest",
     "lint": "cd server && yarn lint && cd ../frontend && yarn lint && cd ../collector && yarn lint",
     "setup": "cd server && yarn && cd ../collector && yarn && cd ../frontend && yarn && cd .. && yarn setup:envs && yarn prisma:setup && echo \"Please run yarn dev:server, yarn dev:collector, and yarn dev:frontend in separate terminal tabs.\"",
     "setup:envs": "cp -n ./frontend/.env.example ./frontend/.env && cp -n ./server/.env.example ./server/.env.development && cp -n ./collector/.env.example ./collector/.env && cp -n ./docker/.env.example ./docker/.env && echo \"All ENV files copied!\n\"",
@@ -31,6 +32,7 @@
   },
   "private": false,
   "devDependencies": {
-    "concurrently": "^9.1.2"
+    "concurrently": "^9.1.2",
+    "jest": "^29.7.0"
   }
 }
\ No newline at end of file
diff --git a/server/.gitignore b/server/.gitignore
index 6fdabbc0dc4..45a0f0371da 100644
--- a/server/.gitignore
+++ b/server/.gitignore
@@ -1,5 +1,6 @@
 .env.production
 .env.development
+.env.test
 storage/assets/*
 !storage/assets/anything-llm.png
 storage/documents/*
diff --git a/server/__tests__/utils/agentFlows/executor.test.js b/server/__tests__/utils/agentFlows/executor.test.js
new file mode 100644
index 00000000000..e62c8b42db0
--- /dev/null
+++ b/server/__tests__/utils/agentFlows/executor.test.js
@@ -0,0 +1,93 @@
+const { FlowExecutor } = require("../../../utils/agentFlows/executor");
+
+describe("FlowExecutor: getValueFromPath", () => {
+  const executor = new FlowExecutor();
+
+  it("can handle invalid objects", () => {
+    expect(executor.getValueFromPath(null, "a.b.c")).toBe("");
+    expect(executor.getValueFromPath(undefined, "a.b.c")).toBe("");
+    expect(executor.getValueFromPath(1, "a.b.c")).toBe("");
+    expect(executor.getValueFromPath("string", "a.b.c")).toBe("");
+    expect(executor.getValueFromPath(true, "a.b.c")).toBe("");
+  });
+
+  it("can handle invalid paths", () => {
+    const obj = { a: { b: { c: "answer" } } };
+    expect(executor.getValueFromPath(obj, -1)).toBe("");
+    expect(executor.getValueFromPath(obj, undefined)).toBe("");
+    expect(executor.getValueFromPath(obj, [1, 2, 3])).toBe("");
+    expect(executor.getValueFromPath(obj, () => { })).toBe("");
+  });
+
+  it("should be able to resolve a value from a dot path at various levels", () => {
+    let obj = {
+      a: {
+        prop: "top-prop",
+        b: {
+          c: "answer",
+          num: 100,
+          arr: [1, 2, 3],
+          subarr: [
+            { id: 1, name: "answer2" },
+            { id: 2, name: "answer3" },
+            { id: 3, name: "answer4" },
+          ]
+        }
+      }
+    };
+    expect(executor.getValueFromPath(obj, "a.prop")).toBe("top-prop");
+    expect(executor.getValueFromPath(obj, "a.b.c")).toBe("answer");
+    expect(executor.getValueFromPath(obj, "a.b.num")).toBe(100);
+    expect(executor.getValueFromPath(obj, "a.b.arr[0]")).toBe(1);
+    expect(executor.getValueFromPath(obj, "a.b.arr[1]")).toBe(2);
+    expect(executor.getValueFromPath(obj, "a.b.arr[2]")).toBe(3);
+    expect(executor.getValueFromPath(obj, "a.b.subarr[0].id")).toBe(1);
+    expect(executor.getValueFromPath(obj, "a.b.subarr[0].name")).toBe("answer2");
+    expect(executor.getValueFromPath(obj, "a.b.subarr[1].id")).toBe(2);
+    expect(executor.getValueFromPath(obj, "a.b.subarr[2].name")).toBe("answer4");
+    expect(executor.getValueFromPath(obj, "a.b.subarr[2].id")).toBe(3);
+  });
+
+  it("should return empty string if the path is invalid", () => {
+    const result = executor.getValueFromPath({}, "a.b.c");
+    expect(result).toBe("");
+  });
+
+  it("should return empty string if the object is invalid", () => {
+    const result = executor.getValueFromPath(null, "a.b.c");
+    expect(result).toBe("");
+  });
+
+  it("can return a stringified item if the path target is not an object or array", () => {
+    const obj = { a: { b: { c: "answer", numbers: [1, 2, 3] } } };
+    expect(executor.getValueFromPath(obj, "a.b")).toEqual(JSON.stringify(obj.a.b));
+    expect(executor.getValueFromPath(obj, "a.b.numbers")).toEqual(JSON.stringify(obj.a.b.numbers));
+    expect(executor.getValueFromPath(obj, "a.b.c")).toBe("answer");
+  });
+
+  it("can return a stringified object if the path target is an array", () => {
+    const obj = { a: { b: [1, 2, 3] } };
+    expect(executor.getValueFromPath(obj, "a.b")).toEqual(JSON.stringify(obj.a.b));
+    expect(executor.getValueFromPath(obj, "a.b[0]")).toBe(1);
+    expect(executor.getValueFromPath(obj, "a.b[1]")).toBe(2);
+    expect(executor.getValueFromPath(obj, "a.b[2]")).toBe(3);
+  });
+
+  it("can find a value by string key traversal", () => {
+    const obj = {
+      a: {
+        items: [
+          {
+            'my-long-key': [
+              { id: 1, name: "answer1" },
+              { id: 2, name: "answer2" },
+              { id: 3, name: "answer3" },
+            ]
+          },
+        ],
+      }
+    };
+    expect(executor.getValueFromPath(obj, "a.items[0]['my-long-key'][1].id")).toBe(2);
+    expect(executor.getValueFromPath(obj, "a.items[0]['my-long-key'][1].name")).toBe("answer2");
+  });
+});
\ No newline at end of file
diff --git a/server/utils/agentFlows/executor.js b/server/utils/agentFlows/executor.js
index 5501bbfb4e8..5b9b4c8ecc9 100644
--- a/server/utils/agentFlows/executor.js
+++ b/server/utils/agentFlows/executor.js
@@ -6,6 +6,7 @@ const executeCode = require("./executors/code");
 const executeLLMInstruction = require("./executors/llm-instruction");
 const executeWebScraping = require("./executors/web-scraping");
 const { Telemetry } = require("../../models/telemetry");
+const { safeJsonParse } = require("../http");
 
 class FlowExecutor {
   constructor() {
@@ -21,19 +22,101 @@ class FlowExecutor {
     this.logger = loggerFn || console.info;
   }
 
-  // Utility to replace variables in config
+  /**
+   * Resolves nested values from objects using dot notation and array indices
+   * Supports paths like "data.items[0].name" or "response.users[2].address.city"
+   * Returns undefined for invalid paths or errors
+   * @param {Object|string} obj - The object to resolve the value from
+   * @param {string} path - The path to the value
+   * @returns {string} The resolved value
+   */
+  getValueFromPath(obj = {}, path = "") {
+    if (typeof obj === "string") obj = safeJsonParse(obj, {});
+
+    if (
+      !obj ||
+      !path ||
+      typeof obj !== "object" ||
+      Object.keys(obj).length === 0 ||
+      typeof path !== "string"
+    )
+      return "";
+
+    // First split by dots that are not inside brackets
+    const parts = [];
+    let currentPart = "";
+    let inBrackets = false;
+
+    for (let i = 0; i < path.length; i++) {
+      const char = path[i];
+      if (char === "[") {
+        inBrackets = true;
+        if (currentPart) {
+          parts.push(currentPart);
+          currentPart = "";
+        }
+        currentPart += char;
+      } else if (char === "]") {
+        inBrackets = false;
+        currentPart += char;
+        parts.push(currentPart);
+        currentPart = "";
+      } else if (char === "." && !inBrackets) {
+        if (currentPart) {
+          parts.push(currentPart);
+          currentPart = "";
+        }
+      } else {
+        currentPart += char;
+      }
+    }
+
+    if (currentPart) parts.push(currentPart);
+    let current = obj;
+
+    for (const part of parts) {
+      if (current === null || typeof current !== "object") return undefined;
+
+      // Handle bracket notation
+      if (part.startsWith("[") && part.endsWith("]")) {
+        const key = part.slice(1, -1);
+        const cleanKey = key.replace(/^['"]|['"]$/g, "");
+
+        if (!isNaN(cleanKey)) {
+          if (!Array.isArray(current)) return undefined;
+          current = current[parseInt(cleanKey)];
+        } else {
+          if (!(cleanKey in current)) return undefined;
+          current = current[cleanKey];
+        }
+      } else {
+        // Handle dot notation
+        if (!(part in current)) return undefined;
+        current = current[part];
+      }
+
+      if (current === undefined || current === null) return undefined;
+    }
+
+    return typeof current === "object" ? JSON.stringify(current) : current;
+  }
+
+  /**
+   * Replaces variables in the config with their values
+   * @param {Object} config - The config to replace variables in
+   * @returns {Object} The config with variables replaced
+   */
   replaceVariables(config) {
     const deepReplace = (obj) => {
       if (typeof obj === "string") {
         return obj.replace(/\${([^}]+)}/g, (match, varName) => {
-          return this.variables[varName] !== undefined
-            ? this.variables[varName]
-            : match;
+          const value = this.getValueFromPath(this.variables, varName);
+          return value !== undefined ? value : match;
         });
       }
-      if (Array.isArray(obj)) {
-        return obj.map((item) => deepReplace(item));
-      }
+
+      if (Array.isArray(obj)) return obj.map((item) => deepReplace(item));
+
       if (obj && typeof obj === "object") {
         const result = {};
         for (const [key, value] of Object.entries(obj)) {
@@ -47,7 +130,11 @@ class FlowExecutor {
     return deepReplace(config);
   }
 
-  // Main execution method
+  /**
+   * Executes a single step of the flow
+   * @param {Object} step - The step to execute
+   * @returns {Promise<Object>} The result of the step
+   */
   async executeStep(step) {
     const config = this.replaceVariables(step.config);
     let result;
diff --git a/server/utils/agentFlows/executors/llm-instruction.js b/server/utils/agentFlows/executors/llm-instruction.js
index c950d80fa99..b5000a89c10 100644
--- a/server/utils/agentFlows/executors/llm-instruction.js
+++ b/server/utils/agentFlows/executors/llm-instruction.js
@@ -1,5 +1,3 @@
-const AIbitat = require("../../agents/aibitat");
-
 /**
  * Execute an LLM instruction flow step
  * @param {Object} config Flow step configuration
@@ -15,8 +13,10 @@ async function executeLLMInstruction(config, context) {
   introspect(`Processing data with LLM instruction...`);
 
   if (!variables[inputVariable]) {
-    logger(`Input variable ${inputVariable} not found`);
-    throw new Error(`Input variable ${inputVariable} not found`);
+    logger(`Input variable ${inputVariable} (${inputVariable}) not found`);
+    throw new Error(
+      `Input variable ${inputVariable} (${inputVariable}) not found`
+    );
   }
 
   try {
diff --git a/server/utils/agentFlows/executors/web-scraping.js b/server/utils/agentFlows/executors/web-scraping.js
index e54b95fe6f7..e10770f82e9 100644
--- a/server/utils/agentFlows/executors/web-scraping.js
+++ b/server/utils/agentFlows/executors/web-scraping.js
@@ -1,8 +1,3 @@
-const { CollectorApi } = require("../../collectorApi");
-const { TokenManager } = require("../../helpers/tiktoken");
-const Provider = require("../../agents/aibitat/providers/ai-provider");
-const { summarizeContent } = require("../../agents/aibitat/utils/summarize");
-
 /**
  * Execute a web scraping flow step
  * @param {Object} config Flow step configuration
@@ -10,6 +5,11 @@ const { summarizeContent } = require("../../agents/aibitat/utils/summarize");
  * @returns {Promise<string>} Scraped content
  */
 async function executeWebScraping(config, context) {
+  const { CollectorApi } = require("../../collectorApi");
+  const { TokenManager } = require("../../helpers/tiktoken");
+  const Provider = require("../../agents/aibitat/providers/ai-provider");
+  const { summarizeContent } = require("../../agents/aibitat/utils/summarize");
+
   const { url, captureAs = "text", enableSummarization = true } = config;
   const { introspect, logger, aibitat } = context;
   logger(