diff --git a/langnostic.config.ts b/langnostic.config.ts
index d6f90f871..a52ea916e 100644
--- a/langnostic.config.ts
+++ b/langnostic.config.ts
@@ -1,4 +1,5 @@
 import { ConfigType } from 'langnostic';
+import MdxPlugin from '@langnostic/plugin-mdx';
 
 const config: ConfigType = {
   ai: {
@@ -11,7 +12,7 @@ const config: ConfigType = {
   groups: [
     {
       name: 'quiz',
-      plugin: 'mdx',
+      plugin: MdxPlugin(),
       paths: [
         {
           source: './packages/quiz/**/en-US.mdx',
@@ -21,7 +22,7 @@ const config: ConfigType = {
     },
     {
       name: 'guidebooks',
-      plugin: 'mdx',
+      plugin: MdxPlugin(),
       paths: [
         {
           source: './packages/behavioral-interview-guidebook/**/en-US.mdx',
diff --git a/package-lock.json b/package-lock.json
index dd9be810d..dea471b0b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -4,10 +4,9 @@
   "requires": true,
   "packages": {
     "": {
-      "dependencies": {
-        "langnostic": "^0.0.7"
-      },
       "devDependencies": {
+        "@langnostic/plugin-mdx": "^0.0.9",
+        "langnostic": "^0.0.9",
         "prettier": "^3.5.3",
         "typescript": "^5.8.2"
       }
@@ -16,6 +15,7 @@
       "version": "0.2.5",
       "resolved": "https://registry.npmjs.org/@ai-sdk/deepseek/-/deepseek-0.2.5.tgz",
       "integrity": "sha512-iYB3CSX6kT2Ow9Zc2zHOC4jFPy3isliEyh2CLlZWPBcGIWVikp2Q7zACPOZrZYN58IFTWGC1l++s1kWXxPtuiw==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/openai-compatible": "0.2.5",
         "@ai-sdk/provider": "1.1.0",
@@ -32,6 +32,7 @@
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/@ai-sdk/google/-/google-1.2.5.tgz",
       "integrity": "sha512-ykSPjYDmaDg7Qblo6Ea6n6O01NpyehZJE0j3+HCYBtUXKXP2RZWesr7XlceIfFBKHd0sumovRtX4ozHrb+1+sw==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider": "1.1.0",
         "@ai-sdk/provider-utils": "2.2.3"
@@ -47,6 +48,7 @@
       "version": "1.3.6",
       "resolved": "https://registry.npmjs.org/@ai-sdk/openai/-/openai-1.3.6.tgz",
       "integrity": "sha512-Lyp6W6dg+ERMJru3DI8/pWAjXLB0GbMMlXh4jxA3mVny8CJHlCAjlEJRuAdLg1/CFz4J1UDN2/4qBnIWtLFIqw==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider": "1.1.0",
         "@ai-sdk/provider-utils": "2.2.3"
@@ -62,6 +64,7 @@
       "version": "0.2.5",
       "resolved": "https://registry.npmjs.org/@ai-sdk/openai-compatible/-/openai-compatible-0.2.5.tgz",
       "integrity": "sha512-Mi83WLIbrmcrQ5b4LQSl8DSs/QHLGTtRu+5+Kb+4lzxCHAGiqzgEGrFww3S6bl+GVfhGtyTCONqU1Nok2r+k5Q==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider": "1.1.0",
         "@ai-sdk/provider-utils": "2.2.3"
@@ -77,6 +80,7 @@
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/@ai-sdk/provider/-/provider-1.1.0.tgz",
       "integrity": "sha512-0M+qjp+clUD0R1E5eWQFhxEvWLNaOtGQRUaBn8CUABnSKredagq92hUS9VjOzGsTm37xLfpaxl97AVtbeOsHew==",
+      "dev": true,
       "dependencies": {
         "json-schema": "^0.4.0"
       },
@@ -88,6 +92,7 @@
       "version": "2.2.3",
       "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-2.2.3.tgz",
       "integrity": "sha512-o3fWTzkxzI5Af7U7y794MZkYNEsxbjLam2nxyoUZSScqkacb7vZ3EYHLh21+xCcSSzEC161C7pZAGHtC0hTUMw==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider": "1.1.0",
         "nanoid": "^3.3.8",
@@ -104,6 +109,7 @@
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/@ai-sdk/react/-/react-1.2.5.tgz",
       "integrity": "sha512-0jOop3S2WkDOdO4X5I+5fTGqZlNX8/h1T1eYokpkR9xh8Vmrxqw8SsovqGvrddTsZykH8uXRsvI+G4FTyy894A==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider-utils": "2.2.3",
         "@ai-sdk/ui-utils": "1.2.4",
@@ -127,6 +133,7 @@
       "version": "1.2.4",
       "resolved": "https://registry.npmjs.org/@ai-sdk/ui-utils/-/ui-utils-1.2.4.tgz",
       "integrity": "sha512-wLTxEZrKZRyBmlVZv8nGXgLBg5tASlqXwbuhoDu0MhZa467ZFREEnosH/OC/novyEHTQXko2zC606xoVbMrUcA==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider": "1.1.0",
         "@ai-sdk/provider-utils": "2.2.3",
@@ -143,6 +150,7 @@
       "version": "7.26.2",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.26.2.tgz",
       "integrity": "sha512-RJlIHRueQgwWitWgF8OdFYGZX328Ax5BCemNGlqHfplnRT9ESi8JkFlvaVYbS+UubVY6dpv87Fs2u5M29iNFVQ==",
+      "dev": true,
       "dependencies": {
         "@babel/helper-validator-identifier": "^7.25.9",
         "js-tokens": "^4.0.0",
@@ -156,6 +164,7 @@
       "version": "7.25.9",
       "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.25.9.tgz",
       "integrity": "sha512-Ed61U6XJc3CVRfkERJWDz4dJwKe7iLmmJsbOGu9wSloNSFttHV0I8g6UAgb7qnK5ly5bGLPd4oXZlxCdANBOWQ==",
+      "dev": true,
       "engines": {
         "node": ">=6.9.0"
       }
@@ -164,6 +173,7 @@
       "version": "0.4.1",
       "resolved": "https://registry.npmjs.org/@clack/core/-/core-0.4.1.tgz",
       "integrity": "sha512-Pxhij4UXg8KSr7rPek6Zowm+5M22rbd2g1nfojHJkxp5YkFqiZ2+YLEM/XGVIzvGOcM0nqjIFxrpDwWRZYWYjA==",
+      "dev": true,
       "dependencies": {
         "picocolors": "^1.0.0",
         "sisteransi": "^1.0.5"
@@ -173,16 +183,37 @@
       "version": "0.9.1",
       "resolved": "https://registry.npmjs.org/@clack/prompts/-/prompts-0.9.1.tgz",
       "integrity": "sha512-JIpyaboYZeWYlyP0H+OoPPxd6nqueG/CmN6ixBiNFsIDHREevjIf0n0Ohh5gr5C8pEDknzgvz+pIJ8dMhzWIeg==",
+      "dev": true,
       "dependencies": {
         "@clack/core": "0.4.1",
         "picocolors": "^1.0.0",
         "sisteransi": "^1.0.5"
       }
     },
+    "node_modules/@langnostic/plugin-mdx": {
+      "version": "0.0.9",
+      "resolved": "https://registry.npmjs.org/@langnostic/plugin-mdx/-/plugin-mdx-0.0.9.tgz",
+      "integrity": "sha512-k3lWBsGA+dJBH1VmfakDw/Tz6Rw23TfMRIK+Qv47gbgHdvv3I3PLesS92vifPcvFF7c/7gVzeLxkr2iTBU8xng==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "gray-matter": "^4.0.3",
+        "lodash-es": "^4.17.21",
+        "murmurhash": "^2.0.1",
+        "remark-mdx": "^3.1.0",
+        "remark-parse": "^11.0.0",
+        "remark-stringify": "^11.0.0",
+        "unified": "^11.0.5"
+      },
+      "peerDependencies": {
+        "langnostic": "0.0.9"
+      }
+    },
     "node_modules/@nodelib/fs.scandir": {
       "version": "2.1.5",
       "resolved": "https://registry.npmjs.org/@nodelib/fs.scandir/-/fs.scandir-2.1.5.tgz",
       "integrity": "sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g==",
+      "dev": true,
       "dependencies": {
         "@nodelib/fs.stat": "2.0.5",
         "run-parallel": "^1.1.9"
@@ -195,6 +226,7 @@
       "version": "2.0.5",
       "resolved": "https://registry.npmjs.org/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz",
       "integrity": "sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A==",
+      "dev": true,
       "engines": {
         "node": ">= 8"
       }
@@ -203,6 +235,7 @@
       "version": "1.2.8",
       "resolved": "https://registry.npmjs.org/@nodelib/fs.walk/-/fs.walk-1.2.8.tgz",
       "integrity": "sha512-oGB+UxlgWcgQkgwo8GcEGwemoTFt3FIO9ababBmaGwXIoBKZ+GTy0pP185beGg7Llih/NSHSV2XAs1lnznocSg==",
+      "dev": true,
       "dependencies": {
         "@nodelib/fs.scandir": "2.1.5",
         "fastq": "^1.6.0"
@@ -215,6 +248,7 @@
       "version": "1.9.0",
       "resolved": "https://registry.npmjs.org/@opentelemetry/api/-/api-1.9.0.tgz",
       "integrity": "sha512-3giAOQvZiH5F9bMlMiv8+GSPMeqg0dbaeo58/0SlA9sxSqZhnUtxzX9/2FzyhS9sWQf5S0GJE0AKBrFqjpeYcg==",
+      "dev": true,
       "engines": {
         "node": ">=8.0.0"
       }
@@ -223,6 +257,7 @@
       "version": "4.1.12",
       "resolved": "https://registry.npmjs.org/@types/debug/-/debug-4.1.12.tgz",
       "integrity": "sha512-vIChWdVG3LG1SMxEvI/AK+FWJthlrqlTu7fbrlywTkkaONwk/UAGaULXRlf8vkzFBLVm0zkMdCquhL5aOjhXPQ==",
+      "dev": true,
       "dependencies": {
         "@types/ms": "*"
       }
@@ -230,17 +265,20 @@
     "node_modules/@types/diff-match-patch": {
       "version": "1.0.36",
       "resolved": "https://registry.npmjs.org/@types/diff-match-patch/-/diff-match-patch-1.0.36.tgz",
-      "integrity": "sha512-xFdR6tkm0MWvBfO8xXCSsinYxHcqkQUlcHeSpMC2ukzOb6lwQAfDmW+Qt0AvlGd8HpsS28qKsB+oPeJn9I39jg=="
+      "integrity": "sha512-xFdR6tkm0MWvBfO8xXCSsinYxHcqkQUlcHeSpMC2ukzOb6lwQAfDmW+Qt0AvlGd8HpsS28qKsB+oPeJn9I39jg==",
+      "dev": true
     },
     "node_modules/@types/estree": {
       "version": "1.0.7",
       "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.7.tgz",
-      "integrity": "sha512-w28IoSUCJpidD/TGviZwwMJckNESJZXFu7NBZ5YJ4mEUnNraUn9Pm8HSZm/jDF1pDWYKspWE7oVphigUPRakIQ=="
+      "integrity": "sha512-w28IoSUCJpidD/TGviZwwMJckNESJZXFu7NBZ5YJ4mEUnNraUn9Pm8HSZm/jDF1pDWYKspWE7oVphigUPRakIQ==",
+      "dev": true
     },
     "node_modules/@types/estree-jsx": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/@types/estree-jsx/-/estree-jsx-1.0.5.tgz",
       "integrity": "sha512-52CcUVNFyfb1A2ALocQw/Dd1BQFNmSdkuC3BkZ6iqhdMfQz7JWOFRuJFloOzjk+6WijU56m9oKXFAXc7o3Towg==",
+      "dev": true,
       "dependencies": {
         "@types/estree": "*"
       }
@@ -249,6 +287,7 @@
       "version": "3.0.4",
       "resolved": "https://registry.npmjs.org/@types/hast/-/hast-3.0.4.tgz",
       "integrity": "sha512-WPs+bbQw5aCj+x6laNGWLH3wviHtoCv/P3+otBhbOhJgG8qtpdAMlTCxLtsTWA7LH1Oh/bFCHsBn0TPS5m30EQ==",
+      "dev": true,
       "dependencies": {
         "@types/unist": "*"
       }
@@ -257,6 +296,7 @@
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/@types/mdast/-/mdast-4.0.4.tgz",
       "integrity": "sha512-kGaNbPh1k7AFzgpud/gMdvIm5xuECykRR+JnWKQno9TAXVa6WIVCGTPvYGekIDL4uwCZQSYbUxNBSb1aUo79oA==",
+      "dev": true,
       "dependencies": {
         "@types/unist": "*"
       }
@@ -264,17 +304,20 @@
     "node_modules/@types/ms": {
       "version": "2.1.0",
       "resolved": "https://registry.npmjs.org/@types/ms/-/ms-2.1.0.tgz",
-      "integrity": "sha512-GsCCIZDE/p3i96vtEqx+7dBUGXrc7zeSK3wwPHIaRThS+9OhWIXRqzs4d6k1SVU8g91DrNRWxWUGhp5KXQb2VA=="
+      "integrity": "sha512-GsCCIZDE/p3i96vtEqx+7dBUGXrc7zeSK3wwPHIaRThS+9OhWIXRqzs4d6k1SVU8g91DrNRWxWUGhp5KXQb2VA==",
+      "dev": true
     },
     "node_modules/@types/unist": {
       "version": "3.0.3",
       "resolved": "https://registry.npmjs.org/@types/unist/-/unist-3.0.3.tgz",
-      "integrity": "sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q=="
+      "integrity": "sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q==",
+      "dev": true
     },
     "node_modules/acorn": {
       "version": "8.14.1",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.14.1.tgz",
       "integrity": "sha512-OvQ/2pUDKmgfCg++xsTX1wGxfTaszcHVcTctW4UJB4hibJx2HXxxO5UmVgyjMa+ZDsiaf5wWLXYpRWMmBI0QHg==",
+      "dev": true,
       "bin": {
         "acorn": "bin/acorn"
       },
@@ -286,6 +329,7 @@
       "version": "5.3.2",
       "resolved": "https://registry.npmjs.org/acorn-jsx/-/acorn-jsx-5.3.2.tgz",
       "integrity": "sha512-rq9s+JNhf0IChjtDXxllJ7g41oZk5SlXtp0LHwyA5cejwn7vKmKp4pPri6YEePv2PU65sAsegbXtIinmDFDXgQ==",
+      "dev": true,
       "peerDependencies": {
         "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
       }
@@ -294,6 +338,7 @@
       "version": "4.2.11",
       "resolved": "https://registry.npmjs.org/ai/-/ai-4.2.11.tgz",
       "integrity": "sha512-XvYFz+I2MNpkNeso/cEvm2q22cuU7B3EdUxGyhpa94gHbb3HEk73d42+UPJqweSBmoXA52mZ9qvb6jt3P4TITQ==",
+      "dev": true,
       "dependencies": {
         "@ai-sdk/provider": "1.1.0",
         "@ai-sdk/provider-utils": "2.2.3",
@@ -319,6 +364,7 @@
       "version": "7.0.0",
       "resolved": "https://registry.npmjs.org/ansi-escapes/-/ansi-escapes-7.0.0.tgz",
       "integrity": "sha512-GdYO7a61mR0fOlAsvC9/rIHf7L96sBc6dEWzeOu+KAea5bZyQRPIpojrVoI4AXGJS/ycu/fBTdLrUkA4ODrvjw==",
+      "dev": true,
       "dependencies": {
         "environment": "^1.0.0"
       },
@@ -333,6 +379,7 @@
       "version": "6.1.0",
       "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.1.0.tgz",
       "integrity": "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA==",
+      "dev": true,
       "engines": {
         "node": ">=12"
       },
@@ -344,6 +391,7 @@
       "version": "6.2.1",
       "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.1.tgz",
       "integrity": "sha512-bN798gFfQX+viw3R7yrGWRqnrN2oRkEkUjjl4JNn4E8GxxbjtG3FbrEIIY3l8/hrwUwIeCZvi4QuOTP4MErVug==",
+      "dev": true,
       "engines": {
         "node": ">=12"
       },
@@ -354,12 +402,14 @@
     "node_modules/argparse": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
-      "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="
+      "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==",
+      "dev": true
     },
     "node_modules/bail": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/bail/-/bail-2.0.2.tgz",
       "integrity": "sha512-0xO6mYd7JB2YesxDKplafRpsiOzPt9V02ddPCLbY1xYGPOX24NTyN50qnUxgCPcSoYMhKpAuBTjQoRZCAkUDRw==",
+      "dev": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
@@ -369,6 +419,7 @@
       "version": "3.0.3",
       "resolved": "https://registry.npmjs.org/braces/-/braces-3.0.3.tgz",
       "integrity": "sha512-yQbXgO/OSZVD2IsiLlro+7Hf6Q18EJrKSEsdoMzKePKXct3gvD8oLcOQdIzGupr5Fj+EDe8gO/lxc1BzfMpxvA==",
+      "dev": true,
       "dependencies": {
         "fill-range": "^7.1.1"
       },
@@ -380,6 +431,7 @@
       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/callsites/-/callsites-3.1.0.tgz",
       "integrity": "sha512-P8BjAsXvZS+VIDUI11hHCQEv74YT67YUi5JJFNWIqL235sBmjX4+qx9Muvls5ivyNENctx46xQLQ3aTuE7ssaQ==",
+      "dev": true,
       "engines": {
         "node": ">=6"
       }
@@ -388,6 +440,7 @@
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/ccount/-/ccount-2.0.1.tgz",
       "integrity": "sha512-eyrF0jiFpY+3drT6383f1qhkbGsLSifNAjA61IUjZjmLCWjItY6LB9ft9YhoDgwfmclB2zhu51Lc7+95b8NRAg==",
+      "dev": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
@@ -397,6 +450,7 @@
       "version": "5.4.1",
       "resolved": "https://registry.npmjs.org/chalk/-/chalk-5.4.1.tgz",
       "integrity": "sha512-zgVZuo2WcZgfUEmsn6eO3kINexW8RAE4maiQ8QNs8CtpPCSyMiYsULR3HQYkm3w8FIA3SberyMJMSldGsW+U3w==",
+      "dev": true,
       "engines": {
         "node": "^12.17.0 || ^14.13 || >=16.0.0"
       },
@@ -408,6 +462,7 @@
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/character-entities/-/character-entities-2.0.2.tgz",
       "integrity": "sha512-shx7oQ0Awen/BRIdkjkvz54PnEEI/EjwXDSIZp86/KKdbafHh1Df/RYGBhn4hbe2+uKC9FnT5UCEdyPz3ai9hQ==",
+      "dev": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
@@ -417,6 +472,7 @@
       "version": "2.1.0",
       "resolved": "https://registry.npmjs.org/character-entities-html4/-/character-entities-html4-2.1.0.tgz",
       "integrity": "sha512-1v7fgQRj6hnSwFpq1Eu0ynr/CDEw0rXo2B61qXrLNdHZmPKgb7fqS1a2JwF0rISo9q77jDI8VMEHoApn8qDoZA==",
+      "dev": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
@@ -426,6 +482,7 @@
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/character-entities-legacy/-/character-entities-legacy-3.0.0.tgz",
       "integrity": "sha512-RpPp0asT/6ufRm//AJVwpViZbGM/MkjQFxJccQRHmISF/22NBtsHqAWmL+/pmkPWoIUJdWyeVleTl1wydHATVQ==",
+      "dev": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
@@ -435,6 +492,7 @@
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diff --git a/package.json b/package.json
index dfa78bd36..1a9c7c5fe 100644
--- a/package.json
+++ b/package.json
@@ -3,10 +3,9 @@
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-  },
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     "typescript": "^5.8.2"
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