diff --git a/apps/web/package-lock.json b/apps/web/package-lock.json
index 5b76614..f95ffb3 100644
--- a/apps/web/package-lock.json
+++ b/apps/web/package-lock.json
@@ -8,9 +8,12 @@
       "name": "web",
       "version": "0.1.0",
       "dependencies": {
+        "@anthropic-ai/sdk": "^0.33.1",
+        "@modelcontextprotocol/sdk": "^1.0.4",
         "@nivo/core": "^0.88.0",
         "@nivo/treemap": "^0.88.0",
         "@radix-ui/react-checkbox": "^1.1.3",
+        "@radix-ui/react-collapsible": "^1.1.2",
         "@radix-ui/react-label": "^2.1.1",
         "@radix-ui/react-popover": "^1.1.4",
         "@radix-ui/react-scroll-area": "^1.2.2",
@@ -19,9 +22,12 @@
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         "@radix-ui/react-tooltip": "^1.1.6",
         "@shadcn/ui": "^0.0.4",
+        "@types/ws": "^8.5.13",
+        "chalk": "^5.4.1",
         "class-variance-authority": "^0.7.1",
         "clsx": "^2.1.1",
         "date-fns": "^4.1.0",
+        "dotenv": "^16.4.7",
         "init": "^0.1.2",
         "lucide-react": "^0.468.0",
         "next": "15.1.1",
@@ -33,7 +39,9 @@
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         "shadcn-ui": "^0.9.4",
         "tailwind-merge": "^2.6.0",
-        "tailwindcss-animate": "^1.0.7"
+        "tailwindcss-animate": "^1.0.7",
+        "ts-node": "^10.9.2",
+        "ws": "^8.18.0"
       },
       "devDependencies": {
         "@eslint/eslintrc": "^3",
@@ -41,6 +49,7 @@
         "@types/node": "^20",
         "@types/react": "^19",
         "@types/react-dom": "^19",
+        "concurrently": "^9.1.1",
         "eslint": "^9",
         "eslint-config-next": "15.1.1",
         "postcss": "^8",
@@ -89,6 +98,56 @@
         "nun": "bin/nun.mjs"
       }
     },
+    "node_modules/@anthropic-ai/sdk": {
+      "version": "0.33.1",
+      "resolved": "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.33.1.tgz",
+      "integrity": "sha512-VrlbxiAdVRGuKP2UQlCnsShDHJKWepzvfRCkZMpU+oaUdKLpOfmylLMRojGrAgebV+kDtPjewCVP0laHXg+vsA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/node": "^18.11.18",
+        "@types/node-fetch": "^2.6.4",
+        "abort-controller": "^3.0.0",
+        "agentkeepalive": "^4.2.1",
+        "form-data-encoder": "1.7.2",
+        "formdata-node": "^4.3.2",
+        "node-fetch": "^2.6.7"
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/@types/node": {
+      "version": "18.19.68",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.68.tgz",
+      "integrity": "sha512-QGtpFH1vB99ZmTa63K4/FU8twThj4fuVSBkGddTp7uIL/cuoLWIUSL2RcOaigBhfR+hg5pgGkBnkoOxrTVBMKw==",
+      "license": "MIT",
+      "dependencies": {
+        "undici-types": "~5.26.4"
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/node-fetch": {
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
+      "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+      "license": "MIT",
+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/undici-types": {
+      "version": "5.26.5",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
+      "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
+      "license": "MIT"
+    },
     "node_modules/@babel/code-frame": {
       "version": "7.26.2",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.26.2.tgz",
@@ -504,6 +563,26 @@
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       }
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+    "node_modules/@cspotcode/source-map-support": {
+      "version": "0.8.1",
+      "resolved": "https://registry.npmjs.org/@cspotcode/source-map-support/-/source-map-support-0.8.1.tgz",
+      "integrity": "sha512-IchNf6dN4tHoMFIn/7OE8LWZ19Y6q/67Bmf6vnGREv8RSbBVb9LPJxEcnwrcwX6ixSvaiGoomAUvu4YSxXrVgw==",
+      "dependencies": {
+        "@jridgewell/trace-mapping": "0.3.9"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/@cspotcode/source-map-support/node_modules/@jridgewell/trace-mapping": {
+      "version": "0.3.9",
+      "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.9.tgz",
+      "integrity": "sha512-3Belt6tdc8bPgAtbcmdtNJlirVoTmEb5e2gC94PnkwEW9jI6CAHUeoG85tjWP5WquqfavoMtMwiG4P926ZKKuQ==",
+      "dependencies": {
+        "@jridgewell/resolve-uri": "^3.0.3",
+        "@jridgewell/sourcemap-codec": "^1.4.10"
+      }
+    },
     "node_modules/@eslint-community/eslint-utils": {
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@@ -839,6 +918,17 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
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+    "node_modules/@modelcontextprotocol/sdk": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.0.4.tgz",
+      "integrity": "sha512-C+jw1lF6HSGzs7EZpzHbXfzz9rj9him4BaoumlTciW/IDDgIpweF/qiCWKlP02QKg5PPcgY6xY2WCt5y2tpYow==",
+      "license": "MIT",
+      "dependencies": {
+        "content-type": "^1.0.5",
+        "raw-body": "^3.0.0",
+        "zod": "^3.23.8"
+      }
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     "node_modules/@next/env": {
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       "resolved": "https://registry.npmjs.org/@next/env/-/env-15.1.1.tgz",
@@ -1206,6 +1296,36 @@
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+    "node_modules/@radix-ui/react-collapsible": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-collapsible/-/react-collapsible-1.1.2.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/primitive": "1.1.1",
+        "@radix-ui/react-compose-refs": "1.1.1",
+        "@radix-ui/react-context": "1.1.1",
+        "@radix-ui/react-id": "1.1.0",
+        "@radix-ui/react-presence": "1.1.2",
+        "@radix-ui/react-primitive": "2.0.1",
+        "@radix-ui/react-use-controllable-state": "1.1.0",
+        "@radix-ui/react-use-layout-effect": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/@radix-ui/react-collection": {
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@@ -2001,6 +2121,26 @@
         "url": "https://github.com/sponsors/isaacs"
       }
     },
+    "node_modules/@tsconfig/node10": {
+      "version": "1.0.11",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node10/-/node10-1.0.11.tgz",
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+    },
+    "node_modules/@tsconfig/node12": {
+      "version": "1.0.11",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node12/-/node12-1.0.11.tgz",
+      "integrity": "sha512-cqefuRsh12pWyGsIoBKJA9luFu3mRxCA+ORZvA4ktLSzIuCUtWVxGIuXigEwO5/ywWFMZ2QEGKWvkZG1zDMTag=="
+    },
+    "node_modules/@tsconfig/node14": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node14/-/node14-1.0.3.tgz",
+      "integrity": "sha512-ysT8mhdixWK6Hw3i1V2AeRqZ5WfXg1G43mqoYlM2nc6388Fq5jcXyr5mRsqViLx/GJYdoL0bfXD8nmF+Zn/Iow=="
+    },
+    "node_modules/@tsconfig/node16": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/@tsconfig/node16/-/node16-1.0.4.tgz",
+      "integrity": "sha512-vxhUy4J8lyeyinH7Azl1pdd43GJhZH/tP2weN8TntQblOY+A0XbT8DJk1/oCPuOOyg/Ja757rG0CgHcWC8OfMA=="
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       "version": "3.2.1",
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-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "undici-types": "~6.19.2"
       }
     },
+    "node_modules/@types/node-fetch": {
+      "version": "2.6.12",
+      "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.12.tgz",
+      "integrity": "sha512-8nneRWKCg3rMtF69nLQJnOYUcbafYeFSjqkw3jCRLsqkWFlHaoQrr5mXmofFGOx3DKn7UfmBMyov8ySvLRVldA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/node": "*",
+        "form-data": "^4.0.0"
+      }
+    },
     "node_modules/@types/prop-types": {
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@@ -2177,6 +2326,14 @@
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       "license": "MIT"
     },
+    "node_modules/@types/ws": {
+      "version": "8.5.13",
+      "resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.5.13.tgz",
+      "integrity": "sha512-osM/gWBTPKgHV8XkTunnegTRIsvF6owmf5w+JtAfOw472dptdm0dlGv4xCt6GwQRcC2XVOvvRE/0bAoQcL2QkA==",
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@typescript-eslint/eslint-plugin": {
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@@ -2419,11 +2576,22 @@
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       "license": "ISC"
     },
+    "node_modules/abort-controller": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
+      "integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
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+      "dependencies": {
+        "event-target-shim": "^5.0.0"
+      },
+      "engines": {
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+      }
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-      "dev": true,
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@@ -2442,6 +2610,17 @@
         "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
       }
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+    "node_modules/acorn-walk": {
+      "version": "8.3.4",
+      "resolved": "https://registry.npmjs.org/acorn-walk/-/acorn-walk-8.3.4.tgz",
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+      "dependencies": {
+        "acorn": "^8.11.0"
+      },
+      "engines": {
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@@ -2451,6 +2630,18 @@
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+      "resolved": "https://registry.npmjs.org/agentkeepalive/-/agentkeepalive-4.6.0.tgz",
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+      "dependencies": {
+        "humanize-ms": "^1.2.1"
+      },
+      "engines": {
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@@ -2728,6 +2919,12 @@
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       "license": "MIT"
     },
+    "node_modules/asynckit": {
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
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+      "license": "MIT"
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@@ -2914,6 +3111,15 @@
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+      "resolved": "https://registry.npmjs.org/bytes/-/bytes-3.1.2.tgz",
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-      "dev": true,
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-        "supports-color": "^7.1.0"
-      },
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-        "node": ">=10"
+        "node": "^12.17.0 || ^14.13 || >=16.0.0"
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       "funding": {
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@@ -8190,6 +8741,12 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/setprototypeof": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz",
+      "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==",
+      "license": "ISC"
+    },
     "node_modules/shadcn-ui": {
       "version": "0.9.4",
       "resolved": "https://registry.npmjs.org/shadcn-ui/-/shadcn-ui-0.9.4.tgz",
@@ -8356,6 +8913,18 @@
         "node": ">=8"
       }
     },
+    "node_modules/shell-quote": {
+      "version": "1.8.2",
+      "resolved": "https://registry.npmjs.org/shell-quote/-/shell-quote-1.8.2.tgz",
+      "integrity": "sha512-AzqKpGKjrj7EM6rKVQEPpB288oCfnrEIuyoT9cyF4nmGa7V8Zk6f7RRqYisX8X9m+Q7bd632aZW4ky7EhbQztA==",
+      "dev": true,
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
     "node_modules/side-channel": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/side-channel/-/side-channel-1.1.0.tgz",
@@ -8496,6 +9065,15 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/statuses": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.1.tgz",
+      "integrity": "sha512-RwNA9Z/7PrK06rYLIzFMlaF+l73iwpzsqRIFgbMLbTcLD6cOao82TaWefPXQvB2fOC4AjuYSEndS7N/mTCbkdQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/stdin-discarder": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/stdin-discarder/-/stdin-discarder-0.1.0.tgz",
@@ -9025,6 +9603,30 @@
         "node": ">=8.0"
       }
     },
+    "node_modules/toidentifier": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz",
+      "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.6"
+      }
+    },
+    "node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+      "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==",
+      "license": "MIT"
+    },
+    "node_modules/tree-kill": {
+      "version": "1.2.2",
+      "resolved": "https://registry.npmjs.org/tree-kill/-/tree-kill-1.2.2.tgz",
+      "integrity": "sha512-L0Orpi8qGpRG//Nd+H90vFB+3iHnue1zSSGmNOOCh1GLJ7rUKVwV2HvijphGQS2UmhUZewS9VgvxYIdgr+fG1A==",
+      "dev": true,
+      "bin": {
+        "tree-kill": "cli.js"
+      }
+    },
     "node_modules/trim-lines": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/trim-lines/-/trim-lines-3.0.1.tgz",
@@ -9075,6 +9677,61 @@
         "code-block-writer": "^12.0.0"
       }
     },
+    "node_modules/ts-node": {
+      "version": "10.9.2",
+      "resolved": "https://registry.npmjs.org/ts-node/-/ts-node-10.9.2.tgz",
+      "integrity": "sha512-f0FFpIdcHgn8zcPSbf1dRevwt047YMnaiJM3u2w2RewrB+fob/zePZcrOyQoLMMO7aBIddLcQIEK5dYjkLnGrQ==",
+      "dependencies": {
+        "@cspotcode/source-map-support": "^0.8.0",
+        "@tsconfig/node10": "^1.0.7",
+        "@tsconfig/node12": "^1.0.7",
+        "@tsconfig/node14": "^1.0.0",
+        "@tsconfig/node16": "^1.0.2",
+        "acorn": "^8.4.1",
+        "acorn-walk": "^8.1.1",
+        "arg": "^4.1.0",
+        "create-require": "^1.1.0",
+        "diff": "^4.0.1",
+        "make-error": "^1.1.1",
+        "v8-compile-cache-lib": "^3.0.1",
+        "yn": "3.1.1"
+      },
+      "bin": {
+        "ts-node": "dist/bin.js",
+        "ts-node-cwd": "dist/bin-cwd.js",
+        "ts-node-esm": "dist/bin-esm.js",
+        "ts-node-script": "dist/bin-script.js",
+        "ts-node-transpile-only": "dist/bin-transpile.js",
+        "ts-script": "dist/bin-script-deprecated.js"
+      },
+      "peerDependencies": {
+        "@swc/core": ">=1.2.50",
+        "@swc/wasm": ">=1.2.50",
+        "@types/node": "*",
+        "typescript": ">=2.7"
+      },
+      "peerDependenciesMeta": {
+        "@swc/core": {
+          "optional": true
+        },
+        "@swc/wasm": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/ts-node/node_modules/arg": {
+      "version": "4.1.3",
+      "resolved": "https://registry.npmjs.org/arg/-/arg-4.1.3.tgz",
+      "integrity": "sha512-58S9QDqG0Xx27YwPSt9fJxivjYl432YCwfDMfZ+71RAqUrZef7LrKQZ3LHLOwCS4FLNBplP533Zx895SeOCHvA=="
+    },
+    "node_modules/ts-node/node_modules/diff": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/diff/-/diff-4.0.2.tgz",
+      "integrity": "sha512-58lmxKSA4BNyLz+HHMUzlOEpg09FV+ev6ZMe3vJihgdxzgcwZ8VoEEPmALCZG9LmqfVoNMMKpttIYTVG6uDY7A==",
+      "engines": {
+        "node": ">=0.3.1"
+      }
+    },
     "node_modules/tsconfig-paths": {
       "version": "3.15.0",
       "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.15.0.tgz",
@@ -9222,7 +9879,6 @@
       "version": "6.19.8",
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.19.8.tgz",
       "integrity": "sha512-ve2KP6f/JnbPBFyobGHuerC9g1FYGn/F8n1LWTwNxCEzd6IfqTwUQcNXgEtmmQ6DlRrC1hrSrBnCZPokRrDHjw==",
-      "dev": true,
       "license": "MIT"
     },
     "node_modules/unified": {
@@ -9321,6 +9977,15 @@
         "node": ">= 10.0.0"
       }
     },
+    "node_modules/unpipe": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
+      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/update-browserslist-db": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.1.1.tgz",
@@ -9410,6 +10075,11 @@
       "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
       "license": "MIT"
     },
+    "node_modules/v8-compile-cache-lib": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/v8-compile-cache-lib/-/v8-compile-cache-lib-3.0.1.tgz",
+      "integrity": "sha512-wa7YjyUGfNZngI/vtK0UHAN+lgDCxBPCylVXGp0zu59Fz5aiGtNXaq3DhIov063MorB+VfufLh3JlF2KdTK3xg=="
+    },
     "node_modules/vfile": {
       "version": "6.0.3",
       "resolved": "https://registry.npmjs.org/vfile/-/vfile-6.0.3.tgz",
@@ -9478,6 +10148,22 @@
         "node": ">= 8"
       }
     },
+    "node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+      "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==",
+      "license": "BSD-2-Clause"
+    },
+    "node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+      "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+      "license": "MIT",
+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -9686,6 +10372,35 @@
         "url": "https://github.com/chalk/ansi-styles?sponsor=1"
       }
     },
+    "node_modules/ws": {
+      "version": "8.18.0",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.0.tgz",
+      "integrity": "sha512-8VbfWfHLbbwu3+N6OKsOMpBdT4kXPDDB9cJk2bJ6mh9ucxdlnNvH1e+roYkKmN9Nxw2yjz7VzeO9oOz2zJ04Pw==",
+      "engines": {
+        "node": ">=10.0.0"
+      },
+      "peerDependencies": {
+        "bufferutil": "^4.0.1",
+        "utf-8-validate": ">=5.0.2"
+      },
+      "peerDependenciesMeta": {
+        "bufferutil": {
+          "optional": true
+        },
+        "utf-8-validate": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      }
+    },
     "node_modules/yallist": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
@@ -9705,6 +10420,82 @@
         "node": ">= 14"
       }
     },
+    "node_modules/yargs": {
+      "version": "17.7.2",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
+      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+      "dev": true,
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "dev": true,
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs/node_modules/ansi-regex": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
+      "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==",
+      "dev": true,
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/yargs/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "dev": true
+    },
+    "node_modules/yargs/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "dev": true,
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/yargs/node_modules/strip-ansi": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+      "dev": true,
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/yn": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
+      "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
+      "engines": {
+        "node": ">=6"
+      }
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
diff --git a/apps/web/package.json b/apps/web/package.json
index 4a26fbd..c545d8f 100644
--- a/apps/web/package.json
+++ b/apps/web/package.json
@@ -3,12 +3,13 @@
   "version": "0.1.0",
   "private": true,
   "scripts": {
-    "dev": "next dev --turbopack",
+    "dev": "ts-node --project tsconfig.server.json server.ts",
     "build": "next build",
-    "start": "next start",
-    "lint": "next lint"
+    "start": "NODE_ENV=production ts-node --project tsconfig.server.json server.ts"
   },
   "dependencies": {
+    "@anthropic-ai/sdk": "^0.33.1",
+    "@modelcontextprotocol/sdk": "^1.0.4",
     "@nivo/core": "^0.88.0",
     "@nivo/treemap": "^0.88.0",
     "@radix-ui/react-checkbox": "^1.1.3",
@@ -21,9 +22,12 @@
     "@radix-ui/react-slot": "^1.1.1",
     "@radix-ui/react-tooltip": "^1.1.6",
     "@shadcn/ui": "^0.0.4",
+    "@types/ws": "^8.5.13",
+    "chalk": "^5.4.1",
     "class-variance-authority": "^0.7.1",
     "clsx": "^2.1.1",
     "date-fns": "^4.1.0",
+    "dotenv": "^16.4.7",
     "init": "^0.1.2",
     "lucide-react": "^0.468.0",
     "next": "15.1.1",
@@ -35,7 +39,9 @@
     "recharts": "^2.15.0",
     "shadcn-ui": "^0.9.4",
     "tailwind-merge": "^2.6.0",
-    "tailwindcss-animate": "^1.0.7"
+    "tailwindcss-animate": "^1.0.7",
+    "ts-node": "^10.9.2",
+    "ws": "^8.18.0"
   },
   "devDependencies": {
     "@eslint/eslintrc": "^3",
@@ -43,6 +49,7 @@
     "@types/node": "^20",
     "@types/react": "^19",
     "@types/react-dom": "^19",
+    "concurrently": "^9.1.1",
     "eslint": "^9",
     "eslint-config-next": "15.1.1",
     "postcss": "^8",
diff --git a/apps/web/server.ts b/apps/web/server.ts
new file mode 100644
index 0000000..e710e06
--- /dev/null
+++ b/apps/web/server.ts
@@ -0,0 +1,57 @@
+import { createServer } from 'http'
+import { parse } from 'url'
+import next from 'next'
+import { WebSocketServer } from 'ws'
+import { MCPServer } from './src/lib/mcp-server'
+
+const dev = process.env.NODE_ENV !== 'production'
+const hostname = 'localhost'
+const port = 3000
+const wsPort = 3001
+
+// Initialize Next.js
+const app = next({ dev, hostname, port })
+const handle = app.getRequestHandler()
+
+app.prepare().then(() => {
+  // Create HTTP server
+  const server = createServer(async (req, res) => {
+    try {
+      const parsedUrl = parse(req.url!, true)
+      await handle(req, res, parsedUrl)
+    } catch (err) {
+      console.error('Error occurred handling', req.url, err)
+      res.statusCode = 500
+      res.end('internal server error')
+    }
+  })
+
+  // Start WebSocket server on different port
+  const wss = new WebSocketServer({ port: wsPort })
+  const mcpServer = new MCPServer()
+  mcpServer.start().catch(console.error)
+
+  wss.on('connection', (ws) => {
+    console.log('MCP Client connected')
+    mcpServer.addClient(ws)
+
+    ws.on('message', async (message) => {
+      try {
+        await mcpServer.handleMessage(message.toString(), ws)
+      } catch (error) {
+        console.error('Error handling message:', error)
+        ws.send(JSON.stringify({ error: 'Internal server error' }))
+      }
+    })
+
+    ws.on('close', () => {
+      console.log('MCP Client disconnected')
+      mcpServer.removeClient(ws)
+    })
+  })
+
+  server.listen(port, () => {
+    console.log(`> Ready on http://${hostname}:${port}`)
+    console.log(`> WebSocket server running on ws://${hostname}:${wsPort}`)
+  })
+}) 
\ No newline at end of file
diff --git a/apps/web/src/app/api/mcp/route.ts b/apps/web/src/app/api/mcp/route.ts
new file mode 100644
index 0000000..8d87055
--- /dev/null
+++ b/apps/web/src/app/api/mcp/route.ts
@@ -0,0 +1,6 @@
+import WebSocketSingleton from '@/lib/websocket-server';
+
+export async function GET() {
+    await WebSocketSingleton.getInstance();
+    return new Response('WebSocket server is running', { status: 200 });
+} 
\ No newline at end of file
diff --git a/apps/web/src/app/api/ws/route.ts b/apps/web/src/app/api/ws/route.ts
new file mode 100644
index 0000000..0a599ba
--- /dev/null
+++ b/apps/web/src/app/api/ws/route.ts
@@ -0,0 +1,56 @@
+import { WebSocketServer } from 'ws';
+import { MCPServer } from '@/lib/mcp-server';
+
+const SUBPROTOCOL = "mcp";
+const WS_PORT = 3001;
+
+let wss: WebSocketServer | null = null;
+
+if (process.env.NODE_ENV === 'development' && !wss) {
+    try {
+        wss = new WebSocketServer({ 
+            port: WS_PORT,
+            handleProtocols: (protocols: Set<string>) => {
+                return Array.from(protocols).includes(SUBPROTOCOL) ? SUBPROTOCOL : false;
+            }
+        });
+
+        const mcpServer = new MCPServer();
+        mcpServer.start().catch(console.error);
+
+        wss.on('connection', (ws) => {
+            console.log('MCP Client connected');
+            mcpServer.addClient(ws);
+
+            ws.on('message', async (message) => {
+                try {
+                    await mcpServer.handleMessage(message.toString(), ws);
+                } catch (error) {
+                    console.error('Error handling message:', error);
+                    ws.send(JSON.stringify({ error: 'Internal server error' }));
+                }
+            });
+
+            ws.on('close', () => {
+                console.log('MCP Client disconnected');
+                mcpServer.removeClient(ws);
+            });
+
+            ws.on('error', (error) => {
+                console.error('WebSocket error:', error);
+            });
+        });
+
+        wss.on('error', (error) => {
+            console.error('WebSocket server error:', error);
+        });
+
+        console.log(`WebSocket server is running on port ${WS_PORT}`);
+    } catch (error) {
+        console.error('Failed to start WebSocket server:', error);
+    }
+}
+
+export async function GET() {
+    return new Response('WebSocket server status: ' + (wss ? 'running' : 'not running'));
+} 
\ No newline at end of file
diff --git a/apps/web/src/app/mcp_client.ts b/apps/web/src/app/mcp_client.ts
new file mode 100644
index 0000000..79432a5
--- /dev/null
+++ b/apps/web/src/app/mcp_client.ts
@@ -0,0 +1,242 @@
+import { Anthropic } from '@anthropic-ai/sdk';
+
+import {
+  StdioClientTransport,
+  StdioServerParameters,
+} from '@modelcontextprotocol/sdk/client/stdio.js';
+import {
+  ListToolsResultSchema,
+  CallToolResultSchema,
+} from '@modelcontextprotocol/sdk/types.js';
+import { Client } from '@modelcontextprotocol/sdk/client/index.js';
+import chalk from 'chalk';
+import readline from 'readline/promises';
+import { Tool } from '@anthropic-ai/sdk/resources/index.mjs';
+import { Stream } from '@anthropic-ai/sdk/streaming.mjs';
+
+const EXIT_COMMAND = 'exit';
+
+const styles = {
+  prompt: chalk.green('You: '),
+  assistant: chalk.blue('Claude: '),
+  tool: {
+    name: chalk.cyan.bold,
+    args: chalk.yellow,
+    bracket: chalk.dim,
+  },
+  error: chalk.red,
+  info: chalk.blue,
+  success: chalk.green,
+  warning: chalk.yellow,
+  separator: chalk.gray('─'.repeat(50)),
+};
+
+interface Message {
+  role: 'user' | 'assistant';
+  content: string;
+}
+
+export class InteractiveCLI {
+  private anthropicClient: Anthropic;
+  private messages: Message[] = [];
+  private mcpClient: Client;
+  private transport: StdioClientTransport;
+  private tools: Tool[] = [];
+  private rl: readline.Interface;
+
+  constructor(serverConfig: StdioServerParameters) {
+    this.anthropicClient = new Anthropic({
+      apiKey: process.env.ANTHROPIC_API_KEY,
+    });
+
+    this.mcpClient = new Client(
+      { name: 'cli-client', version: '1.0.0' },
+      { capabilities: {} },
+    );
+
+    this.transport = new StdioClientTransport(serverConfig);
+    this.rl = readline.createInterface({
+      input: process.stdin,
+      output: process.stdout,
+    });
+  }
+
+  async start() {
+    try {
+      console.log(styles.separator);
+      console.log(styles.info('🤖 Interactive Claude CLI'));
+      console.log(
+        styles.info(`Type your queries or "${EXIT_COMMAND}" to exit`),
+      );
+      console.log(styles.separator);
+
+      await this.mcpClient.connect(this.transport);
+      await this.initMCPTools();
+
+      await this.chat_loop();
+    } catch (error) {
+      console.error(styles.error('Failed to initialize tools:'), error);
+      process.exit(1);
+    } finally {
+      this.rl.close();
+      process.exit(0);
+    }
+  }
+
+  private async initMCPTools() {
+    const toolsResults = await this.mcpClient.request(
+      { method: 'tools/list' },
+      ListToolsResultSchema,
+    );
+    this.tools = toolsResults.tools.map(({ inputSchema, ...tool }) => ({
+      ...tool,
+      input_schema: inputSchema,
+    }));
+  }
+
+  private formatToolCall(toolName: string, args: any): string {
+    return (
+      '\n' +
+      styles.tool.bracket('[') +
+      styles.tool.name(toolName) +
+      styles.tool.bracket('] ') +
+      styles.tool.args(JSON.stringify(args, null, 2)) +
+      '\n'
+    );
+  }
+
+  private formatJSON(json: string): string {
+    return json
+      .replace(/"([^"]+)":/g, chalk.blue('"$1":'))
+      .replace(/: "([^"]+)"/g, ': ' + chalk.green('"$1"'));
+  }
+
+  private async processStream(
+    stream: Stream<Anthropic.Messages.RawMessageStreamEvent>,
+  ): Promise<void> {
+    let currentMessage = '';
+    let currentToolName = '';
+    let currentToolInputString = '';
+
+    process.stdout.write(styles.assistant);
+    for await (const chunk of stream) {
+      switch (chunk.type) {
+        case 'message_start':
+        case 'content_block_stop':
+          continue;
+
+        case 'content_block_start':
+          if (chunk.content_block?.type === 'tool_use') {
+            currentToolName = chunk.content_block.name;
+          }
+          break;
+
+        case 'content_block_delta':
+          if (chunk.delta.type === 'text_delta') {
+            process.stdout.write(chunk.delta.text);
+            currentMessage += chunk.delta.text;
+          } else if (chunk.delta.type === 'input_json_delta') {
+            if (currentToolName && chunk.delta.partial_json) {
+              currentToolInputString += chunk.delta.partial_json;
+            }
+          }
+          break;
+
+        case 'message_delta':
+          if (chunk.delta.stop_reason === 'tool_use') {
+            const toolArgs = currentToolInputString
+              ? JSON.parse(currentToolInputString)
+              : {};
+
+            console.log(this.formatToolCall(currentToolName, toolArgs));
+            const toolResult = await this.mcpClient.request(
+              {
+                method: 'tools/call',
+                params: {
+                  name: currentToolName,
+                  arguments: toolArgs,
+                },
+              },
+              CallToolResultSchema,
+            );
+
+            if (currentMessage) {
+              this.messages.push({
+                role: 'assistant',
+                content: currentMessage,
+              });
+            }
+
+            const formattedResult = this.formatJSON(
+              JSON.stringify(toolResult.content.flatMap((c) => c.text)),
+            );
+
+            this.messages.push({
+              role: 'user',
+              content: formattedResult,
+            });
+
+            const nextStream = await this.anthropicClient.messages.create({
+              messages: this.messages,
+              model: 'claude-3-5-sonnet-20241022',
+              max_tokens: 8192,
+              tools: this.tools,
+              stream: true,
+            });
+            await this.processStream(nextStream);
+          }
+          break;
+
+        case 'message_stop':
+          break;
+
+        default:
+          console.warn(
+            styles.warning(`Unknown event type: ${JSON.stringify(chunk)}`),
+          );
+      }
+    }
+  }
+
+  private async processQuery(query: string) {
+    try {
+      this.messages.push({ role: 'user', content: query });
+
+      const stream = await this.anthropicClient.messages.create({
+        messages: this.messages,
+        model: 'claude-3-5-sonnet-20241022',
+        max_tokens: 8192,
+        tools: this.tools,
+        stream: true,
+      });
+      await this.processStream(stream);
+    } catch (error) {
+      console.error(styles.error('\nError during query processing:'), error);
+      if (error instanceof Error) {
+        process.stdout.write(
+          styles.assistant +
+            'I apologize, but I encountered an error: ' +
+            error.message +
+            '\n',
+        );
+      }
+    }
+  }
+
+  private async chat_loop() {
+    while (true) {
+      try {
+        const query = (await this.rl.question(styles.prompt)).trim();
+        if (query.toLowerCase() === EXIT_COMMAND) {
+          console.log(styles.warning('\nGoodbye! 👋'));
+          break;
+        }
+
+        await this.processQuery(query);
+        console.log('\n' + styles.separator);
+      } catch (error) {
+        console.error(styles.error('\nError:'), error);
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/web/src/components/tools/auth0/chat.tsx b/apps/web/src/components/tools/auth0/chat.tsx
new file mode 100644
index 0000000..ccc1677
--- /dev/null
+++ b/apps/web/src/components/tools/auth0/chat.tsx
@@ -0,0 +1,113 @@
+'use client'
+
+import { useState, useEffect, useRef } from "react"
+import { MCPClient, MessageCallback } from "@/lib/mcp-client"
+import { Card, CardHeader, CardTitle, CardContent } from "@/components/ui/card"
+import { Input } from "@/components/ui/input"
+import { Button } from "@/components/ui/button"
+import { ScrollArea } from "@/components/ui/scroll-area"
+
+export function Chat() {
+    const [messages, setMessages] = useState<Array<{ role: string; content: string }>>([])
+    const [input, setInput] = useState('')
+    const [isLoading, setIsLoading] = useState(false)
+    const clientRef = useRef<MCPClient>(new MCPClient())
+
+    useEffect(() => {
+        let isInitialized = false;
+
+        const initClient = async () => {
+            if (isInitialized) return;
+            isInitialized = true;
+            
+            try {
+                await clientRef.current.start()
+                console.log('MCP client initialized')
+            } catch (error) {
+                console.error('Failed to initialize MCP client:', error)
+            }
+        }
+
+        initClient()
+    }, [])
+
+    const handleSubmit = async (e: React.FormEvent) => {
+        e.preventDefault()
+        if (!input.trim() || isLoading) return
+
+        const userMessage = input.trim()
+        setInput('')
+        setMessages(prev => [...prev, { role: 'user', content: userMessage }])
+        
+        try {
+            setIsLoading(true)
+            let currentMessage = { role: 'assistant', content: '' }
+            
+            const onMessage: MessageCallback = (message) => {
+                if (message.content === '\n\n') {
+                    setMessages(prev => [
+                        ...prev, message
+                    ])
+                    currentMessage.content = ''
+                } else {
+                    currentMessage.content += message.content
+                    setMessages(prev => [
+                        ...prev.slice(0, -1), // Remove previous assistant message
+                        { ...currentMessage }  // Add updated message
+                    ])
+                }
+            }
+            
+            await clientRef.current.sendMessage(userMessage, onMessage)
+        } catch (error) {
+            console.error('Error sending message:', error)
+        } finally {
+            setIsLoading(false)
+        }
+    }
+
+    return (
+        <Card className="w-full">
+            <CardHeader>
+                <CardTitle>Chat with Claude</CardTitle>
+            </CardHeader>
+            <CardContent>
+                <div className="flex flex-col h-[500px]">
+                    <ScrollArea className="flex-1 pr-4">
+                        <div className="space-y-4">
+                            {messages.map((message, i) => (
+                                <div
+                                    key={i}
+                                    className={`flex ${
+                                        message.role === 'user' ? 'justify-end' : 'justify-start'
+                                    }`}
+                                >
+                                    <div
+                                        className={`rounded-lg px-4 py-2 max-w-[80%] ${
+                                            message.role === 'user'
+                                                ? 'bg-primary text-primary-foreground'
+                                                : 'bg-muted'
+                                        }`}
+                                    >
+                                        {message.content}
+                                    </div>
+                                </div>
+                            ))}
+                        </div>
+                    </ScrollArea>
+                    <form onSubmit={handleSubmit} className="flex gap-2 mt-4">
+                        <Input
+                            value={input}
+                            onChange={(e) => setInput(e.target.value)}
+                            placeholder="Type a message..."
+                            disabled={isLoading}
+                        />
+                        <Button type="submit" disabled={!input.trim() || isLoading}>
+                            {isLoading ? 'Sending...' : 'Send'}
+                        </Button>
+                    </form>
+                </div>
+            </CardContent>
+        </Card>
+    )
+} 
\ No newline at end of file
diff --git a/apps/web/src/components/tools/auth0/dashboard.tsx b/apps/web/src/components/tools/auth0/dashboard.tsx
index f32eb4d..0f59d72 100644
--- a/apps/web/src/components/tools/auth0/dashboard.tsx
+++ b/apps/web/src/components/tools/auth0/dashboard.tsx
@@ -31,6 +31,7 @@ import {
     CollapsibleTrigger,
 } from "@/components/ui/collapsible"
 import { ChevronDown, ChevronUp } from "lucide-react"
+import { Chat } from './chat'
 
 interface SummaryMetrics {
     total_users: number
@@ -105,6 +106,7 @@ export default function Auth0Dashboard() {
         unique_emails: number
     }>>([])
     const [isDomainsOpen, setIsDomainsOpen] = useState(false)
+    const [isOpen, setIsOpen] = useState(false)
 
     useEffect(() => {
         async function fetchInitialData() {
@@ -490,6 +492,25 @@ export default function Auth0Dashboard() {
                     />
                 </CardContent>
             </Card>
+            <Collapsible>
+                <Card>
+                    <CardHeader>
+                        <div className="flex items-center justify-between">
+                            <CardTitle>Chat Assistant</CardTitle>
+                            <CollapsibleTrigger asChild>
+                                <Button variant="ghost" size="sm">
+                                    {isOpen ? <ChevronUp className="h-4 w-4" /> : <ChevronDown className="h-4 w-4" />}
+                                </Button>
+                            </CollapsibleTrigger>
+                        </div>
+                    </CardHeader>
+                    <CollapsibleContent>
+                        <CardContent>
+                            <Chat />
+                        </CardContent>
+                    </CollapsibleContent>
+                </Card>
+            </Collapsible>
             
         </div>
     )
diff --git a/apps/web/src/lib/mcp-client.ts b/apps/web/src/lib/mcp-client.ts
new file mode 100644
index 0000000..74c3af5
--- /dev/null
+++ b/apps/web/src/lib/mcp-client.ts
@@ -0,0 +1,174 @@
+import { Anthropic } from '@anthropic-ai/sdk';
+import {
+  ListToolsResultSchema,
+  CallToolResultSchema,
+} from '@modelcontextprotocol/sdk/types.js';
+import { Client } from '@modelcontextprotocol/sdk/client/index.js';
+import { WebSocketClientTransport } from '@modelcontextprotocol/sdk/client/websocket.js';
+import { Tool } from '@anthropic-ai/sdk/resources/index.mjs';
+import { Stream } from '@anthropic-ai/sdk/streaming.mjs';
+
+interface Message {
+  role: 'user' | 'assistant';
+  content: string;
+}
+
+export type MessageCallback = (message: Message) => void;
+
+export class MCPClient {
+  private anthropicClient: Anthropic;
+  private messages: Message[] = [];
+  private mcpClient: Client;
+  private transport: WebSocketClientTransport;
+  private tools: Tool[] = [];
+
+  constructor() {
+    this.anthropicClient = new Anthropic({
+      apiKey: process.env.NEXT_PUBLIC_ANTHROPIC_API_KEY,
+      dangerouslyAllowBrowser: true,
+    });
+
+    this.mcpClient = new Client(
+      { name: 'web-client', version: '1.0.0' },
+      { capabilities: {
+        jsonrpc: {
+          request_response: true,
+          notifications: true
+        }
+      } },
+    );
+
+    // Connect to the local MCP server
+    this.transport = new WebSocketClientTransport(
+      new URL('ws://localhost:3001')
+    );
+  }
+
+  async start() {
+    try {
+      console.log('Connecting to MCP server...')
+      await this.mcpClient.connect(this.transport)
+      console.log('Connected to MCP server')
+      await this.initMCPTools()
+      console.log('Initialized MCP tools')
+    } catch (error) {
+      console.error('Failed to connect to MCP server:', error)
+      throw error
+    }
+  }
+
+  private async initMCPTools() {
+    try {
+      const toolsResults = await this.mcpClient.request(
+        { method: 'tools/list' },
+        ListToolsResultSchema,
+      )
+      this.tools = toolsResults.tools.map(({ inputSchema, ...tool }) => ({
+        ...tool,
+        input_schema: inputSchema,
+      }))
+    } catch (error) {
+      console.error('Failed to initialize tools:', error)
+      throw error
+    }
+  }
+
+  private async processStream(
+    stream: Stream<Anthropic.Messages.RawMessageStreamEvent>,
+    onMessage: MessageCallback
+  ): Promise<void> {
+    let currentMessage = '';
+    let currentToolName = '';
+    let currentToolInputString = '';
+
+    for await (const chunk of stream) {
+      switch (chunk.type) {
+        case 'message_start':
+        case 'content_block_stop':
+        //   onMessage({ role: 'assistant', content: '\n\n' });
+          continue;
+
+        case 'content_block_start':
+          if (chunk.content_block?.type === 'tool_use') {
+            currentToolName = chunk.content_block.name;
+          }
+          break;
+
+        case 'content_block_delta':
+          if (chunk.delta.type === 'text_delta') {
+            currentMessage += chunk.delta.text;
+            // Send incremental updates
+            onMessage({ role: 'assistant', content: chunk.delta.text });
+          } else if (chunk.delta.type === 'input_json_delta') {
+            if (currentToolName && chunk.delta.partial_json) {
+              currentToolInputString += chunk.delta.partial_json;
+            }
+          }
+          break;
+
+        case 'message_delta':
+          if (chunk.delta.stop_reason === 'tool_use') {
+            const toolArgs = currentToolInputString
+              ? JSON.parse(currentToolInputString)
+              : {};
+
+            const toolResult = await this.mcpClient.request(
+              {
+                method: 'tools/call',
+                params: {
+                  name: currentToolName,
+                  arguments: toolArgs,
+                },
+              },
+              CallToolResultSchema,
+            );
+
+            if (currentMessage) {
+              this.messages.push({
+                role: 'assistant',
+                content: currentMessage,
+              });
+            }
+
+            const formattedResult = JSON.stringify(toolResult.content.flatMap((c) => c.text));
+            this.messages.push({
+              role: 'user',
+              content: formattedResult,
+            });
+
+            const nextStream = await this.anthropicClient.messages.create({
+              messages: this.messages,
+              model: 'claude-3-5-sonnet-latest',
+              max_tokens: 8192,
+              tools: this.tools,
+              stream: true,
+            });
+            await this.processStream(nextStream, onMessage);
+          }
+          break;
+
+        case 'message_stop':
+          break;
+      }
+    }
+  }
+
+  async sendMessage(message: string, onMessage: MessageCallback) {
+    try {
+      this.messages.push({ role: 'user', content: message });
+
+      const stream = await this.anthropicClient.messages.create({
+        messages: this.messages,
+        model: 'claude-3-5-sonnet-latest',
+        max_tokens: 8192,
+        tools: this.tools,
+        stream: true,
+      });
+
+      await this.processStream(stream, onMessage);
+    } catch (error) {
+      console.error('Error during message processing:', error);
+      throw error;
+    }
+  }
+} 
\ No newline at end of file
diff --git a/apps/web/src/lib/mcp-server.ts b/apps/web/src/lib/mcp-server.ts
new file mode 100644
index 0000000..58d5244
--- /dev/null
+++ b/apps/web/src/lib/mcp-server.ts
@@ -0,0 +1,60 @@
+import { spawn } from 'child_process';
+import { WebSocket } from 'ws';
+
+export class MCPServer {
+    private process: any;
+    private clients: Set<WebSocket> = new Set();
+    private isReady: boolean = false;
+
+    async start() {
+        console.log('Starting MCP server...');
+        
+        if (this.isReady) {
+            return;
+        }
+
+        this.process = spawn('uv', [
+            '--directory',
+            '/Users/alrocar/gr/mcp-tinybird',
+            'run',
+            'mcp-tinybird'
+        ], {
+            stdio: ['pipe', 'pipe', 'pipe'],
+            env: { ...process.env, PYTHONUNBUFFERED: '1' }
+        });
+
+        // Log everything immediately
+        this.process.stdout.on('data', (data: Buffer) => {
+            console.log('MCP stdout:', data.toString());
+        });
+
+        this.process.stderr.on('data', (data: Buffer) => {
+            console.log('MCP stderr:', data.toString());
+        });
+    }
+
+    addClient(ws: WebSocket) {
+        this.clients.add(ws);
+    }
+
+    removeClient(ws: WebSocket) {
+        this.clients.delete(ws);
+    }
+
+    async handleMessage(message: string, sender: WebSocket) {
+        // Forward message to MCP server process
+        this.process.stdin.write(message + '\n');
+
+        // Handle response from MCP server
+        this.process.stdout.once('data', (data: Buffer) => {
+            sender.send(data.toString());
+        });
+    }
+
+    stop() {
+        if (this.process) {
+            this.process.kill();
+        }
+        this.clients.clear();
+    }
+} 
\ No newline at end of file
diff --git a/apps/web/tsconfig.server.json b/apps/web/tsconfig.server.json
new file mode 100644
index 0000000..84c0d06
--- /dev/null
+++ b/apps/web/tsconfig.server.json
@@ -0,0 +1,10 @@
+{
+  "extends": "./tsconfig.json",
+  "compilerOptions": {
+    "module": "CommonJS",
+    "outDir": "dist",
+    "noEmit": false,
+    "isolatedModules": false
+  },
+  "include": ["server.ts"]
+} 
\ No newline at end of file
diff --git a/apps/web/ws-server.ts b/apps/web/ws-server.ts
new file mode 100644
index 0000000..226ae20
--- /dev/null
+++ b/apps/web/ws-server.ts
@@ -0,0 +1,58 @@
+import { WebSocketServer } from 'ws';
+import { MCPServer } from './src/lib/mcp-server';
+import { fileURLToPath } from 'url';
+import { dirname, join } from 'path';
+import * as dotenv from 'dotenv';
+
+// Load environment variables
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+dotenv.config({ path: join(__dirname, '.env') });
+
+const SUBPROTOCOL = "mcp";
+const WS_PORT = 3001;
+
+async function startWebSocketServer() {
+    console.log('Starting WebSocket server...');
+    
+    const wss = new WebSocketServer({ 
+        port: WS_PORT,
+        handleProtocols: (protocols: Set<string>) => {
+            return Array.from(protocols).includes(SUBPROTOCOL) ? SUBPROTOCOL : false;
+        }
+    });
+
+    const mcpServer = new MCPServer();
+    await mcpServer.start();
+
+    wss.on('connection', (ws) => {
+        console.log('MCP Client connected');
+        mcpServer.addClient(ws);
+
+        ws.on('message', async (message) => {
+            try {
+                await mcpServer.handleMessage(message.toString(), ws);
+            } catch (error) {
+                console.error('Error handling message:', error);
+                ws.send(JSON.stringify({ error: 'Internal server error' }));
+            }
+        });
+
+        ws.on('close', () => {
+            console.log('MCP Client disconnected');
+            mcpServer.removeClient(ws);
+        });
+
+        ws.on('error', (error) => {
+            console.error('WebSocket error:', error);
+        });
+    });
+
+    wss.on('error', (error) => {
+        console.error('WebSocket server error:', error);
+    });
+
+    console.log(`WebSocket server is running on port ${WS_PORT}`);
+}
+
+startWebSocketServer().catch(console.error); 
\ No newline at end of file