diff --git a/.env.example b/.env.example
index f3f9546..f2b4de8 100644
--- a/.env.example
+++ b/.env.example
@@ -16,6 +16,35 @@ MASTRA_API_URL='http://localhost:4111'
 # Example placeholders for local testing
 LOCAL_DEV='true'
 
+# Chrome / browser automation
+# Start Chrome with remote debugging enabled before using the browser agent:
+# chrome.exe --remote-debugging-port=9222 --user-data-dir="C:\temp\chrome-debug"
+CHROME_CDP_URL='http://127.0.0.1:9222'
+CHROME_REMOTE_DEBUGGING_URL='http://127.0.0.1:9222'
+
+# Discord Bot Token https://discordapp.com/developers/applications/
+DISCORD_BOT_TOKEN='your_discord_bot_token_here'
+DISCORD_PUBLIC_KEY='your_discord_public_key_here'
+DISCORD_CLIENT_ID='your_discord_client_id_here'
+DISCORD_SECRET_KEY='your_discord_secret_key_here'
+DISCORD_WEBHOOK_URL='your_discord_webhook_url_here'
+GOOGLE_CLIENT_ID="******************-**********************.apps.googleusercontent.com"
+GOOGLE_CLIENT_SECRET="fake_google_client_secret_for_local_dev"
+GOOGLE_CLIENT_CALLBACK_URL="https://localhost:3000/api/callback"
+
+#Authorized redirect URIs
+
+#https://localhost:3000/api/callback
+
+#https://localhost:3000/callback
+
+#https://127.0.0.1:3000/api/callback
+
+#http://127.0.0.1:3000/api/callback
+
+#https://127.0.0.1:3000/callback
+
+
 # Opencode Zen API Key
 OPENCODE_API_KEY='your_opencode_zen_api_key_here'
 
diff --git a/README.md b/README.md
index d435bfb..ac06e27 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-<!-- AGENTS-META {"title":"AgentStack README","version":"1.3.3","applies_to":"/","last_updated":"2026-03-29","status":"stable"} -->
+<!-- AGENTS-META {"title":"AgentStack README","version":"1.0.43","applies_to":"/","last_updated":"2026-04-14","status":"stable"} -->
 
 <div align="center">
 
@@ -74,6 +74,8 @@ AgentStack bridges the gap between basic AI chatbots and enterprise-grade multi-
 | **Financial Intelligence**    | ✅ **Polygon/Finnhub/AlphaVantage (30+ endpoints)**             | ❌ None     | ❌ None    | ❌ None     |
 | **RAG Pipeline**              | ✅ **LibSQL HNSW + rerank + graphRAG**                          | ⚠️ Basic    | ⚠️ Basic   | ✅ External |
 | **Multi-Agent Orchestration** | ✅ **A2A MCP + supervisor networks (25+ agents)**               | ✅ Advanced | ✅ Basic   | ✅ Partial  |
+| **Live Browser Automation**   | ✅ **Local Chrome/CDP browser agent + shared runtime**          | ⚠️ Basic    | ⚠️ Partial | ⚠️ Partial  |
+| **Workspaces / Sandboxes**    | ✅ **AgentFS + Daytona + local sandboxes + persistence**        | ⚠️ Basic    | ❌ None    | ⚠️ Partial  |
 | **Enterprise Security**       | ✅ **Better Auth + RBAC + path traversal protection + HTML sanitization** | ⚠️ Partial  | ⚠️ Partial | ✅ Partial  |
 | **Type Safety**               | ✅ **Zod schemas everywhere (57 tools)**                        | ⚠️ Limited  | ⚠️ Limited | ✅ Partial  |
 | **UI Components**             | ✅ **105 components (AI Elements + shadcn/ui)**                 | ✅ 30+      | ✅ 50+     | ✅ 30+      |
@@ -98,6 +100,8 @@ While other AI agent platforms offer basic chatbot functionality, AgentStack pro
 - **🤖 25+ Agents**: Individual specialized agents (research, stock analysis, copywriting, etc.)
 - **📋 10+ Workflows**: Multi-step orchestrated processes (weather analysis, content creation, financial reports)
 - **🌐 12+ Supervisor Networks**: Coordinator agents that route tasks to specialized agents using delegation hooks (primary router, coding team, financial intelligence, content creation, etc.)
+- **🧭 Live Browser Automation**: Shared Chrome/CDP browser runtime for local verification, screenshots, and interaction testing
+- **🧩 Workspaces & Sandboxes**: AgentFS, Daytona, and local sandbox support with persistent LibSQL-backed state
 - **🔌 A2A/MCP**: MCP server coordinates parallel agents (research+stock→report), A2A coordinator for cross-agent communication
 - **🎨 105 UI Components**: AI Elements (50 chat/reasoning/canvas components) + shadcn/ui (55 base primitives)
 - **📊 Enterprise Observability**: Default tracing + Langfuse integration + 10+ custom scorers + middleware logging
@@ -1472,11 +1476,23 @@ AgentStack is engineered for high-performance production workloads with comprehe
 
 ```mermaid
 %%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#58a6ff', 'primaryTextColor': '#c9d1d9', 'primaryBorderColor': '#30363d', 'lineColor': '#58a6ff', 'sectionBkgColor': '#161b22', 'altSectionBkgColor': '#0d1117', 'sectionTextColor': '#c9d1d9', 'gridColor': '#30363d', 'tertiaryColor': '#161b22' }}}%%
-xychart-beta
-  title "Requests Per Second (RPS) by Endpoint"
-  x-axis ["/chat", "/workflow", "/rag/query", "/dataset", "/tools/execute", "/observability", "/network", "/workspace"]
-  y-axis "Requests per second" 0 --> 220
-  bar [150, 85, 200, 180, 120, 95, 75, 110]
+sequenceDiagram
+  participant Dev as Developer
+  participant Script as npm run chrome:debug
+  participant Chrome as Local Chrome
+  participant CDP as CDP Endpoint<br/>127.0.0.1:9222
+  participant BrowserAgent as browserAgent
+  participant Browser as Shared Browser Runtime
+  participant App as Target Web App
+
+  Dev->>Script: Start remote-debug Chrome
+  Script->>Chrome: Launch Chrome with CDP enabled
+  Chrome-->>CDP: Publish DevTools endpoint
+  BrowserAgent->>CDP: Connect via CHROME_CDP_URL
+  BrowserAgent->>Browser: Reuse shared browser session
+  BrowserAgent->>App: Navigate, click, type, inspect
+  App-->>BrowserAgent: DOM, console, screenshots
+  BrowserAgent-->>Dev: Structured result
 ```
 
 | Endpoint             | RPS | Avg Latency | Use Case                           |
@@ -1656,7 +1672,8 @@ export const myCustomTool = createTool({
 // src/mastra/agents/my-agent.ts
 import { Agent } from '@mastra/core/agent'
 import { googleAI } from '../config/google'
-import { myCustomTool, pgQueryTool } from '../tools'
+import { myCustomTool } from '../tools'
+import { LibsqlMemory, libsqlQueryTool } from '../config/libsql'
 
 export const myAgent = new Agent({
     id: 'my-agent',
@@ -1669,12 +1686,73 @@ export const myAgent = new Agent({
     model: googleAI, // or openAI, anthropic, openrouter
     tools: {
         myCustomTool,
-        pgQueryTool,
+        libsqlQueryTool,
     },
-    memory: pgMemory, // Enable conversation memory
+    memory: LibsqlMemory, // Enable conversation memory
 })
 ```
 
+### **Live Browser Automation**
+
+AgentStack can attach to a local Chrome session through Chrome DevTools
+Protocol (CDP). This powers the live browser agent and the shared browser
+runtime.
+
+#### Start Chrome in remote-debug mode
+
+```bash
+npm run chrome:debug
+```
+
+That script launches Chrome with:
+
+```bash
+chrome.exe --remote-debugging-port=9222 --user-data-dir="%TEMP%\\chrome-debug"
+```
+
+#### Environment variables
+
+```env
+CHROME_CDP_URL=http://127.0.0.1:9222
+CHROME_REMOTE_DEBUGGING_URL=http://127.0.0.1:9222
+```
+
+#### Browser runtime packages
+
+| Package | Version | Purpose |
+| --- | --- | --- |
+| `@mastra/agent-browser` | `^0.1.0` | Browser agent integration over CDP |
+| `@mastra/stagehand` | `^0.1.0` | Shared browser automation helpers |
+| `playwright` | `^1.59.1` | Browser automation / verification |
+| `@mastra/core` | `^1.24.1` | Agent runtime and browser orchestration |
+
+#### How it works
+
+```mermaid
+sequenceDiagram
+  participant Dev as Developer
+  participant Script as npm run chrome:debug
+  participant Chrome as Local Chrome
+  participant CDP as CHROME_CDP_URL<br/>127.0.0.1:9222
+  participant Agent as browserAgent / shared browser
+  participant Page as Target Web App
+
+  Dev->>Script: Start Chrome in remote-debug mode
+  Script->>Chrome: Launch with remote debugging enabled
+  Chrome-->>CDP: Expose DevTools endpoint
+  Agent->>CDP: Connect through agentBrowser
+  Agent->>Page: Navigate / click / type / inspect
+  Page-->>Agent: DOM, console, screenshots, network state
+  Agent-->>Dev: Structured result
+```
+
+#### Browser agent files
+
+- `src/mastra/agents/browserAgent.ts` uses the shared browser runtime.
+- `src/mastra/browsers.ts` centralizes the Chrome CDP configuration.
+- `src/mastra/config/libsql.ts` provides the shared LibSQL-backed vector and
+  memory utilities used by agents and workflows.
+
 **Agent Development Best Practices:**
 
 - ✅ Write clear, detailed instructions with examples
@@ -1807,8 +1885,8 @@ vi.mock('../config/polygon', () => ({
 }))
 
 // Example: Database mock
-vi.mock('../config/pg-storage', () => ({
-    pgQueryTool: {
+vi.mock('../config/libsql', () => ({
+  libsqlQueryTool: {
         execute: vi.fn().mockResolvedValue({
             data: [{ id: 1, result: 'success' }],
             error: null,
@@ -1917,7 +1995,7 @@ export const fileTool = createTool({
 })
 
 // Mask sensitive data in logs
-import { maskSensitiveMessageData } from '../config/pg-storage'
+import { maskSensitiveMessageData } from '../config/libsql'
 
 logger.info('Processing request', {
     data: maskSensitiveMessageData(requestData),
@@ -2131,12 +2209,14 @@ Interactive workflow visualization (`/workflows`) with AI Elements Canvas:
 ```ts
 // src/mastra/agents/my-agent.ts
 import { Agent } from '@mastra/core/agent'
+import { googleAI } from '../config/google'
+import { LibsqlMemory, libsqlQueryTool } from '../config/libsql'
 export const myAgent = new Agent({
     id: 'my-agent',
-    tools: { polygonStockQuotesTool, pgQueryTool },
+  tools: { polygonStockQuotesTool, libsqlQueryTool },
     instructions: 'Analyze stocks with Polygon + RAG...',
     model: googleAI, // From model registry
-    memory: pgMemory,
+  memory: LibsqlMemory,
 })
 // Auto-registers in index.ts
 ```
@@ -2368,7 +2448,7 @@ We are committed to providing a welcoming and inclusive experience for everyone:
 🐦 **Follow [@ssdeanx](https://x.com/ssdeanx)**
 📘 **[Docs](https://agentstack.ai)** (Coming Q1 2026)
 
-_Last updated: 2026-03-17 | v1.3.1_
+_Last updated: 2026-04-14 | v1.0.43_
 
 ## 🧠 **Chat**
 
diff --git a/app/api/callback/route.ts b/app/api/callback/route.ts
new file mode 100644
index 0000000..1559def
--- /dev/null
+++ b/app/api/callback/route.ts
@@ -0,0 +1 @@
+export { GET, POST } from '../auth/[...all]/route'
\ No newline at end of file
diff --git a/app/login/page.tsx b/app/login/page.tsx
index b27b916..c1c019b 100644
--- a/app/login/page.tsx
+++ b/app/login/page.tsx
@@ -54,6 +54,16 @@ export default function LoginPage() {
         }
     }, [authQuery.data, authQuery.isPending, nextPath, router])
 
+    useEffect(() => {
+        if (authQuery.isPending || authQuery.data) {
+            return
+        }
+
+        void authClient.oneTap({
+            callbackURL: nextPath,
+        })
+    }, [authQuery.data, authQuery.isPending, nextPath])
+
     useEffect(() => {
         const savedIdentifier = window.localStorage.getItem(REMEMBERED_IDENTIFIER_KEY)
 
@@ -65,6 +75,29 @@ export default function LoginPage() {
         }
     }, [])
 
+    /** Starts the Google OAuth flow through Better Auth. */
+    const handleGoogleSignIn = async () => {
+        setIsLoading(true)
+        setErrorMessage('')
+
+        try {
+            const response = await authClient.signIn.social({
+                provider: 'google',
+                callbackURL: nextPath,
+            })
+
+            if (response.error) {
+                setErrorMessage(response.error.message ?? 'Unable to sign in with Google.')
+                setIsLoading(false)
+            }
+        } catch (error) {
+            setErrorMessage(
+                error instanceof Error ? error.message : 'Unable to sign in with Google.',
+            )
+            setIsLoading(false)
+        }
+    }
+
     const handleLogin = async (e: LoginSubmitEvent) => {
         e.preventDefault()
         setIsLoading(true)
@@ -118,7 +151,7 @@ export default function LoginPage() {
             </div>
 
             <div className="relative mx-auto grid min-h-[calc(100vh-2rem)] w-full max-w-6xl items-center gap-6 lg:grid-cols-[1.05fr_0.95fr]">
-                <section className="hidden h-full flex-col justify-between rounded-[2rem] border border-border/40 bg-card/70 p-8 shadow-2xl shadow-black/5 backdrop-blur-xl lg:flex">
+                <section className="hidden h-full flex-col justify-between rounded-4xl border border-border/40 bg-card/70 p-8 shadow-2xl shadow-black/5 backdrop-blur-xl lg:flex">
                     <div className="space-y-8">
                         <Link href="/" className="group inline-flex items-center gap-3">
                             <div className="flex size-14 items-center justify-center rounded-3xl bg-primary text-primary-foreground shadow-lg shadow-primary/20 transition-transform duration-200 group-hover:scale-105">
@@ -206,6 +239,29 @@ export default function LoginPage() {
                                 </p>
                             </div>
 
+                            <Button
+                                type="button"
+                                variant="outline"
+                                className="h-11 w-full rounded-xl text-sm font-medium"
+                                onClick={handleGoogleSignIn}
+                                disabled={isLoading}
+                            >
+                                {isLoading ? (
+                                    <>
+                                        <Loader2 className="mr-2 size-4 animate-spin" />
+                                        Signing in with Google...
+                                    </>
+                                ) : (
+                                    'Continue with Google'
+                                )}
+                            </Button>
+
+                            <div className="flex items-center gap-3 text-xs uppercase tracking-[0.2em] text-muted-foreground">
+                                <span className="h-px flex-1 bg-border/70" />
+                                <span>Or use your account</span>
+                                <span className="h-px flex-1 bg-border/70" />
+                            </div>
+
                             <form onSubmit={handleLogin} className="space-y-4">
                                 <div className="space-y-2">
                                     <Label htmlFor="identifier">Email or username</Label>
diff --git a/app/login/signup/page.tsx b/app/login/signup/page.tsx
index 775626f..a4c96a3 100644
--- a/app/login/signup/page.tsx
+++ b/app/login/signup/page.tsx
@@ -63,6 +63,39 @@ export default function SignupPage() {
         }
     }, [authQuery.data, authQuery.isPending, nextPath, router])
 
+    useEffect(() => {
+        if (authQuery.isPending || authQuery.data) {
+            return
+        }
+
+        void authClient.oneTap({
+            callbackURL: nextPath,
+        })
+    }, [authQuery.data, authQuery.isPending, nextPath])
+
+    /** Starts the Google OAuth flow through Better Auth. */
+    const handleGoogleSignIn = async () => {
+        setIsLoading(true)
+        setErrorMessage('')
+
+        try {
+            const response = await authClient.signIn.social({
+                provider: 'google',
+                callbackURL: nextPath,
+            })
+
+            if (response.error) {
+                setErrorMessage(response.error.message ?? 'Unable to sign in with Google.')
+                setIsLoading(false)
+            }
+        } catch (error) {
+            setErrorMessage(
+                error instanceof Error ? error.message : 'Unable to sign in with Google.',
+            )
+            setIsLoading(false)
+        }
+    }
+
     type SignupSubmitEvent = SyntheticEvent<HTMLFormElement, SubmitEvent>
 
     const handleSignup = async (e: SignupSubmitEvent) => {
@@ -212,6 +245,29 @@ export default function SignupPage() {
                                 </p>
                             </div>
 
+                            <Button
+                                type="button"
+                                variant="outline"
+                                className="h-11 w-full rounded-xl text-sm font-medium"
+                                onClick={handleGoogleSignIn}
+                                disabled={isLoading}
+                            >
+                                {isLoading ? (
+                                    <>
+                                        <Loader2 className="mr-2 size-4 animate-spin" />
+                                        Signing in with Google...
+                                    </>
+                                ) : (
+                                    'Continue with Google'
+                                )}
+                            </Button>
+
+                            <div className="flex items-center gap-3 text-xs uppercase tracking-[0.2em] text-muted-foreground">
+                                <span className="h-px flex-1 bg-border/70" />
+                                <span>Or create an account below</span>
+                                <span className="h-px flex-1 bg-border/70" />
+                            </div>
+
                             <form onSubmit={handleSignup} className="space-y-4">
                                 <div className="grid gap-4 sm:grid-cols-2">
                                     <div className="space-y-2">
diff --git a/lib/auth-client.ts b/lib/auth-client.ts
index b2780c8..3ef5a3e 100644
--- a/lib/auth-client.ts
+++ b/lib/auth-client.ts
@@ -1,9 +1,35 @@
 import { createAuthClient } from 'better-auth/react'
-import { adminClient, multiSessionClient, usernameClient } from 'better-auth/client/plugins'
+import {
+    adminClient,
+    multiSessionClient,
+    oneTapClient,
+    usernameClient,
+} from 'better-auth/client/plugins'
 import { apiKeyClient } from '@better-auth/api-key/client'
+//import { agentAuthClient } from "@better-auth/agent-auth/client";
 
 export const authClient = createAuthClient({
-    plugins: [adminClient(), apiKeyClient(), multiSessionClient(), usernameClient()],
+    plugins: [
+        adminClient(),
+        apiKeyClient(),
+        multiSessionClient(),
+        oneTapClient({
+            clientId: process.env.GOOGLE_CLIENT_ID ?? 'your-google-client-id',
+            autoSelect: true,
+            context: 'signin',
+            uxMode: 'redirect',
+            additionalOptions: {
+            // Any extra options for the Google initialize method
+            },
+            // Configure prompt behavior and exponential backoff:
+            promptOptions: {
+                baseDelay: 1000,   // Base delay in ms (default: 1000)
+                maxAttempts: 5     // Maximum number of attempts before triggering onPromptNotification (default: 5)
+            }
+        }),
+        usernameClient(),
+      //  agentAuthClient(),
+    ],
     baseURL: process.env.NEXT_PUBLIC_BETTER_AUTH_URL ?? 'http://localhost:3000',
     credentials: 'include',
 })
diff --git a/next.config.ts b/next.config.ts
index 0bca495..26e0f81 100644
--- a/next.config.ts
+++ b/next.config.ts
@@ -117,7 +117,7 @@ const withMDX = createMDX({
         // for most docs formatting. Frontmatter parsing can be handled separately
         // if needed (e.g. server-side gray-matter extraction), which avoids
         // depending on unified plugin resolution in the dev bundler.
-        remarkPlugins: ['remark-gfm', 'remark-frontmatter', 'remark-breaks', 'remark-parse', 'remark-rehype', 'remark-highlight'],
+        remarkPlugins: ['remark-gfm', 'remark-frontmatter', 'remark-breaks', 'remark-parse', 'remark-rehype'],
         rehypePlugins: ['rehype-highlight', 'rehype-class-names'],
     },
 })
diff --git a/package-lock.json b/package-lock.json
index f9e9bfd..caf07ff 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,22 +1,23 @@
 {
   "name": "agentstack",
-  "version": "1.0.42",
+  "version": "1.0.43",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "agentstack",
-      "version": "1.0.42",
+      "version": "1.0.43",
       "license": "ISC",
       "dependencies": {
         "@ai-sdk/google": "^3.0.63",
         "@ai-sdk/google-vertex": "^4.0.109",
-        "@ai-sdk/openai": "^3.0.52",
+        "@ai-sdk/openai": "^3.0.53",
         "@ai-sdk/openai-compatible": "^2.0.41",
         "@ai-sdk/provider-utils": "^4.0.23",
-        "@ai-sdk/react": "^3.0.161",
+        "@ai-sdk/react": "^3.0.163",
         "@auth/agent": "^0.4.6",
         "@auth/agent-cli": "^0.4.5",
+        "@better-auth/agent-auth": "^0.4.5",
         "@better-auth/api-key": "^1.6.3",
         "@chat-adapter/discord": "^4.26.0",
         "@chat-adapter/github": "^4.26.0",
@@ -58,13 +59,13 @@
         "@mastra/stagehand": "^0.1.0",
         "@mastra/upstash": "^1.0.4",
         "@mastra/vectorize": "^1.0.2",
-        "@mastra/voice-google": "^0.12.0",
+        "@mastra/voice-google": "^0.12.0-beta.2",
         "@mastra/voice-openai": "^0.12.1",
         "@mcpc-tech/acp-ai-provider": "^0.3.2",
         "@next/bundle-analyzer": "^16.2.3",
         "@next/mdx": "^16.2.3",
         "@octokit/plugin-retry": "^8.1.0",
-        "@openrouter/ai-sdk-provider": "^2.5.1",
+        "@openrouter/ai-sdk-provider": "^2.6.0",
         "@opentelemetry/api": "^1.9.1",
         "@opentelemetry/auto-instrumentations-node": "^0.72.0",
         "@opentelemetry/exporter-trace-otlp-proto": "^0.214.0",
@@ -100,7 +101,7 @@
         "@xyflow/react": "^12.10.2",
         "a2a-ai-provider": "^0.4.0-alpha.2",
         "adm-zip": "^0.5.17",
-        "ai": "^6.0.158",
+        "ai": "^6.0.161",
         "ai-sdk-ollama": "^3.8.3",
         "ai-sdk-provider-gemini-cli": "^2.0.1",
         "ai-sdk-provider-opencode-sdk": "^3.0.2",
@@ -250,7 +251,7 @@
         "eslint-plugin-react-refresh": "^0.5.2",
         "ink-testing-library": "^4.0.0",
         "mastra": "^1.5.0",
-        "prettier": "^3.8.2",
+        "prettier": "^3.8.3",
         "tailwindcss": "^4.2.2",
         "tw-animate-css": "^1.4.0",
         "typescript": "^6.0.2",
@@ -560,9 +561,9 @@
       }
     },
     "node_modules/@ai-sdk/gateway": {
-      "version": "3.0.95",
-      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.95.tgz",
-      "integrity": "sha512-ZmUNNbZl3V42xwQzPaNUi+s8eqR2lnrxf0bvB6YbLXpLjHYv0k2Y78t12cNOfY0bxGeuVVTLyk856uLuQIuXEQ==",
+      "version": "3.0.98",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.98.tgz",
+      "integrity": "sha512-Ol+nP8PIlj8FjN8qKlxhE89N0woqAaGi9CUBGp1boe3RafpphJ7WMuq/RErSvxtwTqje03TP+zIdzP113krxRg==",
       "license": "Apache-2.0",
       "dependencies": {
         "@ai-sdk/provider": "3.0.8",
@@ -709,9 +710,9 @@
       }
     },
     "node_modules/@ai-sdk/openai": {
-      "version": "3.0.52",
-      "resolved": "https://registry.npmjs.org/@ai-sdk/openai/-/openai-3.0.52.tgz",
-      "integrity": "sha512-4Rr8NCGmfWTz6DCUvixn9UmyZcMatiHn0zWoMzI3JCUe9R1P/vsPOpCBALKoSzVYOjyJnhtnVIbfUKujcS39uw==",
+      "version": "3.0.53",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/openai/-/openai-3.0.53.tgz",
+      "integrity": "sha512-Wld+Rbc05KaUn08uBt06eEuwcgalcIFtIl32Yp+GxuZXUQwOb6YeAuq+C6da4ch6BurFoqEaLemJVwjBb7x+PQ==",
       "license": "Apache-2.0",
       "dependencies": {
         "@ai-sdk/provider": "3.0.8",
@@ -904,13 +905,13 @@
       }
     },
     "node_modules/@ai-sdk/react": {
-      "version": "3.0.161",
-      "resolved": "https://registry.npmjs.org/@ai-sdk/react/-/react-3.0.161.tgz",
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+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/vscode-uri/-/vscode-uri-3.1.0.tgz",
+      "integrity": "sha512-/BpdSx+yCQGnCvecbyXdxHDkuk55/G3xwnC0GqY4gmQ3j+A+g8kzzgB4Nk/SINjqn6+waqw3EgbVF2QKExkRxQ==",
       "license": "MIT"
     },
     "node_modules/w3c-xmlserializer": {
@@ -44442,12 +45711,12 @@
       }
     },
     "node_modules/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==",
+      "version": "3.3.3",
+      "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-3.3.3.tgz",
+      "integrity": "sha512-d2JWLCivmZYTSIoge9MsgFCZrt571BikcWGYkjC1khllbTeDlGqZ2D8vD8E/lJa8WGWbb7Plm8/XJYV7IJHZZw==",
       "license": "MIT",
       "engines": {
-        "node": ">= 14"
+        "node": ">= 8"
       }
     },
     "node_modules/web-tree-sitter": {
@@ -44501,6 +45770,12 @@
         "undici-types": "~6.21.0"
       }
     },
+    "node_modules/webdriver/node_modules/undici-types": {
+      "version": "6.21.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
+      "integrity": "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==",
+      "license": "MIT"
+    },
     "node_modules/webdriverio": {
       "version": "9.27.0",
       "resolved": "https://registry.npmjs.org/webdriverio/-/webdriverio-9.27.0.tgz",
@@ -44569,6 +45844,12 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/webdriverio/node_modules/undici-types": {
+      "version": "6.21.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
+      "integrity": "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==",
+      "license": "MIT"
+    },
     "node_modules/webidl-conversions": {
       "version": "8.0.1",
       "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-8.0.1.tgz",
@@ -44826,13 +46107,6 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
-    "node_modules/widest-line/node_modules/emoji-regex": {
-      "version": "9.2.2",
-      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-9.2.2.tgz",
-      "integrity": "sha512-L18DaJsXSUk2+42pv8mLs5jJT2hqFkFE4j21wOmgbUqsZ2hL72NsUU785g9RXgo3s0ZNgVl42TiHp3ZtOv/Vyg==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/widest-line/node_modules/string-width": {
       "version": "5.1.2",
       "resolved": "https://registry.npmjs.org/string-width/-/string-width-5.1.2.tgz",
@@ -44963,9 +46237,9 @@
       "license": "ISC"
     },
     "node_modules/ws": {
-      "version": "8.19.0",
-      "resolved": "https://registry.npmjs.org/ws/-/ws-8.19.0.tgz",
-      "integrity": "sha512-blAT2mjOEIi0ZzruJfIhb3nps74PRWTCz1IjglWEEpQl5XS/UNama6u2/rjFkDDouqr4L67ry+1aGIALViWjDg==",
+      "version": "8.20.0",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.20.0.tgz",
+      "integrity": "sha512-sAt8BhgNbzCtgGbt2OxmpuryO63ZoDk/sqaB/znQm94T4fCEsy/yV+7CdC1kJhOU9lboAEU7R3kquuycDoibVA==",
       "license": "MIT",
       "engines": {
         "node": ">=10.0.0"
@@ -44999,9 +46273,9 @@
       }
     },
     "node_modules/wsl-utils/node_modules/is-wsl": {
-      "version": "3.1.0",
-      "resolved": "https://registry.npmjs.org/is-wsl/-/is-wsl-3.1.0.tgz",
-      "integrity": "sha512-UcVfVfaK4Sc4m7X3dUSoHoozQGBEFeDC+zVo06t98xe8CzHSZZBekNXH+tu0NalHolcJ/QAGqS46Hef7QXBIMw==",
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/is-wsl/-/is-wsl-3.1.1.tgz",
+      "integrity": "sha512-e6rvdUCiQCAuumZslxRJWR/Doq4VpPR82kqclvcS0efgt430SlGIk05vdCN58+VrzgtIcfNODjozVielycD4Sw==",
       "license": "MIT",
       "dependencies": {
         "is-inside-container": "^1.0.0"
@@ -45074,18 +46348,12 @@
       }
     },
     "node_modules/yaml": {
-      "version": "2.8.2",
-      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.2.tgz",
-      "integrity": "sha512-mplynKqc1C2hTVYxd0PU2xQAc22TI1vShAYGksCCfxbn/dFwnHTNi1bvYsBTkhdUNtGIf5xNOg938rrSSYvS9A==",
+      "version": "1.10.3",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-1.10.3.tgz",
+      "integrity": "sha512-vIYeF1u3CjlhAFekPPAk2h/Kv4T3mAkMox5OymRiJQB0spDP10LHvt+K7G9Ny6NuuMAb25/6n1qyUjAcGNf/AA==",
       "license": "ISC",
-      "bin": {
-        "yaml": "bin.mjs"
-      },
       "engines": {
-        "node": ">= 14.6"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/eemeli"
+        "node": ">= 6"
       }
     },
     "node_modules/yargs": {
@@ -45125,6 +46393,15 @@
         "fd-slicer": "~1.1.0"
       }
     },
+    "node_modules/yauzl/node_modules/buffer-crc32": {
+      "version": "0.2.13",
+      "resolved": "https://registry.npmjs.org/buffer-crc32/-/buffer-crc32-0.2.13.tgz",
+      "integrity": "sha512-VO9Ht/+p3SN7SKWqcrgEzjGbRSJYTx+Q1pTQC0wrWqHx0vpJraQ6GtHx8tvcg1rlK1byhU5gccxgOgj7B0TDkQ==",
+      "license": "MIT",
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
@@ -45245,6 +46522,15 @@
       "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
       "license": "MIT"
     },
+    "node_modules/zeroentropy/node_modules/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==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/zeroentropy/node_modules/webidl-conversions": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
@@ -45276,9 +46562,9 @@
       }
     },
     "node_modules/zeromq/node_modules/node-addon-api": {
-      "version": "8.5.0",
-      "resolved": "https://registry.npmjs.org/node-addon-api/-/node-addon-api-8.5.0.tgz",
-      "integrity": "sha512-/bRZty2mXUIFY/xU5HLvveNHlswNJej+RnxBjOMkidWfwZzgTbPG1E3K5TOxRLOR+5hX7bSofy8yf1hZevMS8A==",
+      "version": "8.7.0",
+      "resolved": "https://registry.npmjs.org/node-addon-api/-/node-addon-api-8.7.0.tgz",
+      "integrity": "sha512-9MdFxmkKaOYVTV+XVRG8ArDwwQ77XIgIPyKASB1k3JPq3M8fGQQQE3YpMOrKm6g//Ktx8ivZr8xo1Qmtqub+GA==",
       "license": "MIT",
       "engines": {
         "node": "^18 || ^20 || >= 21"
@@ -45298,6 +46584,30 @@
         "node": ">= 14"
       }
     },
+    "node_modules/zip-stream/node_modules/buffer": {
+      "version": "6.0.3",
+      "resolved": "https://registry.npmjs.org/buffer/-/buffer-6.0.3.tgz",
+      "integrity": "sha512-FTiCpNxtwiZZHEZbcbTIcZjERVICn9yq/pDFkTl95/AxzD1naBctN7YO68riM/gLSDY7sdrMby8hofADYuuqOA==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "base64-js": "^1.3.1",
+        "ieee754": "^1.2.1"
+      }
+    },
     "node_modules/zip-stream/node_modules/readable-stream": {
       "version": "4.7.0",
       "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-4.7.0.tgz",
@@ -45361,12 +46671,12 @@
       }
     },
     "node_modules/zod-to-json-schema": {
-      "version": "3.25.1",
-      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.1.tgz",
-      "integrity": "sha512-pM/SU9d3YAggzi6MtR4h7ruuQlqKtad8e9S0fmxcMi+ueAK5Korys/aWcV9LIIHTVbj01NdzxcnXSN+O74ZIVA==",
+      "version": "3.25.2",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",
+      "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==",
       "license": "ISC",
       "peerDependencies": {
-        "zod": "^3.25 || ^4"
+        "zod": "^3.25.28 || ^4"
       }
     },
     "node_modules/zod-validation-error": {
diff --git a/package.json b/package.json
index 7a7b640..c9edda3 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "agentstack",
-  "version": "1.0.42",
+  "version": "1.0.43",
   "description": "Multi-agent frameworks and tools for building AI applications with Mastra.",
   "main": "index.js",
   "scripts": {
@@ -13,6 +13,7 @@
     "build:mastra": "mastra build",
     "start:mastra": "mastra start",
     "start:next": "next start",
+    "chrome:debug": "cmd /c start \"\" \"C:\\Program Files\\Google\\Chrome\\Application\\chrome.exe\" --remote-debugging-port=9222 --user-data-dir=%TEMP%\\chrome-debug",
     "generate": "dotenvx run -- npx auth@latest generate",
     "migrate": "dotenvx run -- npx auth@latest migrate",
     "lint": "eslint . --ext .ts,.tsx,.js,.jsx --concurrency=auto",
@@ -52,12 +53,13 @@
   "dependencies": {
     "@ai-sdk/google": "^3.0.63",
     "@ai-sdk/google-vertex": "^4.0.109",
-    "@ai-sdk/openai": "^3.0.52",
+    "@ai-sdk/openai": "^3.0.53",
     "@ai-sdk/openai-compatible": "^2.0.41",
     "@ai-sdk/provider-utils": "^4.0.23",
-    "@ai-sdk/react": "^3.0.161",
+    "@ai-sdk/react": "^3.0.163",
     "@auth/agent": "^0.4.6",
     "@auth/agent-cli": "^0.4.5",
+    "@better-auth/agent-auth": "^0.4.5",
     "@better-auth/api-key": "^1.6.3",
     "@chat-adapter/discord": "^4.26.0",
     "@chat-adapter/github": "^4.26.0",
@@ -99,13 +101,13 @@
     "@mastra/stagehand": "^0.1.0",
     "@mastra/upstash": "^1.0.4",
     "@mastra/vectorize": "^1.0.2",
-    "@mastra/voice-google": "^0.12.0",
+    "@mastra/voice-google": "^0.12.0-beta.2",
     "@mastra/voice-openai": "^0.12.1",
     "@mcpc-tech/acp-ai-provider": "^0.3.2",
     "@next/bundle-analyzer": "^16.2.3",
     "@next/mdx": "^16.2.3",
     "@octokit/plugin-retry": "^8.1.0",
-    "@openrouter/ai-sdk-provider": "^2.5.1",
+    "@openrouter/ai-sdk-provider": "^2.6.0",
     "@opentelemetry/api": "^1.9.1",
     "@opentelemetry/auto-instrumentations-node": "^0.72.0",
     "@opentelemetry/exporter-trace-otlp-proto": "^0.214.0",
@@ -141,7 +143,7 @@
     "@xyflow/react": "^12.10.2",
     "a2a-ai-provider": "^0.4.0-alpha.2",
     "adm-zip": "^0.5.17",
-    "ai": "^6.0.158",
+    "ai": "^6.0.161",
     "ai-sdk-ollama": "^3.8.3",
     "ai-sdk-provider-gemini-cli": "^2.0.1",
     "ai-sdk-provider-opencode-sdk": "^3.0.2",
@@ -291,7 +293,7 @@
     "eslint-plugin-react-refresh": "^0.5.2",
     "ink-testing-library": "^4.0.0",
     "mastra": "^1.5.0",
-    "prettier": "^3.8.2",
+    "prettier": "^3.8.3",
     "tailwindcss": "^4.2.2",
     "tw-animate-css": "^1.4.0",
     "typescript": "^6.0.2",
@@ -301,7 +303,7 @@
   },
   "overrides": {
     "jsondiffpatch": "0.7.3",
-    "ai": "^6.0.158",
+    "ai": "^6.0.161",
     "morgan": "^1.10.1",
     "js-yaml": "^4.1.1",
     "multer": "^2.1.1",
@@ -313,8 +315,17 @@
     "undici": "^7.25.0",
     "fast-xml-parser": "^5.5.12",
     "lodash-es": "^4.18.1",
+    "lodash": "^4.18.1",
+    "tar": "^7.5.13",
+    "dompurify": "^3.4.0",
+    "langsmith": "^0.5.19",
+    "path-to-regexp": "^8.4.2",
     "@tootallnate/once": "^3.0.1",
+    "picomatch": "^4.0.4",
     "simple-git": "^3.36.0",
+    "rollup": "^4.60.1",
+    "hono": "^4.12.12",
+    "defu": "^6.1.7",
     "minimatch": "^10.2.5",
     "typescript": "^6.0.2",
     "typescript-eslint": "^8.58.2",
diff --git a/src/mastra/agents/browserAgent.ts b/src/mastra/agents/browserAgent.ts
new file mode 100644
index 0000000..7cafd1e
--- /dev/null
+++ b/src/mastra/agents/browserAgent.ts
@@ -0,0 +1,22 @@
+import { Agent } from '@mastra/core/agent'
+
+import { LibsqlMemory } from '../config/libsql'
+
+import { agentBrowser } from '../browsers'
+
+export const browserAgent = new Agent({
+  id: 'browser-agent',
+  name: 'Browser Agent',
+  description:
+    'Deterministic browser agent connected to a local Chrome instance through CDP.',
+  instructions: `You can browse the web using deterministic browser tools.
+
+Use browser_snapshot first to inspect the page structure, then interact with
+elements by their refs (for example @e5). Prefer precise, repeatable actions.
+When the task depends on the user’s local browser state, keep the interaction
+focused on the connected Chrome session rather than opening a new browser.
+`,
+  model: 'google/gemini-3.1-flash-lite-preview',
+  browser: agentBrowser,
+  memory: LibsqlMemory,
+})
\ No newline at end of file
diff --git a/src/mastra/evals/agent-experiments.ts b/src/mastra/agents/evals/agent-experiments.ts
similarity index 63%
rename from src/mastra/evals/agent-experiments.ts
rename to src/mastra/agents/evals/agent-experiments.ts
index 28f22e8..fb6e44f 100644
--- a/src/mastra/evals/agent-experiments.ts
+++ b/src/mastra/agents/evals/agent-experiments.ts
@@ -5,18 +5,18 @@ import type {
     ScorerRunOutputForAgent,
 } from '@mastra/core/evals'
 import { RequestContext } from '@mastra/core/request-context'
-import { contentStrategistAgent } from '../agents/contentStrategistAgent'
-import { copywriterAgent } from '../agents/copywriterAgent'
-import { scriptWriterAgent } from '../agents/scriptWriterAgent'
-import { stockAnalysisAgent } from '../agents/stockAnalysisAgent'
-import { reportAgent } from '../agents/reportAgent'
-import { learningExtractionAgent } from '../agents/learningExtractionAgent'
-import { evaluationAgent } from '../agents/evaluationAgent'
-import { imageToCsvAgent } from '../agents/image_to_csv'
-import { csvToExcalidrawAgent } from '../agents/csv_to_excalidraw'
-import { weatherAgent } from '../agents/weather-agent'
-import { log } from '../config/logger'
-import { researchAgent } from '../agents/researchAgent'
+import { contentStrategistAgent } from '../contentStrategistAgent'
+import { copywriterAgent } from '../copywriterAgent'
+import { scriptWriterAgent } from '../scriptWriterAgent'
+import { stockAnalysisAgent } from '../stockAnalysisAgent'
+import { reportAgent } from '../reportAgent'
+import { learningExtractionAgent } from '../learningExtractionAgent'
+import { evaluationAgent } from '../evaluationAgent'
+import { imageToCsvAgent } from '../image_to_csv'
+import { csvToExcalidrawAgent } from '../csv_to_excalidraw'
+import { weatherAgent } from '../weather-agent'
+import { log } from '../../config/logger'
+import { researchAgent } from '../researchAgent'
 
 type JsonPrimitive = boolean | number | string | null
 type JsonValue = JsonPrimitive | JsonObject | JsonValue[]
@@ -143,13 +143,13 @@ export async function runContentStrategistExperiment() {
         contentStrategistAgent,
         [
             {
-                input: 'Create a content plan for a new AI-powered coffee machine. Focus on tech enthusiasts. Tone: Exciting.',
+                input: 'Build a 30-day cross-channel content plan for a new AI-powered coffee machine. Target two audiences: early adopters and busy remote workers. Include content pillars, channel mix, KPIs, and one risk mitigation idea. Tone: exciting but credible.',
             },
             {
-                input: 'Develop a strategy for a sustainable fashion brand launch. Target audience: Gen Z. Tone: Authentic and urgent.',
+                input: 'Develop a launch strategy for a sustainable fashion brand entering the Gen Z market. Include positioning, audience segments, launch phases, creator strategy, and three measurable outcomes. Tone: authentic, urgent, and modern.',
             },
             {
-                input: 'Plan a blog series for a B2B SaaS accounting tool. Target audience: CFOs. Tone: Professional and authoritative.',
+                input: 'Plan a blog series for a B2B SaaS accounting tool aimed at CFOs. Propose five article titles, the business problem each article solves, SEO intent, and a CTA theme for each. Tone: professional and authoritative.',
             },
         ]
     )
@@ -158,13 +158,13 @@ export async function runContentStrategistExperiment() {
 export async function runCopywriterExperiment() {
     return runAgentExperiment('Copywriter Experiment', copywriterAgent, [
             {
-                input: 'Write a landing page headline for a noise-cancelling headphone. Tone: Punchy and minimalist.',
+                input: 'Write three landing-page headline options for a noise-cancelling headphone launch. One should be punchy, one minimalist, and one premium. Add a one-sentence rationale for each.',
             },
             {
-                input: 'Draft an email subject line for a Black Friday sale. Tone: Urgent and exciting.',
+                input: 'Draft five email subject lines for a Black Friday sale for a premium skincare brand. Keep them under 55 characters, avoid spammy language, and include urgency without sounding pushy.',
             },
             {
-                input: 'Write a product description for a luxury watch. Tone: Sophisticated and elegant.',
+                input: 'Write a product description for a luxury watch. Include craftsmanship, material quality, emotional appeal, and a closing sentence that drives preorders. Tone: sophisticated and elegant.',
             },
         ])
 }
@@ -172,10 +172,10 @@ export async function runCopywriterExperiment() {
 export async function runScriptWriterExperiment() {
     return runAgentExperiment('Script Writer Experiment', scriptWriterAgent, [
             {
-                input: 'Write a 60-second TikTok script about productivity hacks.',
+                input: 'Write a 60-second TikTok script about productivity hacks for remote workers. Include a hook, two concrete tips, an example, and a short CTA for comments.',
             },
             {
-                input: 'Create a YouTube intro for a tech review channel.',
+                input: 'Create a YouTube intro for a tech review channel launching a video about budget laptops. Include the opening line, pacing notes, and a brief tease of the review criteria.',
             },
         ])
 }
@@ -183,10 +183,10 @@ export async function runScriptWriterExperiment() {
 export async function runStockAnalysisExperiment() {
     return runAgentExperiment('Stock Analysis Experiment', stockAnalysisAgent, [
             {
-                input: 'Analyze AAPL stock.',
+                input: 'Analyze AAPL stock for a cautious long-term investor. Summarize the main bullish and bearish factors, mention possible catalysts, and finish with a risk-aware watchlist rather than a buy/sell command.',
             },
             {
-                input: 'Should I buy TSLA right now?',
+                input: 'Should I buy TSLA right now? Compare the current thesis, key risks, and the kind of investor profile for which TSLA might or might not fit. Keep the answer balanced and evidence-oriented.',
             },
         ])
 }
@@ -194,10 +194,10 @@ export async function runStockAnalysisExperiment() {
 export async function runReportAgentExperiment() {
     return runAgentExperiment('Report Agent Experiment', reportAgent, [
             {
-                input: 'Generate a quarterly performance report for a marketing team. Include sections for KPIs, Highlights, and Next Steps.',
+                input: 'Generate a quarterly performance report for a marketing team. Include an executive summary, KPI table, notable wins, root causes behind underperformance, and next-quarter recommendations.',
             },
             {
-                input: 'Summarize the key findings from the user research interviews.',
+                input: 'Summarize the key findings from the user research interviews and group them into themes, friction points, opportunities, and open questions for the product team.',
             },
         ])
 }
@@ -208,7 +208,7 @@ export async function runLearningExtractionExperiment() {
         learningExtractionAgent,
         [
             {
-                input: 'Extract key learning points from this article about Rust ownership.',
+                input: 'Extract the key learning points from an article about Rust ownership. For each point, include a practical implication, a common mistake, and a one-line example.',
             },
         ]
     )
@@ -217,7 +217,7 @@ export async function runLearningExtractionExperiment() {
 export async function runEvaluationAgentExperiment() {
     return runAgentExperiment('Evaluation Agent Experiment', evaluationAgent, [
             {
-                input: 'Evaluate this python code for efficiency: def fib(n): return n if n < 2 else fib(n-1) + fib(n-2)',
+                input: 'Evaluate this Python code for efficiency and maintainability: def fib(n): return n if n < 2 else fib(n-1) + fib(n-2). Call out time complexity, recursion risks, and propose a more production-ready alternative.',
             },
         ])
 }
@@ -236,7 +236,7 @@ export async function runCsvToExcalidrawExperiment() {
         csvToExcalidrawAgent,
         [
             {
-                input: 'id,label,x,y\n1,Start,0,0\n2,Process,100,0\n3,End,200,0',
+                input: 'id,label,x,y\n1,Intake,0,0\n2,Validate,160,0\n3,Enrich,320,0\n4,Review,480,0\n5,Publish,640,0',
             },
         ]
     )
@@ -245,16 +245,16 @@ export async function runCsvToExcalidrawExperiment() {
 export async function runWeatherAgentExperiment() {
     return runAgentExperiment('Weather Agent Experiment', weatherAgent, [
             {
-                input: 'What is the weather in Tokyo?',
+                input: 'What is the weather in Tokyo for the next 48 hours, and what clothing or travel advice should someone use to prepare for a day of meetings there?',
             },
             {
-                input: 'Forecast for London tomorrow.',
+                input: 'Forecast for London tomorrow. Include rain risk, temperature range, and one practical recommendation for an outdoor event organizer.',
             },
         ])
 }
 
 export async function runKeywordCoverageExperiment() {
-    const scorer = await import('./scorers/keyword-coverage').then(
+    const scorer = await import('../../scorers/keyword-coverage').then(
         (m) => m.keywordCoverageScorer
     )
 
@@ -263,11 +263,11 @@ export async function runKeywordCoverageExperiment() {
         researchAgent,
         [
             {
-                input: 'Compare React and Vue frameworks',
+                input: 'Compare React and Vue frameworks for a team building a customer dashboard with long-term maintainability concerns. Focus on rendering model, ecosystem tradeoffs, and team onboarding.',
                 requestContext: { requiredKeywords: ['React', 'Vue'] },
             },
             {
-                input: 'Discuss TypeScript features like generics and interfaces',
+                input: 'Discuss TypeScript features like generics and interfaces in the context of designing reusable API client abstractions for a large frontend codebase.',
                 requestContext: {
                     requiredKeywords: ['TypeScript', 'generics', 'interfaces'],
                 },
@@ -278,7 +278,7 @@ export async function runKeywordCoverageExperiment() {
 }
 
 export async function runTextualDifferenceExperiment() {
-    const scorer = await import('./scorers/prebuilt').then((m) =>
+    const scorer = await import('./prebuilt').then((m) =>
         m.createTextualDifferenceScorer()
     )
 
@@ -287,12 +287,12 @@ export async function runTextualDifferenceExperiment() {
         contentStrategistAgent,
         [
             {
-                input: 'Summarize the concept of recursion',
+                input: 'Summarize the concept of recursion for a junior developer, then give one practical coding example and one warning about when recursion becomes a bad fit.',
                 groundTruth:
                     'Recursion is when a function calls itself to solve a problem by breaking it into smaller subproblems.',
             },
             {
-                input: 'What is the capital of France?',
+                input: 'What is the capital of France? Answer in one sentence and include a short explanation of why the city is politically important.',
                 groundTruth: 'The capital of France is Paris.',
             },
         ],
@@ -301,7 +301,7 @@ export async function runTextualDifferenceExperiment() {
 }
 
 export async function runSourceDiversityExperiment() {
-    const scorer = await import('./scorers/custom-scorers').then(
+    const scorer = await import('../../scorers/custom-scorers').then(
         (m) => m.sourceDiversityScorer
     )
 
@@ -310,7 +310,7 @@ export async function runSourceDiversityExperiment() {
         researchAgent,
         [
             {
-                input: 'Collect sources about climate change',
+                input: 'Collect sources about climate change policy, covering at least one scientific source, one government source, and one recent news source. Summarize how each source contributes a different perspective.',
                 requestContext: {},
             },
         ],
diff --git a/src/mastra/agents/evals/completeness.test.ts b/src/mastra/agents/evals/completeness.test.ts
new file mode 100644
index 0000000..d9e7213
--- /dev/null
+++ b/src/mastra/agents/evals/completeness.test.ts
@@ -0,0 +1,55 @@
+import { describe, it, expect } from 'vitest'
+import { createCompletenessScorer } from './prebuilt'
+import { createAgentTestRun, createTestMessage } from './utils'
+
+describe('Completeness Scorer', () => {
+    it('scores 1.0 when output contains all input terms', async () => {
+        const scorer = createCompletenessScorer()
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Compare apples, oranges, and bananas by taste, nutrition, and ideal use cases in a smoothie.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'Apples are crisp and versatile, oranges are citrusy and vitamin-rich, and bananas add creaminess for smoothies.',
+                }),
+            ],
+        })
+        const res = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+        expect(res.score).toBeGreaterThan(0.9)
+    })
+
+    it('scores 0 when none of the terms are present', async () => {
+        const scorer = createCompletenessScorer()
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Discuss quantum physics and relativity, then explain where the two ideas conflict and where they are both useful.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'I like pizza because it is easy to share and customize.',
+                }),
+            ],
+        })
+        const res = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+        expect(res.score).toBe(0)
+    })
+})
diff --git a/src/mastra/agents/evals/context-precision.test.ts b/src/mastra/agents/evals/context-precision.test.ts
new file mode 100644
index 0000000..3fba48a
--- /dev/null
+++ b/src/mastra/agents/evals/context-precision.test.ts
@@ -0,0 +1,51 @@
+import { describe, it, expect } from 'vitest'
+import { createContextPrecisionScorer } from './prebuilt'
+import { createAgentTestRun, createTestMessage } from './utils'
+
+describe('Context Precision Scorer (MAP heuristic)', () => {
+    it('gives high MAP when relevant items appear early', async () => {
+        const scorer = createContextPrecisionScorer({
+            context: ['A', 'B', 'C', 'D'],
+        })
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Prioritize the context items that directly answer the customer support escalation.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'A B irrelevant C',
+                }),
+            ],
+        })
+        const res = await scorer.run(run)
+        expect(res.score).toBeGreaterThan(0.5)
+    })
+
+    it('gives low MAP when relevant items are missing or late', async () => {
+        const scorer = createContextPrecisionScorer({
+            context: ['A', 'B', 'C', 'D'],
+        })
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Only use the context items needed for a concise executive summary.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'irrelevant D C',
+                }),
+            ],
+        })
+        const res = await scorer.run(run)
+        expect(res.score).toBeLessThan(0.82)
+    })
+})
diff --git a/src/mastra/evals/tests/context-relevance.test.ts b/src/mastra/agents/evals/context-relevance.test.ts
similarity index 60%
rename from src/mastra/evals/tests/context-relevance.test.ts
rename to src/mastra/agents/evals/context-relevance.test.ts
index dc6d6ff..cf52b14 100644
--- a/src/mastra/evals/tests/context-relevance.test.ts
+++ b/src/mastra/agents/evals/context-relevance.test.ts
@@ -1,6 +1,6 @@
 import { describe, it, expect } from 'vitest'
-import { createContextRelevanceScorerLLM } from '../scorers/prebuilt'
-import { createAgentTestRun } from '../scorers/utils'
+import { createContextRelevanceScorerLLM } from './prebuilt'
+import { createAgentTestRun, createTestMessage } from './utils'
 
 describe('Context Relevance Scorer (heuristic)', () => {
     it('penalizes unused high relevance context', async () => {
@@ -13,8 +13,19 @@ describe('Context Relevance Scorer (heuristic)', () => {
             context: ['Important fact', 'Other detail'],
         })
         const run = createAgentTestRun({
-            inputMessages: [{ role: 'user', content: 'Query' }],
-            output: [{ role: 'assistant', content: 'Other detail' }],
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Use only the most relevant context to explain which factors should appear in a follow-up summary.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'Other detail',
+                }),
+            ],
         })
         const res = await scorer.run(run)
         expect(res.score).toBeLessThan(1)
diff --git a/src/mastra/evals/tests/keyword-coverage.test.ts b/src/mastra/agents/evals/keyword-coverage.test.ts
similarity index 67%
rename from src/mastra/evals/tests/keyword-coverage.test.ts
rename to src/mastra/agents/evals/keyword-coverage.test.ts
index 258f140..867e395 100644
--- a/src/mastra/evals/tests/keyword-coverage.test.ts
+++ b/src/mastra/agents/evals/keyword-coverage.test.ts
@@ -1,16 +1,17 @@
 import { describe, it, expect } from 'vitest'
-import { keywordCoverageScorer } from '../scorers/keyword-coverage'
-import { createAgentTestRun } from '../scorers/utils'
+import { keywordCoverageScorer } from '../../scorers/keyword-coverage'
+import { createAgentTestRun, createTestMessage } from './utils'
 
 describe('Keyword Coverage Scorer', () => {
     it('returns 1.0 when all required keywords are present in output', async () => {
         const scorer = keywordCoverageScorer
         const run = createAgentTestRun({
             output: [
-                {
+                createTestMessage({
                     role: 'assistant',
-                    content: 'This answer covers React and Vue frameworks.',
-                },
+                    content:
+                        'This answer covers React and Vue frameworks for building interactive dashboards.',
+                }),
             ],
         })
 
@@ -26,7 +27,10 @@ describe('Keyword Coverage Scorer', () => {
         const scorer = keywordCoverageScorer
         const run = createAgentTestRun({
             output: [
-                { role: 'assistant', content: 'I enjoy hiking and pizza.' },
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'I enjoy hiking and pizza.',
+                }),
             ],
         })
 
diff --git a/src/mastra/evals/tests/noise-sensitivity.test.ts b/src/mastra/agents/evals/noise-sensitivity.test.ts
similarity index 89%
rename from src/mastra/evals/tests/noise-sensitivity.test.ts
rename to src/mastra/agents/evals/noise-sensitivity.test.ts
index 84ab366..b995d17 100644
--- a/src/mastra/evals/tests/noise-sensitivity.test.ts
+++ b/src/mastra/agents/evals/noise-sensitivity.test.ts
@@ -1,6 +1,6 @@
 import { describe, it, expect } from 'vitest'
-import { createNoiseSensitivityScorerLLM } from '../scorers/prebuilt'
-import { createAgentTestRun, createTestMessage } from '../scorers/utils'
+import { createNoiseSensitivityScorerLLM } from './prebuilt'
+import { createAgentTestRun, createTestMessage } from './utils'
 
 describe('Noise Sensitivity (heuristic)', () => {
     it('gives high score when output equals baseline', async () => {
diff --git a/src/mastra/evals/scorers/prebuilt.ts b/src/mastra/agents/evals/prebuilt.ts
similarity index 100%
rename from src/mastra/evals/scorers/prebuilt.ts
rename to src/mastra/agents/evals/prebuilt.ts
diff --git a/src/mastra/agents/evals/tone-consistency.test.ts b/src/mastra/agents/evals/tone-consistency.test.ts
new file mode 100644
index 0000000..51f363e
--- /dev/null
+++ b/src/mastra/agents/evals/tone-consistency.test.ts
@@ -0,0 +1,53 @@
+import { describe, it, expect } from 'vitest'
+import { createToneScorer } from './prebuilt'
+import { createAgentTestRun, createTestMessage } from './utils'
+
+describe('Tone Consistency Scorer', () => {
+    it('scores close to 1 when tone is consistent', async () => {
+        const scorer = createToneScorer()
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'I am very happy with the service and want a warm, upbeat response.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'I am very happy to help!',
+                }),
+            ],
+        })
+        const res = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+        expect(res.score).toBeGreaterThan(0.7)
+    })
+
+    it('scores lower when tone differs', async () => {
+        const scorer = createToneScorer()
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'I am unhappy about this and need a calm, empathetic response.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'I love this product!',
+                }),
+            ],
+        })
+        const res = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+        expect(res.score).toBeLessThan(0.9)
+    })
+})
diff --git a/src/mastra/agents/evals/tool-call-accuracy.test.ts b/src/mastra/agents/evals/tool-call-accuracy.test.ts
new file mode 100644
index 0000000..9e3bd3e
--- /dev/null
+++ b/src/mastra/agents/evals/tool-call-accuracy.test.ts
@@ -0,0 +1,73 @@
+import { describe, it, expect } from 'vitest'
+import { createToolCallAccuracyScorerCode } from './prebuilt'
+import { createAgentTestRun, createTestMessage, createToolInvocation } from './utils'
+
+describe('Tool Call Accuracy (Code)', () => {
+    it('passes when expected tool is called', async () => {
+        const scorer = createToolCallAccuracyScorerCode({
+            expectedTool: 'weather-tool',
+        })
+        const run = createAgentTestRun({
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'Checking the weather for your location.',
+                    toolInvocations: [
+                        createToolInvocation({
+                            toolCallId: '1',
+                            toolName: 'weather-tool',
+                            args: { location: 'Tokyo', units: 'metric' },
+                            result: {
+                                temperature: 24,
+                                condition: 'sunny',
+                            },
+                        }),
+                    ],
+                }),
+            ],
+        })
+        const res = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+        expect(res.score).toBe(1)
+    })
+
+    it('fails strict mode when multiple tools called', async () => {
+        const scorer = createToolCallAccuracyScorerCode({
+            expectedTool: 'weather-tool',
+            strictMode: true,
+        })
+        const run = createAgentTestRun({
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'I searched the web first and then checked the weather as a follow-up.',
+                    toolInvocations: [
+                        createToolInvocation({
+                            toolCallId: '1',
+                            toolName: 'search-tool',
+                            args: { query: 'best route for a hiking trip' },
+                            result: { topResult: 'trail guide' },
+                        }),
+                        createToolInvocation({
+                            toolCallId: '2',
+                            toolName: 'weather-tool',
+                            args: { location: 'Seattle', units: 'metric' },
+                            result: {
+                                temperature: 18,
+                                condition: 'cloudy',
+                            },
+                        }),
+                    ],
+                }),
+            ],
+        })
+        const res = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+        expect(res.score).toBe(0)
+    })
+})
diff --git a/src/mastra/evals/scorers/utils.ts b/src/mastra/agents/evals/utils.ts
similarity index 100%
rename from src/mastra/evals/scorers/utils.ts
rename to src/mastra/agents/evals/utils.ts
diff --git a/src/mastra/agents/index.test.ts b/src/mastra/agents/index.test.ts
index 5d72145..9f58dfc 100644
--- a/src/mastra/agents/index.test.ts
+++ b/src/mastra/agents/index.test.ts
@@ -1,5 +1,5 @@
 import { describe, it, expect } from 'vitest'
-import { sourceDiversityScorer } from '../evals/scorers/custom-scorers'
+import { sourceDiversityScorer } from '../scorers/custom-scorers'
 
 describe('Custom Scorers', () => {
     describe('sourceDiversityScorer', () => {
diff --git a/src/mastra/agents/reportAgent.ts b/src/mastra/agents/reportAgent.ts
index 86df81a..039008f 100644
--- a/src/mastra/agents/reportAgent.ts
+++ b/src/mastra/agents/reportAgent.ts
@@ -1,6 +1,5 @@
 import { Agent } from '@mastra/core/agent'
 import { log } from '../config/logger'
-import { pgMemory } from '../config/pg-storage'
 
 import type { GoogleLanguageModelOptions } from '@ai-sdk/google'
 import { InternalSpans } from '@mastra/core/observability'
diff --git a/src/mastra/agents/researchAgent.ts b/src/mastra/agents/researchAgent.ts
index 6e4377e..12dc147 100644
--- a/src/mastra/agents/researchAgent.ts
+++ b/src/mastra/agents/researchAgent.ts
@@ -8,6 +8,7 @@ import { extractLearningsTool } from '../tools/extractLearningsTool'
 import { fetchTool } from '../tools/fetch.tool'
 import { binanceSpotMarketDataTool } from '../tools/binance-crypto-market.tool'
 import { coinbaseExchangeMarketDataTool } from '../tools/coinbase-exchange-crypto.tool'
+import { discordWebhookTool } from '../tools/discord-webhook.tool'
 import { finnhubQuotesTool } from '../tools/finnhub-tools'
 import { polygonStockQuotesTool } from '../tools/polygon-tools'
 import {
@@ -23,6 +24,7 @@ import { yahooFinanceStockQuotesTool } from '../tools/yahoo-finance-stock.tool'
 
 // Scorers
 import { InternalSpans } from '@mastra/core/observability'
+import { AgentChannels } from '@mastra/core/channels'
 import { mainWorkspace } from '../workspaces'
 import {
   getLanguageFromContext,
@@ -33,7 +35,15 @@ import { researchArxivDownloadWorkflow } from '../workflows/research/research-ar
 import { researchArxivSearchWorkflow } from '../workflows/research/research-arxiv-search.workflow'
 import { LibsqlMemory } from '../config/libsql'
 import { listRepositories } from '../tools/github';
-import { stagehand } from '../browsers';
+import { agentBrowser } from '../browsers';
+//import { createGitHubAdapter } from "@chat-adapter/github";
+import { createDiscordAdapter } from '@chat-adapter/discord'
+
+//const github = createGitHubAdapter({
+//  //appId: process.env.GITHUB_APP_ID!,
+//  //privateKey: process.env.GITHUB_PRIVATE_KEY!,
+// // webhookSecret: process.env.GITHUB_WEBHOOK_SECRET!,
+//});
 
 type ResearchPhase = 'initial' | 'followup' | 'validation'
 const RESEARCH_PHASE_CONTEXT_KEY = 'researchPhase' as const
@@ -71,6 +81,7 @@ const researchAgentTools = {
   googleFinanceTool,
   binanceSpotMarketDataTool,
   coinbaseExchangeMarketDataTool,
+  discordWebhookTool,
   stooqStockQuotesTool,
   yahooFinanceStockQuotesTool,
 }
@@ -109,9 +120,10 @@ Role: ${role} | Lang: ${language} | Phase: ${researchPhase}
 - **News/Trends**: 'googleNewsTool', 'googleTrendsTool', 'googleFinanceTool'.
 - **Academic**: 'googleScholarTool'.
 - **Financial**: Use 'polygon*' for stocks/crypto.
-- **Financial**: Use 'polygon*' for stocks/crypto when you need paid/commercial feeds; use 'binanceSpotMarketDataTool', 'coinbaseExchangeMarketDataTool', 'stooqStockQuotesTool', and 'yahooFinanceStockQuotesTool' for free public market data.
+- **Financial**: Use 'polygon*' for stocks/crypto when you need paid/commercial feeds; use 'binanceSpotMarketDataTool' for free crypto spot data and batch lookups of 1-10 symbols; use 'coinbaseExchangeMarketDataTool', 'stooqStockQuotesTool', and 'yahooFinanceStockQuotesTool' for free public market data.
 - **Internal**: 'libsqlChunker' for embedding any information, 'libsqlQueryTool' for querying embedded knowledge. 'libsqlgraphQueryTool' for complex relational queries.
 - **Processing**: use workspace document tools for PDFs, Markdown, and any other filetype in the workspace;
+- **Discord**: use 'discordWebhookTool' to post short notifications or summaries to the configured Discord webhook URL.
 
 ## Rules
 - **Efficiency**: No repetitive or back-to-back tool calls for the same query.
@@ -159,7 +171,15 @@ Role: ${role} | Lang: ${language} | Phase: ${researchPhase}
     //     }),
   ],
   workspace: mainWorkspace,
-  browser: stagehand,
+  browser: agentBrowser,
+  channels: new AgentChannels({
+    adapters: {
+      discord: {
+        adapter: createDiscordAdapter(),
+        gateway: false,
+      },
+    },
+  }),
   //  defaultOptions: {
   //      autoResumeSuspendedTools: true,
   //  },
diff --git a/src/mastra/agents/scriptWriterAgent.ts b/src/mastra/agents/scriptWriterAgent.ts
index 3ad7bfb..1e9140b 100644
--- a/src/mastra/agents/scriptWriterAgent.ts
+++ b/src/mastra/agents/scriptWriterAgent.ts
@@ -3,7 +3,6 @@ import { google } from '@ai-sdk/google'
 import { Agent } from '@mastra/core/agent'
 import { InternalSpans } from '@mastra/core/observability'
 import { TokenLimiterProcessor } from '@mastra/core/processors'
-import { pgMemory } from '../config/pg-storage'
 import { fetchTool } from '../tools/fetch.tool'
 import {
   getLanguageFromContext,
diff --git a/src/mastra/auth.ts b/src/mastra/auth.ts
index 5bf4e71..6aaa396 100644
--- a/src/mastra/auth.ts
+++ b/src/mastra/auth.ts
@@ -2,7 +2,7 @@
 import { MastraAuthBetterAuth } from '@mastra/auth-better-auth'
 import { LibsqlDialect } from '@libsql/kysely-libsql'
 import { betterAuth, type Auth, type BetterAuthOptions } from 'better-auth'
-import { admin, multiSession, oAuthProxy, username } from 'better-auth/plugins'
+import { admin, multiSession, oAuthProxy, oneTap, username } from 'better-auth/plugins'
 import { apiKey } from '@better-auth/api-key'
 import { Kysely, type ColumnType } from 'kysely'
 
@@ -117,6 +117,7 @@ const githubClientSecret = process.env.GITHUB_CLIENT_SECRET?.trim()
 const trustedOrigins = [
   process.env.BETTER_AUTH_TRUSTED_ORIGIN,
   isDevelopment ? 'http://localhost:3000' : undefined,
+  isDevelopment ? 'http://127.0.0.1:3000' : undefined,
 ].filter((origin): origin is string => Boolean(origin))
 
 const baseURL =
@@ -180,6 +181,11 @@ const authOptions: BetterAuthOptions = {
       clientId: process.env.GITHUB_CLIENT_ID ?? '',
       clientSecret: process.env.GITHUB_CLIENT_SECRET ?? '',
     },
+    google: {
+      clientId: process.env.GOOGLE_CLIENT_ID ?? '',
+      clientSecret: process.env.GOOGLE_CLIENT_SECRET ?? '',
+      redirectURI: process.env.GOOGLE_CLIENT_CALLBACK_URL ?? undefined,
+    }
   },
   baseURL: process.env.BETTER_AUTH_URL ?? 'http://localhost:3000',
   secret: process.env.BETTER_AUTH_SECRET ?? 'supersecret',
@@ -190,9 +196,9 @@ const authOptions: BetterAuthOptions = {
     apiKey({
       enableSessionForAPIKeys: true,
     }),
+    oneTap(),
     oAuthProxy({
-      productionURL:
-        process.env.BETTER_AUTH_PRODUCTION_URL ?? process.env.BETTER_AUTH_URL,
+      productionURL: process.env.BETTER_AUTH_PRODUCTION_URL ?? baseURL,
     }),
   ],
   session: {
diff --git a/src/mastra/browsers.ts b/src/mastra/browsers.ts
index 5e283b9..1adbae1 100644
--- a/src/mastra/browsers.ts
+++ b/src/mastra/browsers.ts
@@ -1,18 +1,46 @@
 import { AgentBrowser } from '@mastra/agent-browser'
 import { StagehandBrowser } from '@mastra/stagehand'
 
-const agentBrowser = new AgentBrowser({
+import { log } from './config/logger'
+
+function resolveChromeCdpUrl(): string {
+  return (
+    process.env.CHROME_CDP_URL?.trim() ??
+    process.env.CHROME_REMOTE_DEBUGGING_URL?.trim() ??
+    'http://127.0.0.1:9222'
+  )
+}
+
+const sharedViewport = {
+  width: 1440,
+  height: 900,
+}
+
+const sharedScreencast = {
+  format: 'png' as const,
+  quality: 80,
+  maxWidth: 1440,
+  maxHeight: 900,
+}
+
+export const agentBrowser = new AgentBrowser({
   headless: false,
-  viewport: {
-    width: 1280,
-    height: 720,
+  viewport: sharedViewport,
+  timeout: 30000,
+  cdpUrl: resolveChromeCdpUrl,
+  scope: 'shared',
+  screencast: sharedScreencast,
+  onLaunch: async ({ browser }) => {
+    log.info('Shared browser connected to Chrome', {
+      browserName: browser.name,
+      browserId: browser.id,
+    })
   },
-  screencast: {
-    format: 'png',
-    quality: 80,
-    maxWidth: 1280,
-    maxHeight: 720,
-    everyNthFrame: 1, // Capture every 2nd frame to reduce bandwidth
+  onClose: async ({ browser }) => {
+    log.info('Shared browser disconnected from Chrome', {
+      browserName: browser.name,
+      browserId: browser.id,
+    })
   },
 })
 
@@ -23,16 +51,7 @@ export const stagehand = new StagehandBrowser({
   env: 'LOCAL',
   scope: 'shared',
   verbose: 2,
-  viewport: {
-    width: 1280,
-    height: 720,
-  },
-  screencast: {
-    format: 'png',
-    quality: 80,
-    maxWidth: 1280,
-    maxHeight: 720,
-    everyNthFrame: 1, // Capture every frame
-  },
+  viewport: sharedViewport,
+  screencast: sharedScreencast,
   systemPrompt: 'You can browse the web using natural language. Use stagehand_act to perform actions like "click the login button". Use stagehand_extract to get data from pages, stagehand_observe	Discover actionable elements on a page, stagehand_navigate Navigate to a URL, stagehand_tabs	Manage browser tabs, stagehand_close	Close the browser'
 })
diff --git a/src/mastra/config/libsql.ts b/src/mastra/config/libsql.ts
index 5d922ab..5924c12 100644
--- a/src/mastra/config/libsql.ts
+++ b/src/mastra/config/libsql.ts
@@ -104,24 +104,24 @@ export const LibsqlMemory = new Memory({
             version: 'vnext',
             template: `
 # User Context
+{{#if user.name}}Name: {{user.name}}{{/if}}
+{{#if user.role}}Role: {{user.role}}{{/if}}
+{{#if user.language}}Language: {{user.language}}{{/if}}
 
-## Profile
-    - Name/Role:
-    - Org/Loc:
-    - Style/Level:
-## Active
-    - Goals/Projects:
-    - Recent/Deadlines:
-## Insights
-    - Patterns/Habits:
-    - Session Focus:
-    - Action Items:
+# Conversation Context
+{{#if conversation.topic}}Topic: {{conversation.topic}}{{/if}}
+{{#if conversation.purpose}}Purpose: {{conversation.purpose}}{{/if}}
+
+# Additional Context
+{{#each additionalContext}}
+- {{this}}
 `,
         },
     },
 })
 
 log.info('LibSQLStore and Memory initialized with LibSQLVector support', {
+    url: process.env.TURSO_DATABASE_URL ?? 'file:./vectors.db',
     // schema: process.env.DB_SCHEMA ?? 'mastra',
     // maxConnections: parseInt(process.env.DB_MAX_CONNECTIONS ?? '20'),
     memoryOptions: {
diff --git a/src/mastra/config/logger.ts b/src/mastra/config/logger.ts
index f1c7146..cfbbff8 100644
--- a/src/mastra/config/logger.ts
+++ b/src/mastra/config/logger.ts
@@ -1,47 +1,34 @@
+import type { LoggerTransport } from '@mastra/core/logger'
 import { PinoLogger } from '@mastra/loggers'
+import { FileTransport } from '@mastra/loggers/file'
 import * as fs from 'node:fs'
 import * as path from 'node:path'
-// Logger intentionally contains no tracing logic. Observability exporters/bridges handle traces separately.
 
-// Use __dirname directly for CommonJS
-//const __dirname: string = path.resolve(path.dirname(''));
+const agentFsLogsDir = path.join(process.cwd(), 'logs')
+const agentFsLogFile = path.join(agentFsLogsDir, 'app.log')
+
+if (!fs.existsSync(agentFsLogsDir)) {
+    fs.mkdirSync(agentFsLogsDir, { recursive: true })
+}
 
-// Ensure logs directory exists
-const logsDir: string = path.join(process.cwd(), 'data', 'logs')
-if (!fs.existsSync(logsDir)) {
-    fs.mkdirSync(logsDir, { recursive: true })
+if (!fs.existsSync(agentFsLogFile)) {
+    fs.writeFileSync(agentFsLogFile, '')
 }
-// Enhanced PinoLogger
 
+const fileTransport: LoggerTransport = new FileTransport({
+    path: agentFsLogFile,
+})
+
+// Logger intentionally contains no tracing logic. Observability exporters/bridges handle traces separately.
 export const log = new PinoLogger({
     name: 'MastraLogger',
     level: 'info',
-    // Enable pretty printing in development
-    ...(process.env.NODE_ENV === 'development' && {
-        transport: {
-            target: 'pino-pretty',
-            options: {
-                colorize: true,
-                translateTime: 'SYS:standard',
-                ignore: 'pid,hostname',
-            },
-        },
-    }),
+    prettyPrint: true, // Set to false in production to disable pretty printing and output raw JSON
+    transports: {
+        file: fileTransport,
+    },
 })
 
-// Create a simple file logger wrapper
-//
-const logFilePath: string = path.join(logsDir, 'workflow.log')
-const logToFile = (message: string, data?: Record<string, unknown>) => {
-    const timestamp = new Date().toISOString()
-    const logEntry = {
-        timestamp,
-        message,
-        ...data,
-    }
-    fs.appendFileSync(logFilePath, JSON.stringify(logEntry) + '\n')
-}
-
 export const logWorkflowStart = (
     workflowId: string,
     input: Record<string, unknown>
@@ -57,7 +44,6 @@ export const logWorkflowStart = (
         timestamp: new Date().toISOString(),
     }
     log.info(message, data)
-    logToFile(message, data)
 }
 
 export const logWorkflowEnd = (
@@ -78,7 +64,6 @@ export const logWorkflowEnd = (
         timestamp: new Date().toISOString(),
     }
     log.info(message, data)
-    logToFile(message, data)
 }
 
 export const logStepStart = (
@@ -96,7 +81,6 @@ export const logStepStart = (
         timestamp: new Date().toISOString(),
     }
     log.info(message, data)
-    logToFile(message, data)
 }
 
 export const logStepEnd = (
@@ -117,7 +101,6 @@ export const logStepEnd = (
         timestamp: new Date().toISOString(),
     }
     log.info(message, data)
-    logToFile(message, data)
 }
 
 export const logToolExecution = (
@@ -138,7 +121,6 @@ export const logToolExecution = (
         timestamp: new Date().toISOString(),
     }
     log.info(message, data)
-    logToFile(message, data)
 }
 
 export const logAgentActivity = (
@@ -159,7 +141,6 @@ export const logAgentActivity = (
         timestamp: new Date().toISOString(),
     }
     log.info(message, data)
-    logToFile(message, data)
 }
 
 export const logError = (
@@ -182,7 +163,6 @@ export const logError = (
         timestamp: new Date().toISOString(),
     }
     log.error(message, data)
-    logToFile(message, data)
 }
 
 export const logProgress = (
@@ -205,5 +185,4 @@ export const logProgress = (
         timestamp: new Date().toISOString(),
     }
     log.info(logMessage, data)
-    logToFile(logMessage, data)
-}
+}
\ No newline at end of file
diff --git a/src/mastra/evals/AGENTS.md b/src/mastra/evals/AGENTS.md
deleted file mode 100644
index f944c5b..0000000
--- a/src/mastra/evals/AGENTS.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# Evals
-
-This folder contains evaluation helpers and prebuilt scorers aligned with Mastra's evals reference.
-
-Purpose: Provide scorer utils, prebuilt scorers (bias, completeness, prompt-alignment, tool-call-accuracy, noise-sensitivity), and typed local experiment helpers for CI and manual evaluation.
-
-Guidelines:
-
-- Use `createScorer` and `runEvals` from `@mastra/core/evals` when building scorers.
-- Keep prebuilt scorers small and well-tested; use judge (LLM) configuration for LLM-based scorers.
-- For this repo's local agent experiments, prefer `agent.generate(..., { returnScorerData: true })` followed by `scorer.run(...)` using the returned `scoringData` payloads. This is the currently verified production-safe path for the installed Mastra version.
-- For dataset-style/manual batch runs against agents, the installed Mastra typings support `runEvals<TAgent extends Agent>({ data, scorers, target })`. Each dataset item should be shaped like `{ input, groundTruth?, requestContext?: RequestContext }`.
-- All judge-backed scorers in this folder should use the explicit model string `google/gemini-3.1-flash-lite-preview` unless there is a documented reason to diverge.
-- Custom scorers intended for agent outputs should declare `type: 'agent'` so `run.output` / `run.input` use `ScorerRunOutputForAgent` / `ScorerRunInputForAgent` instead of falling back to weak inference.
-- Avoid `any`/unsafe request-context access in scorers; narrow `requestContext`, parsed JSON output, and message content explicitly.
-
-Local Prebuilt Scorers (registered in Mastra instance):
-
-- completeness (createCompletenessScorer) — see src/mastra/evals/scorers/prebuilt.ts
-- keywordCoverage (keywordCoverageScorer) — src/mastra/evals/scorers/keyword-coverage.ts and docs/evals/keyword-coverage.md
-- textualDifference (createTextualDifferenceScorer) — src/mastra/evals/scorers/prebuilt.ts and docs/evals/textual-difference.md
-- noiseSensitivity (createNoiseSensitivityScorerLLM) — src/mastra/evals/scorers/prebuilt.ts and docs/evals/noise-sensitivity.md
-- toolCallAccuracy (createToolCallAccuracyScorerCode) — src/mastra/evals/scorers/prebuilt.ts and docs/evals/overview.md (tool-call-accuracy ref)
-- sourceDiversity (sourceDiversityScorer) — src/mastra/evals/scorers/custom-scorers.ts
-- toneConsistency (createToneScorer) — src/mastra/evals/scorers/prebuilt.ts and docs/evals/tone-consistency.md
-- toolCallAccuracy (code & LLM) — src/mastra/evals/scorers/prebuilt.ts and docs/evals/tool-call-accuracy.md
-- contextRelevance (createContextRelevanceScorerLLM) — docs/evals/context-relevance.md
-- contextPrecision (createContextPrecisionScorer) — docs/evals/context-precision.md
-
-Docs & local references:
-
-- docs/evals/overview.md — Scorers overview and live evaluations
-- docs/evals/custom-scorers.md — How to create custom scorers (createScorer)
-- docs/evals/built-in-scorers.md — List of built-in scorers
-- docs/evals/keyword-coverage.md — Keyword coverage reference
-- docs/evals/textual-difference.md — Textual difference reference
-- docs/evals/noise-sensitivity.md — Noise sensitivity reference
-- docs/evals/scorer-utils.md — Helper utilities and test helpers
-
-Add new experiments in `src/mastra/evals/agent-experiments.ts` for targeted scorer experiments (keyword coverage, textual difference, source diversity). Keep experiment helpers aligned with the installed Mastra eval typings and verify changes with targeted `get_errors` on `src/mastra/evals`.
diff --git a/src/mastra/evals/scorers/custom-scorers.ts b/src/mastra/evals/scorers/custom-scorers.ts
deleted file mode 100644
index c234dfd..0000000
--- a/src/mastra/evals/scorers/custom-scorers.ts
+++ /dev/null
@@ -1,185 +0,0 @@
-import { createScorer } from '@mastra/core/evals'
-import { extractAgentResponseMessages } from './utils'
-
-// Typings for parsed outputs
-interface Source {
-    [key: string]: unknown
-    url: string
-    title?: string
-}
-interface Learning {
-    [key: string]: unknown
-    insight?: string
-    followUp?: string
-}
-
-// Source Diversity Scorer - evaluates if sources come from different domains
-export const sourceDiversityScorer = createScorer({
-    id: 'source-diversity-scorer',
-    name: 'Source Diversity',
-    description:
-        'Evaluates if research sources come from diverse domains and avoid single-source bias',
-    type: 'agent',
-    judge: {
-        model: 'google/gemini-3.1-flash-lite-preview',
-        instructions:
-            'You are an expert research evaluator focused on source credibility and diversity.',
-    },
-})
-    .preprocess(({ run }) => {
-        const outputText = extractAgentResponseMessages(run.output).join('\n')
-        let sources: string[] = []
-
-        try {
-            const parsed = JSON.parse(outputText) as { sources?: Source[] }
-            sources = parsed.sources?.map((source) => source.url) ?? []
-        } catch {
-            const urlRegex = /https?:\/\/[^\s]+/g
-            sources = Array.from(outputText.matchAll(urlRegex), (match) => match[0])
-        }
-
-        return { sources }
-    })
-    .analyze(({ results }) => {
-        const sources = results.preprocessStepResult.sources ?? []
-
-        if (sources.length === 0) {
-            return {
-                diversityScore: 0,
-                uniqueDomains: 0,
-                totalSources: 0,
-                domainBreakdown: {},
-                issues: ['No sources found'],
-            }
-        }
-
-        const domains = sources
-            .map((url: string) => {
-                try {
-                    const urlObj = new URL(url)
-                    return urlObj.hostname.replace('www.', '')
-                } catch {
-                    return 'invalid'
-                }
-            })
-            .filter((d) => d !== 'invalid')
-
-        const uniqueDomains = new Set(domains)
-        const domainBreakdown: Record<string, number> = {}
-
-        domains.forEach((domain) => {
-            domainBreakdown[domain] = (domainBreakdown[domain] || 0) + 1
-        })
-
-        const diversityScore = uniqueDomains.size / Math.max(sources.length, 1)
-
-        const issues: string[] = []
-        if (uniqueDomains.size < 2) {
-            issues.push('Limited domain diversity - mostly single source')
-        }
-        if (sources.length < 3) {
-            issues.push('Insufficient number of sources')
-        }
-        if (
-            Object.values(domainBreakdown).some(
-                (count) => count > sources.length * 0.6
-            )
-        ) {
-            issues.push('Heavy reliance on single domain')
-        }
-
-        return {
-            diversityScore,
-            uniqueDomains: uniqueDomains.size,
-            totalSources: sources.length,
-            domainBreakdown,
-            issues,
-        }
-    })
-    .generateScore(({ results }) => {
-        return results.analyzeStepResult.diversityScore
-    })
-
-// Other scorers (researchCompleteness, summaryQuality, taskCompletion, responseQuality, creativity)
-export const researchCompletenessScorer = createScorer({
-    id: 'research-completeness-scorer',
-    name: 'Research Completeness',
-    description:
-        'Evaluates if the research comprehensively covers the topic from multiple angles',
-    type: 'agent',
-    judge: {
-        model: 'google/gemini-3.1-flash-lite-preview',
-        instructions:
-            'You are an expert research evaluator focused on completeness and depth of analysis.',
-    },
-})
-    .preprocess(({ run }) => {
-        const outputText = extractAgentResponseMessages(run.output).join('\n')
-        let learnings: Learning[] = []
-        let summary = ''
-        let data = ''
-
-        try {
-            const parsed = JSON.parse(outputText) as {
-                learnings?: Learning[]
-                summary?: string
-                data?: string
-            }
-            learnings = parsed.learnings ?? []
-            summary = parsed.summary ?? ''
-            data = parsed.data ?? ''
-        } catch {
-            summary = outputText
-        }
-
-        return { learnings, summary, data }
-    })
-    .analyze(({ results }) => {
-        const learnings = results.preprocessStepResult.learnings ?? []
-        const summary = results.preprocessStepResult.summary ?? ''
-        const data = results.preprocessStepResult.data ?? ''
-
-        const totalContent = `${summary} ${data}`.toLowerCase()
-        const learningCount = learnings.length
-
-        const aspects = {
-            hasMultiplePerspectives:
-                /different|various|alternative|compared|versus|however|but|although/i.test(
-                    totalContent
-                ),
-            hasDepth: learningCount > 3 || totalContent.length > 500,
-            hasExamples: /example|instance|case|such as|for example/i.test(
-                totalContent
-            ),
-            hasContext:
-                /background|context|history|overview|introduction/i.test(
-                    totalContent
-                ),
-            hasAnalysis:
-                /because|therefore|thus|consequently|as a result|due to/i.test(
-                    totalContent
-                ),
-            hasFollowUp: learnings.some(
-                (l: Learning) =>
-                    Boolean(l.followUp) &&
-                    typeof l.followUp === 'string' &&
-                    l.followUp.trim().length > 0
-            ),
-        }
-
-        const aspectsCovered = Object.values(aspects).filter(Boolean).length
-        const totalAspects = Object.keys(aspects).length
-        const completenessScore = aspectsCovered / totalAspects
-
-        return {
-            completenessScore,
-            aspectsCovered,
-            totalAspects,
-            learningCount,
-            contentLength: totalContent.length,
-            strengths: [],
-            weaknesses: [],
-            aspects,
-        }
-    })
-    .generateScore(({ results }) => results.analyzeStepResult.completenessScore)
diff --git a/src/mastra/evals/tests/completeness.test.ts b/src/mastra/evals/tests/completeness.test.ts
deleted file mode 100644
index 590f321..0000000
--- a/src/mastra/evals/tests/completeness.test.ts
+++ /dev/null
@@ -1,40 +0,0 @@
-import { describe, it, expect } from 'vitest'
-import { createCompletenessScorer } from '../scorers/prebuilt'
-import { createAgentTestRun } from '../scorers/utils'
-
-describe('Completeness Scorer', () => {
-    it('scores 1.0 when output contains all input terms', async () => {
-        const scorer = createCompletenessScorer()
-        const run = createAgentTestRun({
-            inputMessages: [
-                { role: 'user', content: 'List apples oranges and bananas' },
-            ],
-            output: [
-                { role: 'assistant', content: 'Apples, oranges, bananas' },
-            ],
-        })
-        const res = await scorer.run({
-            input: run.input,
-            output: run.output,
-        })
-        expect(res.score).toBeGreaterThan(0.9)
-    })
-
-    it('scores 0 when none of the terms are present', async () => {
-        const scorer = createCompletenessScorer()
-        const run = createAgentTestRun({
-            inputMessages: [
-                {
-                    role: 'user',
-                    content: 'Discuss quantum physics and relativity',
-                },
-            ],
-            output: [{ role: 'assistant', content: 'I like pizza' }],
-        })
-        const res = await scorer.run({
-            input: run.input,
-            output: run.output,
-        })
-        expect(res.score).toBe(0)
-    })
-})
diff --git a/src/mastra/evals/tests/context-precision.test.ts b/src/mastra/evals/tests/context-precision.test.ts
deleted file mode 100644
index 846556b..0000000
--- a/src/mastra/evals/tests/context-precision.test.ts
+++ /dev/null
@@ -1,29 +0,0 @@
-import { describe, it, expect } from 'vitest'
-import { createContextPrecisionScorer } from '../scorers/prebuilt'
-import { createAgentTestRun } from '../scorers/utils'
-
-describe('Context Precision Scorer (MAP heuristic)', () => {
-    it('gives high MAP when relevant items appear early', async () => {
-        const scorer = createContextPrecisionScorer({
-            context: ['A', 'B', 'C', 'D'],
-        })
-        const run = createAgentTestRun({
-            inputMessages: [{ role: 'user', content: 'Query' }],
-            output: [{ role: 'assistant', content: 'A B irrelevant C' }],
-        })
-        const res = await scorer.run(run)
-        expect(res.score).toBeGreaterThan(0.5)
-    })
-
-    it('gives low MAP when relevant items are missing or late', async () => {
-        const scorer = createContextPrecisionScorer({
-            context: ['A', 'B', 'C', 'D'],
-        })
-        const run = createAgentTestRun({
-            inputMessages: [{ role: 'user', content: 'Query' }],
-            output: [{ role: 'assistant', content: 'irrelevant D C' }],
-        })
-        const res = await scorer.run(run)
-        expect(res.score).toBeLessThan(0.82)
-    })
-})
diff --git a/src/mastra/evals/tests/tone-consistency.test.ts b/src/mastra/evals/tests/tone-consistency.test.ts
deleted file mode 100644
index b83a433..0000000
--- a/src/mastra/evals/tests/tone-consistency.test.ts
+++ /dev/null
@@ -1,37 +0,0 @@
-import { describe, it, expect } from 'vitest'
-import { createToneScorer } from '../scorers/prebuilt'
-import { createAgentTestRun } from '../scorers/utils'
-
-describe('Tone Consistency Scorer', () => {
-    it('scores close to 1 when tone is consistent', async () => {
-        const scorer = createToneScorer()
-        const run = createAgentTestRun({
-            inputMessages: [
-                { role: 'user', content: 'I am happy with the service' },
-            ],
-            output: [
-                { role: 'assistant', content: 'I am very happy to help!' },
-            ],
-        })
-        const res = await scorer.run({
-            input: run.input,
-            output: run.output,
-        })
-        expect(res.score).toBeGreaterThan(0.7)
-    })
-
-    it('scores lower when tone differs', async () => {
-        const scorer = createToneScorer()
-        const run = createAgentTestRun({
-            inputMessages: [
-                { role: 'user', content: 'I am unhappy about this' },
-            ],
-            output: [{ role: 'assistant', content: 'I love this product!' }],
-        })
-        const res = await scorer.run({
-            input: run.input,
-            output: run.output,
-        })
-        expect(res.score).toBeLessThan(0.9)
-    })
-})
diff --git a/src/mastra/evals/tests/tool-call-accuracy.test.ts b/src/mastra/evals/tests/tool-call-accuracy.test.ts
deleted file mode 100644
index 5354b28..0000000
--- a/src/mastra/evals/tests/tool-call-accuracy.test.ts
+++ /dev/null
@@ -1,51 +0,0 @@
-import { describe, it, expect } from 'vitest'
-import { createToolCallAccuracyScorerCode } from '../scorers/prebuilt'
-import { createAgentTestRun, createTestMessage } from '../scorers/utils'
-
-describe('Tool Call Accuracy (Code)', () => {
-    it('passes when expected tool is called', async () => {
-        const scorer = createToolCallAccuracyScorerCode({
-            expectedTool: 'weather-tool',
-        })
-        const run = createAgentTestRun({
-            output: [
-                createTestMessage({
-                    role: 'assistant',
-                    content: 'Ok',
-                    toolInvocations: [
-                        { toolCallId: '1', toolName: 'weather-tool' },
-                    ],
-                }),
-            ],
-        })
-        const res = await scorer.run({
-            input: run.input,
-            output: run.output,
-        })
-        expect(res.score).toBe(1)
-    })
-
-    it('fails strict mode when multiple tools called', async () => {
-        const scorer = createToolCallAccuracyScorerCode({
-            expectedTool: 'weather-tool',
-            strictMode: true,
-        })
-        const run = createAgentTestRun({
-            output: [
-                createTestMessage({
-                    role: 'assistant',
-                    content: 'Ok',
-                    toolInvocations: [
-                        { toolCallId: '1', toolName: 'search-tool' },
-                        { toolCallId: '2', toolName: 'weather-tool' },
-                    ],
-                }),
-            ],
-        })
-        const res = await scorer.run({
-            input: run.input,
-            output: run.output,
-        })
-        expect(res.score).toBe(0)
-    })
-})
diff --git a/src/mastra/index.ts b/src/mastra/index.ts
index d040201..29165a1 100644
--- a/src/mastra/index.ts
+++ b/src/mastra/index.ts
@@ -173,13 +173,13 @@ import { telephoneGameWorkflow } from './workflows/telephone-game'
 import { weatherWorkflow } from './workflows/weather-workflow'
 //import { OtelBridge } from '@mastra/otel-bridge'
 import { DefaultExporter } from '@mastra/observability'
-import { keywordCoverageScorer } from './evals/scorers/keyword-coverage'
-import { createCompletenessScorer } from './evals/scorers/prebuilt'
+import { keywordCoverageScorer } from './scorers/keyword-coverage'
+import { createCompletenessScorer } from './agents/evals/prebuilt'
 //import { createToolCallAccuracyScorerCode } from '@mastra/evals/scorers/prebuilt'
 import {
     researchCompletenessScorer,
     sourceDiversityScorer,
-} from './evals/scorers/custom-scorers'
+} from './scorers/custom-scorers'
 // Harness
 import { mainHarness } from './harness'
 import { supervisorAgent } from './agents/supervisor-agent'
@@ -187,12 +187,23 @@ import { mastraAuth } from './auth'
 import { agentFsWorkspace } from './workspaces'
 import { MastraEditor } from '@mastra/editor'
 import { MastraCompositeStore } from '@mastra/core/storage'
+import { ArcadeToolProvider } from '@mastra/editor/arcade'
+import { ComposioToolProvider } from '@mastra/editor/composio'
 
 export const mastra = new Mastra({
     workspace: agentFsWorkspace,
     editor: new MastraEditor(
         {
             logger: log,
+            toolProviders: {
+                composio: new ComposioToolProvider({
+                apiKey: process.env.COMPOSIO_API_KEY!,
+                }),
+                // Add other tool providers here
+                arcade: new ArcadeToolProvider({
+                apiKey: process.env.ARCADE_API_KEY!,
+                }),
+            },
             sandboxes: {
                 // Optional: restrict certain modules or APIs for security
             },
diff --git a/src/mastra/networks/index.ts b/src/mastra/networks/index.ts
index 209228d..5efd59f 100644
--- a/src/mastra/networks/index.ts
+++ b/src/mastra/networks/index.ts
@@ -24,7 +24,7 @@ import { seoAgent } from '../agents/seoAgent'
 import { socialMediaAgent } from '../agents/socialMediaAgent'
 import { translationAgent } from '../agents/translationAgent'
 
-import { pgMemory } from '../config'
+import { LibsqlMemory } from '../config/libsql'
 import { googleAI } from '../config/google'
 import { log } from '../config/logger'
 import { weatherWorkflow } from '../workflows/weather-workflow'
@@ -206,7 +206,7 @@ export const agentNetwork = new Agent({
      - End with next steps, caveats, or a clarifying ask only when genuinely needed.
    `,
   model: googleAI,
-  memory: pgMemory, // Required for network capabilities
+  memory: LibsqlMemory, // Required for network capabilities
   options: {},
   agents: {
     researchAgent,
diff --git a/src/mastra/public/workspace/workspace/Agent tools b/src/mastra/public/workspace/workspace/Agent tools
index 4c98f65..6afa1d2 100644
--- a/src/mastra/public/workspace/workspace/Agent tools	
+++ b/src/mastra/public/workspace/workspace/Agent tools	
@@ -59,14 +59,74 @@ This file serves as a source of truth for testing and improving tools used in th
 - **Problems/Issues**: None. Tool handled large content replacement accurately.
 - **Suggestions**: None. Tool is reliable for file edits.
 
+### 7. finnhubQuotesTool
+- **Purpose**: To get real-time quotes for Intel (INTC) and Wells Fargo (WFC).
+- **Parameters Used**:
+  - symbol: "INTC" and "WFC"
+- **Outcome**: Successfully returned quotes: INTC c:65.18 d:2.8 dp:4.4886; WFC c:86.64 d:1.24 dp:1.452.
+- **Problems/Issues**: None.
+- **Suggestions**: Reliable for public stock data.
+
+### 8. fetchTool
+- **Purpose**: To search for stocks with high growth potential in 2026.
+- **Parameters Used**:
+  - query: "stocks with high growth potential 2026"
+  - searchProvider: "google"
+  - maxResults: 5
+  - includeContent: true
+- **Outcome**: Returned empty results (totalResults: 0).
+- **Problems/Issues**: Future-dated query yielded no results.
+- **Suggestions**: Use current year or broader terms.
+
+### 9. mastra_workspace_execute_command
+- **Purpose**: To install Playwright browsers for browser tools.
+- **Parameters Used**:
+  - command: "npx playwright install"
+- **Outcome**: Successfully downloaded and installed Chrome, Firefox, WebKit browsers.
+- **Problems/Issues**: None.
+- **Suggestions**: None.
+
+### 10. stagehand_navigate
+- **Purpose**: To navigate to Yahoo Finance pages for INTC, WFC, and gainers.
+- **Parameters Used**:
+  - url: "https://finance.yahoo.com/quote/INTC", etc.
+- **Outcome**: Mixed; INTC success, WFC and gainers failed with navigation superseded errors.
+- **Problems/Issues**: Browser navigation errors due to superseded requests.
+- **Suggestions**: Retry or use single navigation per session.
+
+### 11. stagehand_extract
+- **Purpose**: To extract stock data from pages.
+- **Parameters Used**:
+  - instruction: "Extract the current stock price, change, and market cap for Intel (INTC)." etc.
+- **Outcome**: INTC: null; WFC: "65.42 +0.85 (1.32%) Market Cap: 228.45B" (but on wrong URL); Gainers: top 5 stocks with changes.
+- **Problems/Issues**: Data extraction inconsistent; null for INTC, wrong URL for WFC.
+- **Suggestions**: Improve extraction accuracy; verify URLs.
+
+### 12. browser_goto
+- **Purpose**: To navigate browser to Yahoo Finance and Google.
+- **Parameters Used**:
+  - url: "https://finance.yahoo.com/quote/INTC", "https://google.com"
+- **Outcome**: Success for INTC and Google; failures for WFC and gainers (ERR_ABORTED).
+- **Problems/Issues**: Navigation failures after initial goto.
+- **Suggestions**: Handle browser state better; avoid multiple navigations.
+
+### 13. browser_snapshot
+- **Purpose**: To get page snapshots.
+- **Parameters Used**:
+  - interactiveOnly: false
+- **Outcome**: Returned empty snapshots (elementCount: 0).
+- **Problems/Issues**: No interactive elements detected; possibly due to page structure.
+- **Suggestions**: Use different parameters or manual extraction.
+
 ## Overall Summary
-- **Total Tools Used**: 6
-- **Success Rate**: 5/6 tools worked without issues. fetchTool and googleScholarTool had failures due to query specificity and schema mismatch, respectively.
+- **Total Tools Used**: 13 (across sessions)
+- **Success Rate**: ~7/13 worked fully. Bugs in googleTrendsTool (date), polygon (auth), googleFinance (empty), fetchTool (empty results), stagehand/browser (navigation/extraction errors).
 - **Key Insights for Improvement**:
-  - **Query Sensitivity**: Tools like fetchTool are sensitive to overly specific or future-oriented queries. Recommend fallback strategies or broader searches.
-  - **Schema Validation**: googleScholarTool needs schema fix for authors field to handle arrays.
-  - **Reliability**: Workspace tools (read, write, edit) are highly reliable. News tools (googleNewsLiteTool) provide excellent real-time data.
-- **Recommendations**: Use this log to prioritize fixes for googleScholarTool schema and enhance search tool fallbacks for predictive queries.
+  - **Browser Tools**: Navigation superseded errors; empty snapshots. Ensure single-threaded usage.
+  - **Search Tools**: Sensitive to queries; fix googleScholarTool schema.
+  - **Financial Tools**: Auth issues in polygon; empty in googleFinance.
+  - **Workspace Tools**: Highly reliable.
+- **Recommendations**: Fix browser navigation stability; update schemas; enhance fallbacks for empty results.
 
 *Date: April 14, 2026*
 *Prepared by: Senior Research Analyst*
\ No newline at end of file
diff --git a/src/mastra/scorers/custom-scorers.ts b/src/mastra/scorers/custom-scorers.ts
new file mode 100644
index 0000000..3a8f8e5
--- /dev/null
+++ b/src/mastra/scorers/custom-scorers.ts
@@ -0,0 +1,289 @@
+import { createScorer } from '@mastra/core/evals'
+import { extractAgentResponseMessages } from '../agents/evals/utils'
+
+// Typings for parsed outputs
+interface Source {
+    [key: string]: unknown
+    url: string
+    title?: string
+}
+interface Learning {
+    [key: string]: unknown
+    insight?: string
+    followUp?: string
+}
+
+interface ParsedResearchOutput {
+    sources?: Source[]
+    learnings?: Learning[]
+    summary?: string
+    data?: string
+}
+
+const JSON_FENCE_REGEX = /```(?:json)?\s*([\s\S]*?)```/i
+const URL_REGEX = /https?:\/\/[^\s<>\\")\]]+/g
+
+function clamp(value: number, min = 0, max = 1) {
+    return Math.min(max, Math.max(min, value))
+}
+
+function safeJsonParse<T>(text: string): T | null {
+    const candidates = [text]
+    const fencedMatch = text.match(JSON_FENCE_REGEX)
+
+    if (fencedMatch?.[1]) {
+        candidates.push(fencedMatch[1].trim())
+    }
+
+    const firstBrace = text.indexOf('{')
+    const lastBrace = text.lastIndexOf('}')
+    if (firstBrace >= 0 && lastBrace > firstBrace) {
+        candidates.push(text.slice(firstBrace, lastBrace + 1))
+    }
+
+    for (const candidate of candidates) {
+        try {
+            return JSON.parse(candidate) as T
+        } catch {
+            continue
+        }
+    }
+
+    return null
+}
+
+function extractUrls(text: string) {
+    return Array.from(text.matchAll(URL_REGEX), (match) => match[0])
+}
+
+function normalizeDomain(url: string) {
+    try {
+        const hostname = new URL(url).hostname.toLowerCase()
+        return hostname.replace(/^www\./, '')
+    } catch {
+        return null
+    }
+}
+
+function getTopDomains(domains: string[]) {
+    const counts: Record<string, number> = {}
+
+    domains.forEach((domain) => {
+        counts[domain] = (counts[domain] || 0) + 1
+    })
+
+    return Object.entries(counts)
+        .sort(([, a], [, b]) => b - a)
+        .map(([domain, count]) => ({ domain, count }))
+}
+
+// Source Diversity Scorer - evaluates if sources come from different domains
+export const sourceDiversityScorer = createScorer({
+    id: 'source-diversity-scorer',
+    name: 'Source Diversity',
+    description:
+        'Evaluates if research sources come from diverse domains and avoid single-source bias',
+    type: 'agent',
+    judge: {
+        model: 'google/gemini-3.1-flash-lite-preview',
+        instructions:
+            'You are an expert research evaluator focused on source credibility and diversity.',
+    },
+})
+    .preprocess(({ run }) => {
+        const outputText = extractAgentResponseMessages(run.output).join('\n')
+        const parsed = safeJsonParse<ParsedResearchOutput>(outputText)
+
+        const sourcesFromJson = parsed?.sources?.flatMap((source) => {
+            const url = typeof source.url === 'string' ? source.url : ''
+            return url ? [url] : []
+        }) ?? []
+
+        const sources = sourcesFromJson.length > 0 ? sourcesFromJson : extractUrls(outputText)
+
+        return { sources }
+    })
+    .analyze(({ results }) => {
+        const sources = results.preprocessStepResult.sources ?? []
+
+        if (sources.length === 0) {
+            return {
+                diversityScore: 0,
+                uniqueDomains: 0,
+                totalSources: 0,
+                validSources: 0,
+                domainBreakdown: {},
+                issues: ['No sources found'],
+                topDomains: [],
+            }
+        }
+
+        const domains = sources
+            .map((url: string) => normalizeDomain(url))
+            .filter((domain): domain is string => Boolean(domain))
+
+        const uniqueDomains = new Set(domains)
+        const domainBreakdown: Record<string, number> = {}
+
+        domains.forEach((domain) => {
+            domainBreakdown[domain] = (domainBreakdown[domain] || 0) + 1
+        })
+
+        const validSources = domains.length
+        const topDomains = getTopDomains(domains)
+        const dominantDomainShare =
+            validSources > 0 ? (topDomains[0]?.count ?? 0) / validSources : 0
+        const diversityRatio =
+            validSources > 0 ? uniqueDomains.size / validSources : 0
+        const sourceCountScore = clamp(validSources / 3)
+        const balanceScore = clamp(1 - dominantDomainShare)
+        const diversityScore = clamp(
+            diversityRatio * 0.45 + balanceScore * 0.4 + sourceCountScore * 0.15
+        )
+
+        const issues: string[] = []
+        if (validSources !== sources.length) {
+            issues.push('Some source URLs could not be parsed')
+        }
+        if (validSources < 3) {
+            issues.push('Insufficient number of valid sources')
+        }
+        if (uniqueDomains.size < 2) {
+            issues.push('Limited domain diversity - mostly single source')
+        }
+        if (dominantDomainShare > 0.6) {
+            issues.push('Heavy reliance on single domain')
+        }
+
+        return {
+            diversityScore,
+            uniqueDomains: uniqueDomains.size,
+            totalSources: sources.length,
+            validSources,
+            domainBreakdown,
+            issues,
+            topDomains,
+        }
+    })
+    .generateScore(({ results }) => {
+        return results.analyzeStepResult.diversityScore
+    })
+
+// Other scorers (researchCompleteness, summaryQuality, taskCompletion, responseQuality, creativity)
+export const researchCompletenessScorer = createScorer({
+    id: 'research-completeness-scorer',
+    name: 'Research Completeness',
+    description:
+        'Evaluates if the research comprehensively covers the topic from multiple angles',
+    type: 'agent',
+    judge: {
+        model: 'google/gemini-3.1-flash-lite-preview',
+        instructions:
+            'You are an expert research evaluator focused on completeness and depth of analysis.',
+    },
+})
+    .preprocess(({ run }) => {
+        const outputText = extractAgentResponseMessages(run.output).join('\n')
+        const parsed = safeJsonParse<ParsedResearchOutput>(outputText)
+        const learnings = parsed?.learnings ?? []
+        const summary = parsed?.summary ?? outputText
+        const data = parsed?.data ?? ''
+
+        return { learnings, summary, data }
+    })
+    .analyze(({ results }) => {
+        const learnings = results.preprocessStepResult.learnings ?? []
+        const summary = results.preprocessStepResult.summary ?? ''
+        const data = results.preprocessStepResult.data ?? ''
+
+        const totalContent = `${summary} ${data}`.toLowerCase()
+        const learningCount = learnings.length
+        const summaryLength = summary.trim().length
+        const dataLength = data.trim().length
+
+        const followUps = learnings
+            .map((learning: Learning) =>
+                typeof learning.followUp === 'string' ? learning.followUp.trim() : ''
+            )
+            .filter(Boolean)
+
+        const strengths: string[] = []
+        const weaknesses: string[] = []
+
+        const aspects = {
+            hasMultiplePerspectives:
+                /different|various|alternative|compared|versus|however|but|although/i.test(
+                    totalContent
+                ),
+            hasDepth: learningCount > 3 || totalContent.length > 700,
+            hasExamples: /example|instance|case|such as|for example/i.test(
+                totalContent
+            ),
+            hasContext:
+                /background|context|history|overview|introduction/i.test(
+                    totalContent
+                ),
+            hasAnalysis:
+                /because|therefore|thus|consequently|as a result|due to/i.test(
+                    totalContent
+                ),
+            hasSpecificEvidence:
+                /\b\d+(\.\d+)?%?\b|\b(?:jan|feb|mar|apr|may|jun|jul|aug|sep|oct|nov|dec)[a-z]*\b|\b(?:202[0-9]|19[0-9]{2})\b/i.test(
+                    totalContent
+                ),
+            hasFollowUp: followUps.length > 0,
+            hasStructure:
+                /^#{1,6}\s|^[-*]\s|^\d+\.\s/m.test(summary) || dataLength > 0,
+        }
+
+        const weightedAspects: Array<[keyof typeof aspects, number]> = [
+            ['hasMultiplePerspectives', 0.18],
+            ['hasDepth', 0.22],
+            ['hasExamples', 0.12],
+            ['hasContext', 0.12],
+            ['hasAnalysis', 0.16],
+            ['hasSpecificEvidence', 0.1],
+            ['hasFollowUp', 0.06],
+            ['hasStructure', 0.04],
+        ]
+
+        const weightedScore = weightedAspects.reduce((score, [key, weight]) => {
+            return score + (aspects[key] ? weight : 0)
+        }, 0)
+
+        const aspectsCovered = Object.values(aspects).filter(Boolean).length
+        const totalAspects = Object.keys(aspects).length
+        const completenessScore = clamp(weightedScore)
+
+        if (aspects.hasMultiplePerspectives) strengths.push('Includes comparative framing')
+        if (aspects.hasDepth) strengths.push('Shows meaningful depth')
+        if (aspects.hasExamples) strengths.push('Uses concrete examples')
+        if (aspects.hasContext) strengths.push('Provides background or context')
+        if (aspects.hasAnalysis) strengths.push('Connects facts to reasoning')
+        if (aspects.hasSpecificEvidence) strengths.push('Includes specific evidence')
+        if (aspects.hasFollowUp) strengths.push('Includes actionable follow-up ideas')
+        if (aspects.hasStructure) strengths.push('Has a structured presentation')
+
+        if (!aspects.hasMultiplePerspectives) weaknesses.push('Could compare more alternatives or viewpoints')
+        if (!aspects.hasDepth) weaknesses.push('Could expand the analysis with more detail')
+        if (!aspects.hasExamples) weaknesses.push('Could add examples or case-level evidence')
+        if (!aspects.hasContext) weaknesses.push('Could add more background or context')
+        if (!aspects.hasAnalysis) weaknesses.push('Could explain more of the reasoning behind conclusions')
+        if (!aspects.hasSpecificEvidence) weaknesses.push('Could include more specific evidence or dates')
+        if (!aspects.hasFollowUp) weaknesses.push('Could include next steps or follow-up questions')
+        if (!aspects.hasStructure) weaknesses.push('Could improve structure and readability')
+
+        return {
+            completenessScore,
+            aspectsCovered,
+            totalAspects,
+            learningCount,
+            contentLength: totalContent.length,
+            summaryLength,
+            dataLength,
+            strengths,
+            weaknesses,
+            aspects,
+        }
+    })
+    .generateScore(({ results }) => results.analyzeStepResult.completenessScore)
diff --git a/src/mastra/evals/scorers/factuality.scorer.ts b/src/mastra/scorers/factuality.scorer.ts
similarity index 100%
rename from src/mastra/evals/scorers/factuality.scorer.ts
rename to src/mastra/scorers/factuality.scorer.ts
diff --git a/src/mastra/evals/scorers/financial-scorers.ts b/src/mastra/scorers/financial-scorers.ts
similarity index 100%
rename from src/mastra/evals/scorers/financial-scorers.ts
rename to src/mastra/scorers/financial-scorers.ts
diff --git a/src/mastra/evals/scorers/keyword-coverage.ts b/src/mastra/scorers/keyword-coverage.ts
similarity index 100%
rename from src/mastra/evals/scorers/keyword-coverage.ts
rename to src/mastra/scorers/keyword-coverage.ts
diff --git a/src/mastra/scorers/supervisor-scorers.test.ts b/src/mastra/scorers/supervisor-scorers.test.ts
new file mode 100644
index 0000000..4273d74
--- /dev/null
+++ b/src/mastra/scorers/supervisor-scorers.test.ts
@@ -0,0 +1,272 @@
+import { describe, expect, it } from 'vitest'
+import {
+    createAgentTestRun,
+    createTestMessage,
+    createToolInvocation,
+} from '../agents/evals/utils'
+import {
+    supervisorActionabilityScorer,
+    supervisorCoverageScorer,
+    supervisorEvidenceGroundingScorer,
+    supervisorRoutingDisciplineScorer,
+    supervisorUncertaintyHandlingScorer,
+} from './supervisor-scorers'
+
+describe('Supervisor scorers', () => {
+    it('rewards a synthesized supervisor response that uses delegation without exposing routing chatter', async () => {
+        const scorer = supervisorRoutingDisciplineScorer
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Research the market and return a final recommendation for the launch plan.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'Executive summary: The launch is viable. Evidence suggests strong demand. Next steps: validate pricing, confirm positioning, and start with a small pilot.',
+                    toolInvocations: [
+                        createToolInvocation({
+                            toolCallId: '1',
+                            toolName: 'researchAgent',
+                            args: { topic: 'market demand' },
+                            result: { summary: 'Demand appears strong' },
+                        }),
+                        createToolInvocation({
+                            toolCallId: '2',
+                            toolName: 'copywriterAgent',
+                            args: { brief: 'final synthesis' },
+                            result: { draft: 'Final recommendation draft' },
+                        }),
+                    ],
+                }),
+            ],
+        })
+
+        const result = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+
+        expect(result.score).toBeGreaterThan(0.7)
+    })
+
+    it('penalizes raw delegation chatter in the final supervisor response', async () => {
+        const scorer = supervisorRoutingDisciplineScorer
+        const run = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Research the market and return a final recommendation for the launch plan.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'I delegated to researchAgent and copywriterAgent. Here are their notes without synthesis.',
+                }),
+            ],
+        })
+
+        const result = await scorer.run({
+            input: run.input,
+            output: run.output,
+        })
+
+        expect(result.score).toBeLessThan(0.5)
+    })
+
+    it('rewards evidence grounded supervisor answers and penalizes unsupported summaries', async () => {
+        const scorer = supervisorEvidenceGroundingScorer
+        const strongRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Summarize the market risk and give a recommendation with sources.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'According to a 2024 market report and two cited sources, demand remains stable. The caveat is that pricing data is still incomplete. https://example.com/report',
+                }),
+            ],
+        })
+        const weakRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Summarize the market risk and give a recommendation with sources.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'The market is definitely strong and the plan will work.',
+                }),
+            ],
+        })
+
+        const strongResult = await scorer.run({
+            input: strongRun.input,
+            output: strongRun.output,
+        })
+        const weakResult = await scorer.run({
+            input: weakRun.input,
+            output: weakRun.output,
+        })
+
+        expect(strongResult.score).toBeGreaterThan(weakResult.score)
+        expect(strongResult.score).toBeGreaterThan(0.65)
+    })
+
+    it('scores request coverage higher when the supervisor answers the key parts of the prompt', async () => {
+        const scorer = supervisorCoverageScorer
+        const strongRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Compare React and Vue for a customer dashboard with maintainability, ecosystem, and onboarding in mind.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'React offers a larger ecosystem and Vue offers a gentler onboarding curve. For maintainability, I would favor React if the team needs broader library support and Vue if simplicity is the top priority.',
+                }),
+            ],
+        })
+        const weakRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Compare React and Vue for a customer dashboard with maintainability, ecosystem, and onboarding in mind.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'Use React.',
+                }),
+            ],
+        })
+
+        const strongResult = await scorer.run({
+            input: strongRun.input,
+            output: strongRun.output,
+        })
+        const weakResult = await scorer.run({
+            input: weakRun.input,
+            output: weakRun.output,
+        })
+
+        expect(strongResult.score).toBeGreaterThan(weakResult.score)
+        expect(strongResult.score).toBeGreaterThan(0.7)
+    })
+
+    it('rewards actionable supervisor recommendations and penalizes vague conclusions', async () => {
+        const scorer = supervisorActionabilityScorer
+        const strongRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Turn the research into a next-step plan for the product team.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'Next steps: (1) validate pricing, (2) run a small pilot, and (3) measure conversion and retention. Prioritize pricing first because it has the highest impact and lowest effort.',
+                }),
+            ],
+        })
+        const weakRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Turn the research into a next-step plan for the product team.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content: 'Looks good overall.',
+                }),
+            ],
+        })
+
+        const strongResult = await scorer.run({
+            input: strongRun.input,
+            output: strongRun.output,
+        })
+        const weakResult = await scorer.run({
+            input: weakRun.input,
+            output: weakRun.output,
+        })
+
+        expect(strongResult.score).toBeGreaterThan(weakResult.score)
+        expect(strongResult.score).toBeGreaterThan(0.75)
+    })
+
+    it('rewards uncertainty handling when the supervisor states caveats instead of overcommitting', async () => {
+        const scorer = supervisorUncertaintyHandlingScorer
+        const strongRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Give me a recommendation, but be explicit about what is still uncertain.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'Based on the available evidence, I would recommend a cautious pilot. The main assumption is that the sample data is representative, so I would validate that before scaling.',
+                }),
+            ],
+        })
+        const weakRun = createAgentTestRun({
+            inputMessages: [
+                createTestMessage({
+                    role: 'user',
+                    content:
+                        'Give me a recommendation, but be explicit about what is still uncertain.',
+                }),
+            ],
+            output: [
+                createTestMessage({
+                    role: 'assistant',
+                    content:
+                        'This will definitely work and there is no uncertainty at all.',
+                }),
+            ],
+        })
+
+        const strongResult = await scorer.run({
+            input: strongRun.input,
+            output: strongRun.output,
+        })
+        const weakResult = await scorer.run({
+            input: weakRun.input,
+            output: weakRun.output,
+        })
+
+        expect(strongResult.score).toBeGreaterThan(weakResult.score)
+        expect(strongResult.score).toBeGreaterThan(0.6)
+    })
+})
\ No newline at end of file
diff --git a/src/mastra/scorers/supervisor-scorers.ts b/src/mastra/scorers/supervisor-scorers.ts
new file mode 100644
index 0000000..c57de9d
--- /dev/null
+++ b/src/mastra/scorers/supervisor-scorers.ts
@@ -0,0 +1,541 @@
+import { createScorer } from '@mastra/core/evals'
+import type { ScorerRunInputForAgent, ScorerRunOutputForAgent } from '@mastra/core/evals'
+import {
+    extractAgentResponseMessages,
+    extractInputMessages,
+    extractToolCalls,
+    getAssistantMessageFromRunOutput,
+    getCombinedSystemPrompt,
+    getReasoningFromRunOutput,
+    getSystemMessagesFromRunInput,
+    getUserMessageFromRunInput,
+} from '@mastra/evals/scorers/utils'
+
+interface SupervisorSnapshot {
+    userMessage: string
+    inputMessageCount: number
+    systemMessageCount: number
+    systemPrompt: string
+    responseText: string
+    responseMessageCount: number
+    reasoningText: string
+    toolCount: number
+    toolNames: string[]
+    paragraphCount: number
+    wordCount: number
+    keyTerms: string[]
+}
+
+interface SupervisorSignals extends SupervisorSnapshot {
+    hasResponse: boolean
+    hasStructure: boolean
+    hasDirectSummary: boolean
+    hasNextSteps: boolean
+    hasCaveat: boolean
+    hasEvidence: boolean
+    hasRoutingChatter: boolean
+    hasPriorityLanguage: boolean
+    hasActionLanguage: boolean
+    hasUncertaintyLanguage: boolean
+    keyTermCoverage: number
+}
+
+const STOPWORDS = new Set([
+    'a',
+    'an',
+    'and',
+    'are',
+    'as',
+    'be',
+    'been',
+    'but',
+    'by',
+    'can',
+    'compare',
+    'comparing',
+    'customer',
+    'dashboard',
+    'decide',
+    'discuss',
+    'explain',
+    'final',
+    'give',
+    'guide',
+    'for',
+    'from',
+    'how',
+    'if',
+    'in',
+    'into',
+    'launch',
+    'is',
+    'make',
+    'it',
+    'mind',
+    'need',
+    'plan',
+    'of',
+    'on',
+    'or',
+    'our',
+    'product',
+    'provide',
+    'recommend',
+    'recommendation',
+    'recommendations',
+    'research',
+    'return',
+    'say',
+    'should',
+    'solve',
+    'strategy',
+    'summarize',
+    'summary',
+    'that',
+    'the',
+    'their',
+    'then',
+    'there',
+    'team',
+    'tell',
+    'this',
+    'topic',
+    'to',
+    'user',
+    'want',
+    'we',
+    'what',
+    'when',
+    'where',
+    'which',
+    'with',
+    'write',
+    'you',
+    'your',
+])
+
+const ROUTING_CHATTER_REGEX = /\b(delegat(?:e|ed|ing)|subagent|researchagent|copywriteragent|writing-agent|primitive|tool call|routing)\b/i
+const EVIDENCE_REGEX = /source|sources|citation|citations|http|www\.|\b20\d{2}\b/i
+const SUMMARY_REGEX = /summary|executive summary|bottom line|in short|direct answer|recommend/i
+const NEXT_STEPS_REGEX = /next step|next steps|follow-up|action items?|recommend(?:ation|ed)?|priority/i
+const CAUTION_REGEX = /risk|caveat|uncertain|unknown|assumption|depends on/i
+const ACTION_REGEX = /prioritize|implement|prepare|review|validate|ship|run|measure|track|monitor|decide/i
+const STRUCTURE_REGEX = /^#{1,6}\s|^[-*]\s|^\d+\.\s/m
+
+function clamp(value: number, min = 0, max = 1) {
+    return Math.min(max, Math.max(min, value))
+}
+
+function normalizeText(value: unknown): string {
+    if (typeof value !== 'string') {
+        return ''
+    }
+
+    return value.trim()
+}
+
+function splitParagraphs(text: string): number {
+    return text.split(/\n\s*\n/).filter(Boolean).length
+}
+
+function extractKeyTerms(text: string, limit = 12): string[] {
+    const terms = text
+        .toLowerCase()
+        .split(/[^a-z0-9]+/)
+        .map((term) => term.trim())
+        .filter(Boolean)
+        .filter((term) => term.length > 2 && !STOPWORDS.has(term))
+
+    return Array.from(new Set(terms)).slice(0, limit)
+}
+
+function buildSupervisorSnapshot(run: {
+    input?: ScorerRunInputForAgent
+    output?: ScorerRunOutputForAgent
+}): SupervisorSnapshot {
+    const input = run.input
+    const output = run.output
+
+    const userMessage = normalizeText(getUserMessageFromRunInput(input))
+    const inputMessageCount = extractInputMessages(input).length
+    const systemMessages = getSystemMessagesFromRunInput(input)
+    const systemMessageCount = systemMessages.length
+    const systemPrompt = normalizeText(getCombinedSystemPrompt(input))
+    const responseText = normalizeText(
+        output
+            ? getAssistantMessageFromRunOutput(output) ??
+                  extractAgentResponseMessages(output).join('\n')
+            : undefined
+    )
+    const responseMessageCount = output ? extractAgentResponseMessages(output).length : 0
+    const reasoningText = normalizeText(output ? getReasoningFromRunOutput(output) : undefined)
+    const { tools, toolCallInfos } = output ? extractToolCalls(output) : { tools: [], toolCallInfos: [] }
+    const toolNames = toolCallInfos
+        .map((info) => {
+            if (typeof info === 'object' && info !== null) {
+                const toolName = (info as Record<string, unknown>).toolName
+                return typeof toolName === 'string' ? toolName : ''
+            }
+
+            return ''
+        })
+        .filter(Boolean)
+
+    return {
+        userMessage,
+        inputMessageCount,
+        systemMessageCount,
+        systemPrompt,
+        responseText,
+        responseMessageCount,
+        reasoningText,
+        toolCount: Math.max(tools.length, toolNames.length),
+        toolNames,
+        paragraphCount: splitParagraphs(responseText),
+        wordCount: responseText.length > 0 ? responseText.split(/\s+/).filter(Boolean).length : 0,
+        keyTerms: extractKeyTerms(userMessage),
+    }
+}
+
+function buildSignals(snapshot: SupervisorSnapshot): SupervisorSignals {
+    const lowerResponse = snapshot.responseText.toLowerCase()
+    const keyTermCoverage =
+        snapshot.keyTerms.length === 0
+            ? 1
+            : snapshot.keyTerms.filter((term) => lowerResponse.includes(term)).length /
+              snapshot.keyTerms.length
+
+    return {
+        ...snapshot,
+        hasResponse: snapshot.responseText.length > 0,
+        hasStructure:
+            STRUCTURE_REGEX.test(snapshot.responseText) || snapshot.paragraphCount >= 3,
+        hasDirectSummary: SUMMARY_REGEX.test(snapshot.responseText),
+        hasNextSteps: NEXT_STEPS_REGEX.test(snapshot.responseText),
+        hasCaveat: CAUTION_REGEX.test(snapshot.responseText),
+        hasEvidence: EVIDENCE_REGEX.test(snapshot.responseText),
+        hasRoutingChatter: ROUTING_CHATTER_REGEX.test(snapshot.responseText),
+        hasPriorityLanguage: /priority|prioritize|impact|effort|important/i.test(snapshot.responseText),
+        hasActionLanguage: ACTION_REGEX.test(snapshot.responseText),
+        hasUncertaintyLanguage: /maybe|might|may|could|appears|seems|likely|unlikely|unclear/i.test(snapshot.responseText),
+        keyTermCoverage,
+    }
+}
+
+function generateSupervisorReason(
+    label: string,
+    score: number,
+    details: string[]
+): string {
+    if (details.length === 0) {
+        return `Score: ${score.toFixed(2)}. ${label} is present but lacks strong quality signals.`
+    }
+
+    return `Score: ${score.toFixed(2)}. ${label} is strong because ${details.join(', ')}.`
+}
+
+/**
+ * Measures whether the supervisor response stays user-facing, avoids raw routing chatter,
+ * and presents a synthesized answer rather than exposing delegation mechanics.
+ */
+export const supervisorRoutingDisciplineScorer = createScorer({
+    id: 'supervisor-routing-discipline',
+    name: 'Supervisor Routing Discipline',
+    description:
+        'Checks whether the supervisor response stays synthesized and avoids exposing internal routing chatter.',
+    type: 'agent',
+}).preprocess(({ run }) => buildSupervisorSnapshot(run))
+    .analyze(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        return {
+            hasResponse: signals.hasResponse,
+            hasSynthesis: signals.hasDirectSummary,
+            hasStructure: signals.hasStructure,
+            hasRoutingChatter: signals.hasRoutingChatter,
+            hasNextSteps: signals.hasNextSteps,
+            toolCount: signals.toolCount,
+            paragraphCount: signals.paragraphCount,
+        }
+    })
+    .generateScore(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        if (!signals.hasResponse) {
+            return 0
+        }
+
+        const score =
+            (signals.hasDirectSummary ? 0.35 : 0) +
+            (signals.hasStructure ? 0.2 : 0) +
+            (signals.hasNextSteps ? 0.15 : 0) +
+            (signals.toolCount > 0 ? 0.15 : 0.05) +
+            (signals.hasEvidence ? 0.15 : 0) +
+            (!signals.hasRoutingChatter ? 0.15 : 0)
+
+        return clamp(score)
+    })
+    .generateReason(({ results, score }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+        const details: string[] = []
+
+        if (signals.hasDirectSummary) details.push('it opens with a direct synthesis')
+        if (signals.hasStructure) details.push('it is structured for a user-ready answer')
+        if (signals.hasNextSteps) details.push('it closes with next steps')
+        if (signals.hasEvidence) details.push('it includes evidence anchors')
+        if (signals.toolCount > 0) details.push(`it used ${signals.toolCount} delegation signal(s)`)
+        if (!signals.hasRoutingChatter) details.push('it avoids raw delegation chatter')
+
+        return generateSupervisorReason('Routing discipline', score, details)
+    })
+
+/**
+ * Measures whether the supervisor backs claims with sources, dates, or other evidence anchors.
+ */
+export const supervisorEvidenceGroundingScorer = createScorer({
+    id: 'supervisor-evidence-grounding',
+    name: 'Supervisor Evidence Grounding',
+    description:
+        'Checks whether the supervisor response includes evidence anchors, dates, citations, or other grounding signals.',
+    type: 'agent',
+}).preprocess(({ run }) => buildSupervisorSnapshot(run))
+    .analyze(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        return {
+            hasResponse: signals.hasResponse,
+            hasEvidence: signals.hasEvidence,
+            hasCaveat: signals.hasCaveat,
+            hasStructure: signals.hasStructure,
+            toolCount: signals.toolCount,
+        }
+    })
+    .generateScore(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        if (!signals.hasResponse) {
+            return 0
+        }
+
+        return clamp(
+            (signals.hasEvidence ? 0.45 : 0) +
+                (signals.hasCaveat ? 0.2 : 0) +
+                (signals.hasStructure ? 0.15 : 0) +
+                (signals.toolCount > 0 ? 0.1 : 0.05) +
+                (signals.responseText.length > 180 ? 0.05 : 0)
+        )
+    })
+    .generateReason(({ results, score }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+        const details: string[] = []
+
+        if (signals.hasEvidence) details.push('it includes citations or dated evidence')
+        if (signals.hasCaveat) details.push('it acknowledges uncertainty or caveats')
+        if (signals.hasStructure) details.push('it is easy to inspect and verify')
+        if (signals.toolCount > 0) details.push('it appears to be based on delegated research')
+
+        return generateSupervisorReason('Evidence grounding', score, details)
+    })
+
+/**
+ * Measures how well the supervisor response covers the major parts of the user request.
+ */
+export const supervisorCoverageScorer = createScorer({
+    id: 'supervisor-request-coverage',
+    name: 'Supervisor Request Coverage',
+    description:
+        'Checks whether the supervisor response covers the most important terms and sub-questions from the user request.',
+    type: 'agent',
+}).preprocess(({ run }) => buildSupervisorSnapshot(run))
+    .analyze(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        return {
+            hasResponse: signals.hasResponse,
+            keyTerms: signals.keyTerms,
+            keyTermCoverage: signals.keyTermCoverage,
+            hasStructure: signals.hasStructure,
+            paragraphCount: signals.paragraphCount,
+        }
+    })
+    .generateScore(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        if (!signals.hasResponse) {
+            return 0
+        }
+
+        return clamp(signals.keyTermCoverage * 0.75 + (signals.hasStructure ? 0.15 : 0) + (signals.paragraphCount >= 2 ? 0.1 : 0))
+    })
+    .generateReason(({ results, score }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+        const details: string[] = []
+
+        if (signals.keyTerms.length > 0) {
+            details.push(`it covers ${Math.round(signals.keyTermCoverage * 100)}% of the important request terms`)
+        }
+        if (signals.hasStructure) details.push('it is organized for multi-part requests')
+        if (signals.paragraphCount >= 2) details.push('it separates the response into readable sections')
+
+        return generateSupervisorReason('Request coverage', score, details)
+    })
+
+/**
+ * Measures whether the supervisor response includes concrete follow-up actions, priorities, or implementation steps.
+ */
+export const supervisorActionabilityScorer = createScorer({
+    id: 'supervisor-actionability',
+    name: 'Supervisor Actionability',
+    description:
+        'Checks whether the supervisor response ends with actionable next steps, priorities, or implementation guidance.',
+    type: 'agent',
+}).preprocess(({ run }) => buildSupervisorSnapshot(run))
+    .analyze(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        return {
+            hasResponse: signals.hasResponse,
+            hasNextSteps: signals.hasNextSteps,
+            hasPriorityLanguage: signals.hasPriorityLanguage,
+            hasActionLanguage: signals.hasActionLanguage,
+            hasStructure: signals.hasStructure,
+        }
+    })
+    .generateScore(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        if (!signals.hasResponse) {
+            return 0
+        }
+
+        return clamp(
+            (signals.hasNextSteps ? 0.35 : 0) +
+                (signals.hasPriorityLanguage ? 0.2 : 0) +
+                (signals.hasActionLanguage ? 0.25 : 0) +
+                (signals.hasStructure ? 0.15 : 0) +
+                (signals.responseText.length > 120 ? 0.05 : 0)
+        )
+    })
+    .generateReason(({ results, score }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+        const details: string[] = []
+
+        if (signals.hasNextSteps) details.push('it ends with next steps or follow-up guidance')
+        if (signals.hasPriorityLanguage) details.push('it prioritizes the work by impact or effort')
+        if (signals.hasActionLanguage) details.push('it uses concrete action language')
+        if (signals.hasStructure) details.push('it is structured for execution')
+
+        return generateSupervisorReason('Actionability', score, details)
+    })
+
+/**
+ * Measures whether the supervisor states caveats, assumptions, or uncertainty instead of overcommitting.
+ */
+export const supervisorUncertaintyHandlingScorer = createScorer({
+    id: 'supervisor-uncertainty-handling',
+    name: 'Supervisor Uncertainty Handling',
+    description:
+        'Checks whether the supervisor acknowledges uncertainty, assumptions, and risk when evidence is incomplete.',
+    type: 'agent',
+}).preprocess(({ run }) => buildSupervisorSnapshot(run))
+    .analyze(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        return {
+            hasResponse: signals.hasResponse,
+            hasCaveat: signals.hasCaveat,
+            hasUncertaintyLanguage: signals.hasUncertaintyLanguage,
+            hasEvidence: signals.hasEvidence,
+            hasRoutingChatter: signals.hasRoutingChatter,
+        }
+    })
+    .generateScore(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        if (!signals.hasResponse) {
+            return 0
+        }
+
+        const overcommitment = /guarantee|certain|definitely|always|never/i.test(signals.responseText)
+
+        return clamp(
+            (signals.hasCaveat ? 0.45 : 0) +
+                (signals.hasUncertaintyLanguage ? 0.2 : 0) +
+                (signals.hasEvidence ? 0.2 : 0) +
+                (!overcommitment ? 0.15 : -0.1) +
+                (!signals.hasRoutingChatter ? 0.05 : 0)
+        )
+    })
+    .generateReason(({ results, score }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+        const details: string[] = []
+
+        if (signals.hasCaveat) details.push('it acknowledges caveats or assumptions')
+        if (signals.hasUncertaintyLanguage) details.push('it avoids absolute overcommitment')
+        if (signals.hasEvidence) details.push('it grounds uncertainty with evidence')
+
+        return generateSupervisorReason('Uncertainty handling', score, details)
+    })
+
+/**
+ * Measures whether the supervisor answer is the right size for a final user-facing synthesis.
+ */
+export const supervisorConcisenessScorer = createScorer({
+    id: 'supervisor-conciseness',
+    name: 'Supervisor Conciseness',
+    description:
+        'Checks whether the supervisor response is substantial enough to be useful without becoming excessively long.',
+    type: 'agent',
+}).preprocess(({ run }) => buildSupervisorSnapshot(run))
+    .analyze(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        return {
+            hasResponse: signals.hasResponse,
+            wordCount: signals.wordCount,
+            paragraphCount: signals.paragraphCount,
+            hasStructure: signals.hasStructure,
+        }
+    })
+    .generateScore(({ results }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+
+        if (!signals.hasResponse) {
+            return 0
+        }
+
+        const wordScore =
+            signals.wordCount < 90
+                ? signals.wordCount / 90
+                : signals.wordCount <= 900
+                    ? 1
+                    : clamp(1 - (signals.wordCount - 900) / 1500)
+
+        const paragraphScore =
+            signals.paragraphCount === 0
+                ? 0
+                : signals.paragraphCount <= 5
+                    ? 1
+                    : clamp(1 - (signals.paragraphCount - 5) / 10)
+
+        return clamp(wordScore * 0.7 + paragraphScore * 0.2 + (signals.hasStructure ? 0.1 : 0))
+    })
+    .generateReason(({ results, score }) => {
+        const signals = buildSignals(results.preprocessStepResult)
+        const details: string[] = []
+
+        details.push(`it is ${signals.wordCount} word(s) long`)
+        if (signals.paragraphCount > 0) details.push(`it uses ${signals.paragraphCount} paragraph(s)`)
+        if (signals.hasStructure) details.push('it has clear structure')
+
+        return generateSupervisorReason('Conciseness', score, details)
+    })
+
+export const supervisorScorers = {
+    routingDiscipline: { scorer: supervisorRoutingDisciplineScorer },
+    evidenceGrounding: { scorer: supervisorEvidenceGroundingScorer },
+    requestCoverage: { scorer: supervisorCoverageScorer },
+    actionability: { scorer: supervisorActionabilityScorer },
+    uncertaintyHandling: { scorer: supervisorUncertaintyHandlingScorer },
+    conciseness: { scorer: supervisorConcisenessScorer },
+}
diff --git a/src/mastra/evals/scorers/task-complete-scorer.ts b/src/mastra/scorers/task-complete-scorer.ts
similarity index 100%
rename from src/mastra/evals/scorers/task-complete-scorer.ts
rename to src/mastra/scorers/task-complete-scorer.ts
diff --git a/src/mastra/tools/binance-crypto-market.tool.ts b/src/mastra/tools/binance-crypto-market.tool.ts
index f7b4976..ed0559e 100644
--- a/src/mastra/tools/binance-crypto-market.tool.ts
+++ b/src/mastra/tools/binance-crypto-market.tool.ts
@@ -60,7 +60,17 @@ const binanceCryptoInputSchema = z.object({
         ])
         .default('quote')
         .describe('Binance public market-data function'),
-    symbol: z.string().min(1).describe('Base asset symbol, e.g. BTC or ETH'),
+    symbol: z
+        .string()
+        .min(1)
+        .optional()
+        .describe('Base asset symbol, e.g. BTC or ETH'),
+    symbols: z
+        .array(z.string().min(1))
+        .min(1)
+        .max(10)
+        .optional()
+        .describe('Optional list of base asset symbols (1-10 symbols)'),
     quoteAsset: z
         .string()
         .default('USDT')
@@ -71,9 +81,31 @@ const binanceCryptoInputSchema = z.object({
     startTime: z.number().int().positive().optional(),
     endTime: z.number().int().positive().optional(),
     timeZone: z.string().optional(),
+}).superRefine((input, ctx) => {
+    if (!input.symbol && (!input.symbols || input.symbols.length === 0)) {
+        ctx.addIssue({
+            code: z.ZodIssueCode.custom,
+            message: 'Provide either symbol or symbols.',
+            path: ['symbol'],
+        })
+    }
 })
 
 type BinanceCryptoInput = z.infer<typeof binanceCryptoInputSchema>
+type BinanceInterval = z.infer<typeof binanceIntervalSchema>
+type BinanceSymbolSelection = {
+    symbol?: string
+    symbols?: string[]
+    quoteAsset?: string
+}
+type BinanceMarketRequestInput = {
+    limit?: number
+    interval?: BinanceInterval
+    fromId?: number
+    startTime?: number
+    endTime?: number
+    timeZone?: string
+}
 
 type BinanceSpotQuoteData = BinanceQuote
 type BinanceSpotStats24hrData = Binance24hrTicker
@@ -99,6 +131,11 @@ type BinanceSpotAggTradesData = {
 type BinanceSpotAvgPriceData = BinanceAvgPrice & { symbol: string }
 type BinanceSpotExchangeInfoData = BinanceExchangeInfo
 
+type BinanceSpotMarketDataItem = {
+    symbol: string
+    data: BinanceSpotMarketDataData
+}
+
 type BinanceSpotMarketDataData =
     | BinanceSpotQuoteData
     | BinanceSpotStats24hrData
@@ -108,6 +145,7 @@ type BinanceSpotMarketDataData =
     | BinanceSpotAggTradesData
     | BinanceSpotAvgPriceData
     | BinanceSpotExchangeInfoData
+    | Array<BinanceSpotMarketDataItem>
 
 type BinanceSpotMarketDataOutput = {
     data: BinanceSpotMarketDataData
@@ -115,6 +153,7 @@ type BinanceSpotMarketDataOutput = {
         source: 'binance'
         function: string
         symbol: string
+        symbols?: string[]
         market: string
     }
 }
@@ -132,6 +171,13 @@ function countBinanceMarketDataItems(
         return 0
     }
 
+    if (Array.isArray(payload)) {
+        return payload.reduce(
+            (total, item) => total + countBinanceMarketDataItems(item.data as BinanceSpotMarketDataOutput['data']),
+            0
+        )
+    }
+
     if ('candles' in payload) {
         return (payload as BinanceSpotCandlesData).candles.length
     }
@@ -157,13 +203,147 @@ function countBinanceMarketDataItems(
 
 const BINANCE_BASE_URL = 'https://data-api.binance.vision'
 
+function resolveBinanceSymbols(input: BinanceSymbolSelection): string[] {
+    const market = input.quoteAsset ?? 'USDT'
+    const providedSymbols = input.symbols ?? (input.symbol ? [input.symbol] : [])
+
+    return providedSymbols
+        .map((symbol) => buildBinanceSymbol(symbol, market))
+        .filter((symbol, index, symbols) => symbols.indexOf(symbol) === index)
+        .slice(0, 10)
+}
+
+async function fetchBinanceMarketDataForSymbol(
+    symbol: string,
+    requestFunction: NonNullable<BinanceCryptoInput['function']>,
+    input: BinanceMarketRequestInput
+): Promise<BinanceSpotMarketDataData> {
+    const limit = input.limit ?? 100
+    const interval = input.interval ?? '1d'
+
+    switch (requestFunction) {
+        case 'quote': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/ticker/price`, {
+                timeout: 30000,
+                params: { symbol },
+            })
+            return response.json()
+        }
+        case 'stats24hr': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/ticker/24hr`, {
+                timeout: 30000,
+                params: { symbol },
+            })
+            return response.json()
+        }
+        case 'candles': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/klines`, {
+                timeout: 30000,
+                params: {
+                    symbol,
+                    interval,
+                    limit,
+                    ...(input.startTime !== undefined ? { startTime: input.startTime } : {}),
+                    ...(input.endTime !== undefined ? { endTime: input.endTime } : {}),
+                    ...(input.timeZone !== undefined ? { timeZone: input.timeZone } : {}),
+                },
+            })
+            const rows = (await response.json()) as readonly BinanceKlineRow[]
+            return {
+                symbol,
+                interval,
+                candles: normalizeBinanceKlines(rows).slice(-limit),
+            }
+        }
+        case 'uiKlines': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/uiKlines`, {
+                timeout: 30000,
+                params: {
+                    symbol,
+                    interval,
+                    limit,
+                    ...(input.startTime !== undefined ? { startTime: input.startTime } : {}),
+                    ...(input.endTime !== undefined ? { endTime: input.endTime } : {}),
+                    ...(input.timeZone !== undefined ? { timeZone: input.timeZone } : {}),
+                },
+            })
+            const rows = (await response.json()) as readonly BinanceKlineRow[]
+            return {
+                symbol,
+                interval,
+                candles: normalizeBinanceKlines(rows).slice(-limit),
+            }
+        }
+        case 'orderbook': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/depth`, {
+                timeout: 30000,
+                params: {
+                    symbol,
+                    limit,
+                },
+            })
+            return (await response.json()) as BinanceSpotOrderBookData
+        }
+        case 'trades': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/trades`, {
+                timeout: 30000,
+                params: {
+                    symbol,
+                    limit,
+                },
+            })
+            const trades = (await response.json()) as BinanceTrade[]
+            return {
+                symbol,
+                trades,
+            }
+        }
+        case 'aggTrades': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/aggTrades`, {
+                timeout: 30000,
+                params: {
+                    symbol,
+                    limit,
+                    ...(input.fromId !== undefined ? { fromId: input.fromId } : {}),
+                    ...(input.startTime !== undefined ? { startTime: input.startTime } : {}),
+                    ...(input.endTime !== undefined ? { endTime: input.endTime } : {}),
+                },
+            })
+            const aggTrades = (await response.json()) as BinanceAggTrade[]
+            return {
+                symbol,
+                aggTrades,
+            }
+        }
+        case 'avgPrice': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/avgPrice`, {
+                timeout: 30000,
+                params: { symbol },
+            })
+            return {
+                ...(await response.json()),
+                symbol,
+            } as BinanceSpotAvgPriceData
+        }
+        case 'exchangeInfo': {
+            const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/exchangeInfo`, {
+                timeout: 30000,
+                params: { symbol },
+            })
+            return (await response.json()) as BinanceSpotExchangeInfoData
+        }
+        default:
+            throw new Error(`Unsupported Binance function: ${requestFunction}`)
+    }
+}
+
 /**
  * Binance crypto market-data tool.
  */
 export const binanceSpotMarketDataTool = createTool({
     id: 'binance-spot-market-data',
     description:
-        'Fetch free Binance public spot market data including quotes, 24h stats, candles, UI klines, order book, trades, aggregate trades, average price, and exchange info.',
+        'Fetch free Binance public spot market data including quotes, 24h stats, candles, UI klines, order book, trades, aggregate trades, average price, and exchange info. Supports one symbol or a batch of up to 10 symbols.',
     inputSchema: binanceCryptoInputSchema,
     outputSchema: z.custom<BinanceSpotMarketDataOutput>(),
     onInputStart: ({ toolCallId, messages, abortSignal }) => {
@@ -198,12 +378,11 @@ export const binanceSpotMarketDataTool = createTool({
         const abortSignal = context?.abortSignal
         const tracingContext: TracingContext | undefined = context?.tracingContext
         const requestFunction = input.function ?? 'quote'
-        const limit = input.limit ?? 100
-        const interval = input.interval ?? '1d'
         const market = input.quoteAsset ?? 'USDT'
-        const symbol = buildBinanceSymbol(input.symbol, market)
+        const symbols = resolveBinanceSymbols(input as BinanceCryptoInput)
+        const symbol = symbols[0]
 
-        if (abortSignal?.aborted === true) {
+        if (abortSignal?.aborted) {
             throw new Error('Binance crypto request cancelled')
         }
 
@@ -215,6 +394,7 @@ export const binanceSpotMarketDataTool = createTool({
                 'tool.id': 'binance-spot-market-data',
                 'tool.input.function': requestFunction,
                 'tool.input.symbol': symbol,
+                'tool.input.symbols': symbols.join(','),
             },
             requestContext: context?.requestContext,
             tracingContext,
@@ -224,145 +404,41 @@ export const binanceSpotMarketDataTool = createTool({
             type: 'data-tool-progress',
             data: {
                 status: 'in-progress',
-                message: `Fetching Binance spot data for ${symbol}`,
+                message: `Fetching Binance spot data for ${symbols.join(', ')}`,
                 stage: 'binance-spot-market-data',
             },
             id: 'binance-spot-market-data',
         })
 
         try {
-            let data: BinanceSpotMarketDataData
-
-            switch (requestFunction) {
-                case 'quote': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/ticker/price`, {
-                        timeout: 30000,
-                        params: { symbol },
-                    })
-                    data = await response.json()
-                    break
-                }
-                case 'stats24hr': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/ticker/24hr`, {
-                        timeout: 30000,
-                        params: { symbol },
-                    })
-                    data = await response.json()
-                    break
-                }
-                case 'candles': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/klines`, {
-                        timeout: 30000,
-                        params: {
-                            symbol,
-                            interval,
-                            limit,
-                            ...(input.startTime !== undefined ? { startTime: input.startTime } : {}),
-                            ...(input.endTime !== undefined ? { endTime: input.endTime } : {}),
-                            ...(input.timeZone !== undefined ? { timeZone: input.timeZone } : {}),
-                        },
-                    })
-                    const rows = (await response.json()) as readonly BinanceKlineRow[]
-                    data = {
-                        symbol,
-                        interval,
-                        candles: normalizeBinanceKlines(rows).slice(-limit),
-                    }
-                    break
-                }
-                case 'uiKlines': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/uiKlines`, {
-                        timeout: 30000,
-                        params: {
-                            symbol,
-                            interval,
-                            limit,
-                            ...(input.startTime !== undefined ? { startTime: input.startTime } : {}),
-                            ...(input.endTime !== undefined ? { endTime: input.endTime } : {}),
-                            ...(input.timeZone !== undefined ? { timeZone: input.timeZone } : {}),
-                        },
-                    })
-                    const rows = (await response.json()) as readonly BinanceKlineRow[]
-                    data = {
-                        symbol,
-                        interval,
-                        candles: normalizeBinanceKlines(rows).slice(-limit),
-                    }
-                    break
-                }
-                case 'orderbook': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/depth`, {
-                        timeout: 30000,
-                        params: {
-                            symbol,
-                            limit,
-                        },
-                    })
-                    data = (await response.json()) as BinanceSpotOrderBookData
-                    break
-                }
-                case 'trades': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/trades`, {
-                        timeout: 30000,
-                        params: {
-                            symbol,
-                            limit,
-                        },
-                    })
-                    const trades = (await response.json()) as BinanceTrade[]
-                    data = {
-                        symbol,
-                        trades,
-                    }
-                    break
-                }
-                case 'aggTrades': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/aggTrades`, {
-                        timeout: 30000,
-                        params: {
-                            symbol,
-                            limit,
-                            ...(input.fromId !== undefined ? { fromId: input.fromId } : {}),
-                            ...(input.startTime !== undefined ? { startTime: input.startTime } : {}),
-                            ...(input.endTime !== undefined ? { endTime: input.endTime } : {}),
-                        },
-                    })
-                    const aggTrades = (await response.json()) as BinanceAggTrade[]
-                    data = {
-                        symbol,
-                        aggTrades,
-                    }
-                    break
-                }
-                case 'avgPrice': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/avgPrice`, {
-                        timeout: 30000,
-                        params: { symbol },
-                    })
-                    data = {
-                        ...(await response.json()),
-                        symbol,
-                    } as BinanceSpotAvgPriceData
-                    break
-                }
-                case 'exchangeInfo': {
-                    const response = await httpFetch(`${BINANCE_BASE_URL}/api/v3/exchangeInfo`, {
-                        timeout: 30000,
-                        params: { symbol },
-                    })
-                    data = (await response.json()) as BinanceSpotExchangeInfoData
-                    break
+            const results = [] as BinanceSpotMarketDataItem[]
+
+            for (const currentSymbol of symbols) {
+                if (abortSignal?.aborted) {
+                    throw new Error('Binance crypto request cancelled')
                 }
-                default:
-                    throw new Error(`Unsupported Binance function: ${requestFunction}`)
+
+                const data = await fetchBinanceMarketDataForSymbol(
+                    currentSymbol,
+                    requestFunction,
+                    input
+                )
+
+                results.push({
+                    symbol: currentSymbol,
+                    data,
+                })
             }
 
+            const data = symbols.length === 1 ? results[0].data : results
+
             const output: BinanceSpotMarketDataOutput = {
                 data,
                 metadata: {
                     source: 'binance' as const,
                     function: requestFunction,
                     symbol,
+                    symbols: symbols.length > 1 ? symbols : undefined,
                     market,
                 },
             }
@@ -379,7 +455,7 @@ export const binanceSpotMarketDataTool = createTool({
                 type: 'data-tool-progress',
                 data: {
                     status: 'done',
-                    message: `✅ Binance crypto data ready for ${symbol}`,
+                    message: `✅ Binance crypto data ready for ${symbols.join(', ')}`,
                     stage: 'binance-crypto-market-data',
                 },
                 id: 'binance-crypto-market-data',
@@ -405,7 +481,7 @@ export const binanceSpotMarketDataTool = createTool({
 
             log.error('Binance crypto market-data tool failed', {
                 function: requestFunction,
-                symbol,
+                symbol: symbols.join(','),
                 error: errorMessage,
             })
 
diff --git a/src/mastra/tools/discord-webhook.tool.ts b/src/mastra/tools/discord-webhook.tool.ts
new file mode 100644
index 0000000..7a8b5c4
--- /dev/null
+++ b/src/mastra/tools/discord-webhook.tool.ts
@@ -0,0 +1,90 @@
+import { createTool } from '@mastra/core/tools'
+import type { InferUITool } from '@mastra/core/tools'
+import { z } from 'zod'
+
+const discordWebhookInputSchema = z.object({
+    content: z.string().min(1).describe('Message content to post to Discord.'),
+    username: z.string().min(1).optional().describe('Optional webhook display name override.'),
+    avatarUrl: z.url().optional().describe('Optional avatar image URL override.'),
+    tts: z.boolean().optional().describe('Whether Discord should read the message aloud.'),
+})
+
+type DiscordWebhookInput = z.infer<typeof discordWebhookInputSchema>
+
+type DiscordWebhookMessage = {
+    id?: string
+    channel_id?: string
+    timestamp?: string
+}
+
+type DiscordWebhookOutput = DiscordWebhookMessage & {
+    ok: boolean
+    status: number
+    content: string
+}
+
+const DISCORD_WEBHOOK_URL = process.env.DISCORD_WEBHOOK_URL?.trim() ?? ''
+
+export const discordWebhookTool = createTool({
+    id: 'discord-webhook',
+    description:
+        'Post a message to the configured Discord webhook URL from DISCORD_WEBHOOK_URL.',
+    inputSchema: discordWebhookInputSchema,
+    outputSchema: z.object({
+        ok: z.boolean(),
+        status: z.number().int(),
+        content: z.string(),
+        id: z.string().optional(),
+        channel_id: z.string().optional(),
+        timestamp: z.string().optional(),
+    }),
+    execute: async (input: DiscordWebhookInput): Promise<DiscordWebhookOutput> => {
+        if (DISCORD_WEBHOOK_URL === '') {
+            throw new Error('DISCORD_WEBHOOK_URL is not configured')
+        }
+
+        const url = new URL(DISCORD_WEBHOOK_URL)
+        url.searchParams.set('wait', 'true')
+
+        const body = {
+            content: input.content,
+            allowed_mentions: {
+                parse: [],
+            },
+            ...(input.username ? { username: input.username } : {}),
+            ...(input.avatarUrl ? { avatar_url: input.avatarUrl } : {}),
+            ...(typeof input.tts === 'boolean' ? { tts: input.tts } : {}),
+        }
+
+        const response = await fetch(url, {
+            method: 'POST',
+            headers: {
+                'content-type': 'application/json',
+                accept: 'application/json',
+            },
+            body: JSON.stringify(body),
+        })
+
+        const data = response.ok
+            ? ((await response.json()) as DiscordWebhookMessage)
+            : undefined
+
+        if (!response.ok) {
+            const errorText = await response.text().catch(() => '')
+            throw new Error(
+                `Discord webhook request failed with status ${response.status}${
+                    errorText ? `: ${errorText}` : ''
+                }`
+            )
+        }
+
+        return {
+            ok: response.ok,
+            status: response.status,
+            content: input.content,
+            ...data,
+        }
+    },
+})
+
+export type DiscordWebhookUITool = InferUITool<typeof discordWebhookTool>
\ No newline at end of file
diff --git a/src/mastra/tools/document-chunking.tool.ts b/src/mastra/tools/document-chunking.tool.ts
index a0ad46b..1a3132d 100644
--- a/src/mastra/tools/document-chunking.tool.ts
+++ b/src/mastra/tools/document-chunking.tool.ts
@@ -18,7 +18,7 @@ import {
     logStepStart,
     logToolExecution,
 } from '../config/logger'
-import { pgVector } from '../config/pg-storage'
+import { libsqlvector as pgVector } from '../config/libsql'
 import { libsqlvector } from '../config/libsql'
 
 import type { RequestContext } from '@mastra/core/request-context'
diff --git a/src/mastra/tools/index.ts b/src/mastra/tools/index.ts
index 746076b..94d7298 100644
--- a/src/mastra/tools/index.ts
+++ b/src/mastra/tools/index.ts
@@ -9,7 +9,7 @@ export * from './browser-tool'
 export * from './calculator.tool'
 export * from './calendar-tool'
 export * from './color-change-tool'
-//export * from './copywriter-agent-tool'
+export * from './discord-webhook.tool'
 export * from './csv-to-json.tool'
 //export * from './data-file-manager'
 export * from './datetime.tool'
diff --git a/src/mastra/tools/market-data.helpers.ts b/src/mastra/tools/market-data.helpers.ts
index cbcddff..1a4a2c7 100644
--- a/src/mastra/tools/market-data.helpers.ts
+++ b/src/mastra/tools/market-data.helpers.ts
@@ -209,6 +209,37 @@ export interface YahooQuote {
     regularMarketTime?: number
 }
 
+/**
+ * Normalized Stooq quote snapshot used as a fallback when the direct quote endpoint is empty.
+ */
+export interface StooqQuoteSnapshot {
+    symbol: string
+    date: string | null
+    time: string | null
+    open: number | null
+    high: number | null
+    low: number | null
+    close: number | null
+    volume: number | null
+    name: string | null
+}
+
+/**
+ * Normalized Yahoo Finance quote snapshot used as a fallback when the direct quote endpoint is empty.
+ */
+export interface YahooQuoteSnapshot {
+    symbol: string
+    name: string | null
+    currency: string | null
+    marketPrice: number | null
+    marketChange: number | null
+    marketChangePercent: number | null
+    marketCap: number | null
+    dayHigh: number | null
+    dayLow: number | null
+    regularMarketTime: number | null
+}
+
 /**
  * Builds a Binance spot symbol from a base asset and quote asset.
  *
@@ -276,6 +307,30 @@ export function parseStooqCsv(csvText: string): Array<Record<string, string>> {
     }) as Array<Record<string, string>>
 }
 
+/**
+ * Converts a Stooq CSV row into a normalized quote snapshot.
+ *
+ * @param row - Parsed Stooq CSV row.
+ * @param symbol - Requested symbol used as a fallback if the row does not include one.
+ * @returns Normalized quote snapshot.
+ */
+export function buildStooqQuoteSnapshot(
+    row: Record<string, string>,
+    symbol: string
+): StooqQuoteSnapshot {
+    return {
+        symbol: row.Symbol ?? symbol,
+        date: row.Date ?? null,
+        time: row.Time ?? null,
+        open: row.Open ? Number(row.Open) : null,
+        high: row.High ? Number(row.High) : null,
+        low: row.Low ? Number(row.Low) : null,
+        close: row.Close ? Number(row.Close) : null,
+        volume: row.Volume ? Number(row.Volume) : null,
+        name: row.Name ?? null,
+    }
+}
+
 /**
  * Normalizes Binance kline arrays into a common candle shape.
  *
@@ -343,4 +398,48 @@ export function normalizeYahooChartHistory(
         close: quote?.close?.[index] ?? null,
         volume: quote?.volume?.[index] ?? null,
     }))
+}
+
+/**
+ * Converts a Yahoo Finance chart payload into a normalized quote snapshot.
+ *
+ * @param response - Yahoo Finance chart API response.
+ * @param symbol - Requested symbol used for the snapshot.
+ * @returns Normalized quote snapshot or null if no candles are available.
+ */
+export function buildYahooQuoteSnapshotFromChart(
+    response: YahooChartResponse,
+    symbol: string
+): YahooQuoteSnapshot | null {
+    const candles = normalizeYahooChartHistory(response)
+    const lastCandle = candles.at(-1)
+
+    if (!lastCandle) {
+        return null
+    }
+
+    const previousCandle = candles.at(-2)
+    const marketPrice = lastCandle.close
+    const previousClose = previousCandle?.close ?? null
+    const marketChange =
+        marketPrice !== null && previousClose !== null ? marketPrice - previousClose : null
+    const marketChangePercent =
+        marketChange !== null && previousClose !== null && previousClose !== 0
+            ? (marketChange / previousClose) * 100
+            : null
+
+    return {
+        symbol,
+        name: null,
+        currency: null,
+        marketPrice,
+        marketChange,
+        marketChangePercent,
+        marketCap: null,
+        dayHigh: lastCandle.high,
+        dayLow: lastCandle.low,
+        regularMarketTime: Number.isFinite(Date.parse(lastCandle.timestamp))
+            ? Math.floor(Date.parse(lastCandle.timestamp) / 1000)
+            : null,
+    }
 }
\ No newline at end of file
diff --git a/src/mastra/tools/stooq-stock-market-data.tool.ts b/src/mastra/tools/stooq-stock-market-data.tool.ts
index 5f28726..11a7e0b 100644
--- a/src/mastra/tools/stooq-stock-market-data.tool.ts
+++ b/src/mastra/tools/stooq-stock-market-data.tool.ts
@@ -5,7 +5,11 @@ import { createTool, type InferUITool } from '@mastra/core/tools'
 import { z } from 'zod'
 import { log } from '../config/logger'
 import { httpFetch } from '../lib/http-client'
-import { buildStooqSymbol, parseStooqCsv } from './market-data.helpers'
+import {
+    buildStooqQuoteSnapshot,
+    buildStooqSymbol,
+    parseStooqCsv,
+} from './market-data.helpers'
 
 /**
  * Shared request context for Stooq stock data.
@@ -122,7 +126,8 @@ export const stooqStockQuotesTool = createTool({
         const requestFunction = input.function ?? 'quote'
         const limit = input.limit ?? 100
         const marketSuffix = input.marketSuffix ?? 'us'
-        const stooqSymbol = buildStooqSymbol(input.symbol, marketSuffix)
+        const requestedSymbol = input.symbol.trim()
+        const stooqSymbol = buildStooqSymbol(requestedSymbol, marketSuffix)
 
         if (abortSignal?.aborted === true) {
             throw new Error('Stooq stock request cancelled')
@@ -167,20 +172,26 @@ export const stooqStockQuotesTool = createTool({
                 })
                 const rows = parseStooqCsv(await response.text())
                 const row = rows[0]
-                if (!row) {
-                    throw new Error(`No Stooq quote returned for ${stooqSymbol}`)
-                }
+                if (row) {
+                    data = buildStooqQuoteSnapshot(row, stooqSymbol)
+                } else {
+                    const historyResponse = await httpFetch(`${STOOQ_BASE_URL}/q/d/l/`, {
+                        timeout: 30000,
+                        responseType: 'text',
+                        params: {
+                            s: stooqSymbol,
+                            i: 'd',
+                            e: 'csv',
+                        },
+                    })
+                    const historyRows = parseStooqCsv(await historyResponse.text())
+                    const historyRow = historyRows.at(-1)
 
-                data = {
-                    symbol: row.Symbol ?? stooqSymbol,
-                    date: row.Date ?? null,
-                    time: row.Time ?? null,
-                    open: row.Open ? Number(row.Open) : null,
-                    high: row.High ? Number(row.High) : null,
-                    low: row.Low ? Number(row.Low) : null,
-                    close: row.Close ? Number(row.Close) : null,
-                    volume: row.Volume ? Number(row.Volume) : null,
-                    name: row.Name ?? null,
+                    if (!historyRow) {
+                        throw new Error(`No Stooq quote returned for ${stooqSymbol}`)
+                    }
+
+                    data = buildStooqQuoteSnapshot(historyRow, stooqSymbol)
                 }
             } else {
                 const response = await httpFetch(`${STOOQ_BASE_URL}/q/d/l/`, {
@@ -211,7 +222,7 @@ export const stooqStockQuotesTool = createTool({
                 metadata: {
                     source: 'stooq' as const,
                     function: requestFunction,
-                    symbol: input.symbol,
+                    symbol: requestedSymbol,
                     market: marketSuffix,
                 },
             }
diff --git a/src/mastra/tools/tests/market-data.helpers.test.ts b/src/mastra/tools/tests/market-data.helpers.test.ts
index 2fe744e..5ddd071 100644
--- a/src/mastra/tools/tests/market-data.helpers.test.ts
+++ b/src/mastra/tools/tests/market-data.helpers.test.ts
@@ -3,13 +3,19 @@ import { describe, expect, it } from 'vitest'
 import {
     buildBinanceSymbol,
     buildCoinbaseProductId,
+    buildStooqQuoteSnapshot,
     buildStooqSymbol,
+    buildYahooQuoteSnapshotFromChart,
     normalizeBinanceKlines,
     normalizeCoinbaseCandles,
     normalizeYahooChartHistory,
     parseStooqCsv,
 } from '../market-data.helpers'
 
+function resolveBinanceSymbolsForTest(symbol: string, quoteAsset = 'USDT'): string[] {
+    return [buildBinanceSymbol(symbol, quoteAsset)]
+}
+
 describe('market data helpers', () => {
     it('should build Binance symbols correctly', () => {
         expect(buildBinanceSymbol('btc')).toBe('BTCUSDT')
@@ -17,6 +23,11 @@ describe('market data helpers', () => {
         expect(buildBinanceSymbol('eth', 'BTC')).toBe('ETHBTC')
     })
 
+    it('should resolve Binance batch symbol input shape', () => {
+        expect(resolveBinanceSymbolsForTest('btc')).toEqual(['BTCUSDT'])
+        expect(resolveBinanceSymbolsForTest('eth', 'BTC')).toEqual(['ETHBTC'])
+    })
+
     it('should build Coinbase product ids correctly', () => {
         expect(buildCoinbaseProductId('btc')).toBe('BTC-USD')
         expect(buildCoinbaseProductId('eth', 'eur')).toBe('ETH-EUR')
@@ -35,6 +46,27 @@ describe('market data helpers', () => {
         expect(rows[0].Date).toBe('2026-04-14')
     })
 
+    it('should build a Stooq quote snapshot from a row', () => {
+        const snapshot = buildStooqQuoteSnapshot(
+            {
+                Symbol: 'AAPL.US',
+                Date: '2026-04-14',
+                Time: '16:00:00',
+                Open: '210.12',
+                High: '214.88',
+                Low: '209.44',
+                Close: '213.75',
+                Volume: '12345678',
+                Name: 'Apple Inc',
+            },
+            'aapl.us'
+        )
+
+        expect(snapshot.symbol).toBe('AAPL.US')
+        expect(snapshot.close).toBe(213.75)
+        expect(snapshot.name).toBe('Apple Inc')
+    })
+
     it('should normalize Binance klines', () => {
         const rows = normalizeBinanceKlines([
             [1713052800000, '100', '110', '95', '108', '1234', 1713052859999, '0', 0, '0', '0', '0'],
@@ -77,4 +109,35 @@ describe('market data helpers', () => {
         expect(rows[0].open).toBe(100)
         expect(rows[0].close).toBe(108)
     })
+
+    it('should build a Yahoo quote snapshot from chart history', () => {
+        const snapshot = buildYahooQuoteSnapshotFromChart(
+            {
+                chart: {
+                    result: [
+                        {
+                            timestamp: [1713052800, 1713139200],
+                            indicators: {
+                                quote: [
+                                    {
+                                        open: [100, 108],
+                                        high: [110, 115],
+                                        low: [95, 107],
+                                        close: [108, 112],
+                                        volume: [1234, 4567],
+                                    },
+                                ],
+                            },
+                        },
+                    ],
+                },
+            },
+            'AAPL'
+        )
+
+        expect(snapshot?.symbol).toBe('AAPL')
+        expect(snapshot?.marketPrice).toBe(112)
+        expect(snapshot?.marketChange).toBe(4)
+        expect(snapshot?.dayHigh).toBe(115)
+    })
 })
\ No newline at end of file
diff --git a/src/mastra/tools/yahoo-finance-stock.tool.ts b/src/mastra/tools/yahoo-finance-stock.tool.ts
index 35f02f9..940025c 100644
--- a/src/mastra/tools/yahoo-finance-stock.tool.ts
+++ b/src/mastra/tools/yahoo-finance-stock.tool.ts
@@ -6,6 +6,7 @@ import { z } from 'zod'
 import { log } from '../config/logger'
 import { httpFetch } from '../lib/http-client'
 import {
+    buildYahooQuoteSnapshotFromChart,
     normalizeYahooChartHistory,
     type YahooChartResponse,
     type YahooQuote,
@@ -155,6 +156,7 @@ export const yahooFinanceStockQuotesTool = createTool({
         const abortSignal = context?.abortSignal
         const tracingContext: TracingContext | undefined = context?.tracingContext
         const requestFunction = input.function ?? 'quote'
+        const normalizedSymbol = input.symbol.trim().toUpperCase()
         const range = input.range ?? '1mo'
         const interval = input.interval ?? '1d'
         const limit = input.limit ?? 100
@@ -172,7 +174,7 @@ export const yahooFinanceStockQuotesTool = createTool({
             metadata: {
                 'tool.id': 'yahoo-finance-stock-quotes',
                 'tool.input.function': requestFunction,
-                'tool.input.symbol': input.symbol,
+                'tool.input.symbol': normalizedSymbol,
             },
             requestContext: context?.requestContext,
             tracingContext,
@@ -182,7 +184,7 @@ export const yahooFinanceStockQuotesTool = createTool({
             type: 'data-tool-progress',
             data: {
                 status: 'in-progress',
-                message: `Fetching Yahoo Finance stock data for ${input.symbol}`,
+                message: `Fetching Yahoo Finance stock data for ${normalizedSymbol}`,
                 stage: 'yahoo-finance-stock-quotes',
             },
             id: 'yahoo-finance-stock-quotes',
@@ -191,7 +193,7 @@ export const yahooFinanceStockQuotesTool = createTool({
         try {
             const quoteResponse = await httpFetch(`${YAHOO_BASE_URL}/v7/finance/quote`, {
                 timeout: 30000,
-                params: { symbols: input.symbol },
+                params: { symbols: normalizedSymbol },
                 headers: {
                     Accept: 'application/json',
                     'User-Agent': 'Mozilla/5.0 (compatible; AgentStack/1.0)',
@@ -207,25 +209,51 @@ export const yahooFinanceStockQuotesTool = createTool({
 
             if (requestFunction === 'quote') {
                 const row = quotePayload.quoteResponse?.result?.[0]
-                if (!row) {
-                    throw new Error(`No Yahoo Finance quote returned for ${input.symbol}`)
-                }
+                if (row) {
+                    data = {
+                        symbol: row.symbol ?? normalizedSymbol,
+                        name: row.shortName ?? row.longName ?? null,
+                        currency: row.currency ?? null,
+                        marketPrice: row.regularMarketPrice ?? null,
+                        marketChange: row.regularMarketChange ?? null,
+                        marketChangePercent: row.regularMarketChangePercent ?? null,
+                        marketCap: row.marketCap ?? null,
+                        dayHigh: row.regularMarketDayHigh ?? null,
+                        dayLow: row.regularMarketDayLow ?? null,
+                        regularMarketTime: row.regularMarketTime ?? null,
+                    }
+                } else {
+                    const chartResponse = await httpFetch(
+                        `${YAHOO_BASE_URL}/v8/finance/chart/${encodeURIComponent(normalizedSymbol)}`,
+                        {
+                            timeout: 30000,
+                            params: {
+                                range,
+                                interval,
+                                includePrePost: includePrePost ? 'true' : 'false',
+                                events,
+                            },
+                            headers: {
+                                Accept: 'application/json',
+                                'User-Agent': 'Mozilla/5.0 (compatible; AgentStack/1.0)',
+                            },
+                        }
+                    )
+                    const chartPayload = (await chartResponse.json()) as YahooChartResponse
+                    const fallbackQuote = buildYahooQuoteSnapshotFromChart(
+                        chartPayload,
+                        normalizedSymbol
+                    )
 
-                data = {
-                    symbol: row.symbol ?? input.symbol,
-                    name: row.shortName ?? row.longName ?? null,
-                    currency: row.currency ?? null,
-                    marketPrice: row.regularMarketPrice ?? null,
-                    marketChange: row.regularMarketChange ?? null,
-                    marketChangePercent: row.regularMarketChangePercent ?? null,
-                    marketCap: row.marketCap ?? null,
-                    dayHigh: row.regularMarketDayHigh ?? null,
-                    dayLow: row.regularMarketDayLow ?? null,
-                    regularMarketTime: row.regularMarketTime ?? null,
+                    if (!fallbackQuote) {
+                        throw new Error(`No Yahoo Finance quote returned for ${normalizedSymbol}`)
+                    }
+
+                    data = fallbackQuote
                 }
             } else {
                 const chartResponse = await httpFetch(
-                    `${YAHOO_BASE_URL}/v8/finance/chart/${encodeURIComponent(input.symbol)}`,
+                    `${YAHOO_BASE_URL}/v8/finance/chart/${encodeURIComponent(normalizedSymbol)}`,
                     {
                         timeout: 30000,
                         params: {
@@ -243,13 +271,13 @@ export const yahooFinanceStockQuotesTool = createTool({
                 const chartPayload = (await chartResponse.json()) as YahooChartResponse
                 const row = quotePayload.quoteResponse?.result?.[0]
                 data = {
-                    symbol: input.symbol,
+                    symbol: normalizedSymbol,
                     range,
                     interval,
                     candles: normalizeYahooChartHistory(chartPayload).slice(-limit),
                     quote: row
                         ? {
-                              symbol: row.symbol ?? input.symbol,
+                              symbol: row.symbol ?? normalizedSymbol,
                               name: row.shortName ?? row.longName ?? null,
                               currency: row.currency ?? null,
                               marketPrice: row.regularMarketPrice ?? null,
@@ -260,7 +288,7 @@ export const yahooFinanceStockQuotesTool = createTool({
                               dayLow: row.regularMarketDayLow ?? null,
                               regularMarketTime: row.regularMarketTime ?? null,
                           }
-                        : null,
+                        : buildYahooQuoteSnapshotFromChart(chartPayload, normalizedSymbol),
                 }
             }
 
@@ -269,7 +297,7 @@ export const yahooFinanceStockQuotesTool = createTool({
                 metadata: {
                     source: 'yahoo-finance' as const,
                     function: requestFunction,
-                    symbol: input.symbol,
+                    symbol: normalizedSymbol,
                     market: undefined,
                 },
             }
@@ -286,7 +314,7 @@ export const yahooFinanceStockQuotesTool = createTool({
                 type: 'data-tool-progress',
                 data: {
                     status: 'done',
-                    message: `✅ Yahoo Finance stock data ready for ${input.symbol}`,
+                    message: `✅ Yahoo Finance stock data ready for ${normalizedSymbol}`,
                     stage: 'yahoo-finance-stock-quotes',
                 },
                 id: 'yahoo-finance-stock-quotes',
@@ -312,7 +340,7 @@ export const yahooFinanceStockQuotesTool = createTool({
 
             log.error('Yahoo Finance stock market-data tool failed', {
                 function: requestFunction,
-                symbol: input.symbol,
+                symbol: normalizedSymbol,
                 error: errorMessage,
             })
 
diff --git a/src/mastra/workflows/telephone-game.ts b/src/mastra/workflows/telephone-game.ts
index 5ebbfec..5de1c6e 100644
--- a/src/mastra/workflows/telephone-game.ts
+++ b/src/mastra/workflows/telephone-game.ts
@@ -2,7 +2,8 @@ import { Agent } from '@mastra/core/agent'
 import { createStep, createWorkflow } from '@mastra/core/workflows'
 import { z } from 'zod'
 import { SpanType, getOrCreateSpan } from '@mastra/core/observability'
-import { googleAIFlashLite, pgMemory } from '../config'
+import { googleAIFlashLite } from '../config'
+import { LibsqlMemory } from '../config/libsql'
 
 const telephone = new Agent({
     id: 'telephone-game-agent',
@@ -10,7 +11,7 @@ const telephone = new Agent({
     description: 'Agent for playing the telephone game',
     instructions: `Telephone game agent`,
     model: googleAIFlashLite,
-    memory: pgMemory,
+    memory: LibsqlMemory,
     //  tools: [],
     scorers: {},
 })
diff --git a/src/mastra/workspaces.ts b/src/mastra/workspaces.ts
index 28e7254..2aafbb5 100644
--- a/src/mastra/workspaces.ts
+++ b/src/mastra/workspaces.ts
@@ -447,7 +447,8 @@ export const agentFsWorkspace = new Workspace({
         readWritePaths: ['/tmp/extra',
       '../.agents/**/skills',
       '/skills',
-      '/'
+      '/',
+      '.agents/skills'
         ], // Additional writable paths
         },
         }),
diff --git a/tests/test-results/test-results.json b/tests/test-results/test-results.json
index c99e021..bb2ad3f 100644
--- a/tests/test-results/test-results.json
+++ b/tests/test-results/test-results.json
@@ -1 +1 @@
-{"numTotalTestSuites":2,"numPassedTestSuites":2,"numFailedTestSuites":0,"numPendingTestSuites":0,"numTotalTests":7,"numPassedTests":7,"numFailedTests":0,"numPendingTests":0,"numTodoTests":0,"snapshot":{"added":0,"failure":false,"filesAdded":0,"filesRemoved":0,"filesRemovedList":[],"filesUnmatched":0,"filesUpdated":0,"matched":0,"total":0,"unchecked":0,"uncheckedKeysByFile":[],"unmatched":0,"updated":0,"didUpdate":false},"startTime":1776174931337,"success":true,"testResults":[{"assertionResults":[{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should build Binance symbols correctly","status":"passed","title":"should build Binance symbols correctly","duration":1.8240000000000691,"failureMessages":[],"location":{"line":14,"column":5},"meta":{},"tags":[]},{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should build Coinbase product ids correctly","status":"passed","title":"should build Coinbase product ids correctly","duration":0.2135000000000673,"failureMessages":[],"location":{"line":20,"column":5},"meta":{},"tags":[]},{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should build Stooq symbols correctly","status":"passed","title":"should build Stooq symbols correctly","duration":0.25270000000000437,"failureMessages":[],"location":{"line":25,"column":5},"meta":{},"tags":[]},{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should parse Stooq CSV rows","status":"passed","title":"should parse Stooq CSV rows","duration":2.8473999999998796,"failureMessages":[],"location":{"line":31,"column":5},"meta":{},"tags":[]},{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should normalize Binance klines","status":"passed","title":"should normalize Binance klines","duration":0.5703000000000884,"failureMessages":[],"location":{"line":38,"column":5},"meta":{},"tags":[]},{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should normalize Coinbase candles","status":"passed","title":"should normalize Coinbase candles","duration":0.4171999999998661,"failureMessages":[],"location":{"line":47,"column":5},"meta":{},"tags":[]},{"ancestorTitles":["market data helpers"],"fullName":"market data helpers should normalize Yahoo chart history rows","status":"passed","title":"should normalize Yahoo chart history rows","duration":0.41650000000004184,"failureMessages":[],"location":{"line":54,"column":5},"meta":{},"tags":[]}],"startTime":1776174932778,"endTime":1776174932784.4165,"status":"passed","message":"","name":"C:/Users/ssdsk/AgentStack/src/mastra/tools/tests/market-data.helpers.test.ts"}]}
\ No newline at end of file
+{"numTotalTestSuites":2,"numPassedTestSuites":2,"numFailedTestSuites":0,"numPendingTestSuites":0,"numTotalTests":6,"numPassedTests":6,"numFailedTests":0,"numPendingTests":0,"numTodoTests":0,"snapshot":{"added":0,"failure":false,"filesAdded":0,"filesRemoved":0,"filesRemovedList":[],"filesUnmatched":0,"filesUpdated":0,"matched":0,"total":0,"unchecked":0,"uncheckedKeysByFile":[],"unmatched":0,"updated":0,"didUpdate":false},"startTime":1776210199450,"success":true,"testResults":[{"assertionResults":[{"ancestorTitles":["Supervisor scorers"],"fullName":"Supervisor scorers rewards a synthesized supervisor response that uses delegation without exposing routing chatter","status":"passed","title":"rewards a synthesized supervisor response that uses delegation without exposing routing chatter","duration":9.037199999999984,"failureMessages":[],"meta":{},"tags":[]},{"ancestorTitles":["Supervisor scorers"],"fullName":"Supervisor scorers penalizes raw delegation chatter in the final supervisor response","status":"passed","title":"penalizes raw delegation chatter in the final supervisor response","duration":1.4966999999999189,"failureMessages":[],"meta":{},"tags":[]},{"ancestorTitles":["Supervisor scorers"],"fullName":"Supervisor scorers rewards evidence grounded supervisor answers and penalizes unsupported summaries","status":"passed","title":"rewards evidence grounded supervisor answers and penalizes unsupported summaries","duration":2.5877000000000407,"failureMessages":[],"meta":{},"tags":[]},{"ancestorTitles":["Supervisor scorers"],"fullName":"Supervisor scorers scores request coverage higher when the supervisor answers the key parts of the prompt","status":"passed","title":"scores request coverage higher when the supervisor answers the key parts of the prompt","duration":2.0133999999998196,"failureMessages":[],"meta":{},"tags":[]},{"ancestorTitles":["Supervisor scorers"],"fullName":"Supervisor scorers rewards actionable supervisor recommendations and penalizes vague conclusions","status":"passed","title":"rewards actionable supervisor recommendations and penalizes vague conclusions","duration":1.822300000000041,"failureMessages":[],"meta":{},"tags":[]},{"ancestorTitles":["Supervisor scorers"],"fullName":"Supervisor scorers rewards uncertainty handling when the supervisor states caveats instead of overcommitting","status":"passed","title":"rewards uncertainty handling when the supervisor states caveats instead of overcommitting","duration":2.0205000000000837,"failureMessages":[],"meta":{},"tags":[]}],"startTime":1776210200826,"endTime":1776210200845.0205,"status":"passed","message":"","name":"C:/Users/ssdsk/AgentStack/src/mastra/scorers/supervisor-scorers.test.ts"}]}
\ No newline at end of file