diff --git a/tags.json b/tags.json
index e27aacc..c171883 100644
--- a/tags.json
+++ b/tags.json
@@ -78,10 +78,6 @@
       "workflowId": "H6TZCHyiYOr1X6Xf",
       "tagId": "FydpKYmttDwoZVAA"
     },
-    {
-      "workflowId": "WkAdUd9jXTtPagGO",
-      "tagId": "FydpKYmttDwoZVAA"
-    },
     {
       "workflowId": "cPWZKfrHOUSUZjIp",
       "tagId": "FydpKYmttDwoZVAA"
diff --git a/workflows/WkAdUd9jXTtPagGO.json b/workflows/WkAdUd9jXTtPagGO.json
index df68506..8704153 100644
--- a/workflows/WkAdUd9jXTtPagGO.json
+++ b/workflows/WkAdUd9jXTtPagGO.json
@@ -22,7 +22,7 @@
       "type": "n8n-nodes-base.code",
       "typeVersion": 2,
       "position": [
-        816,
+        768,
         304
       ]
     },
@@ -68,31 +68,17 @@
       "type": "n8n-nodes-base.postgres",
       "typeVersion": 2.6,
       "position": [
-        640,
+        528,
         304
       ],
       "id": "2f0708e1-996c-4705-b374-2a119fcd6b18",
       "name": "Get Active Followed Series",
       "credentials": {
         "postgres": {
-          "id": "dsnKfvOBMkgU21Lt",
-          "name": "supabase postgres account"
+          "id": "9grzZwW7Br6SzdV8",
+          "name": "n8n-media"
         }
       }
-    },
-    {
-      "parameters": {
-        "language": "pythonNative",
-        "pythonCode": "# Mode: Run Once for All Items\n# Purpose: Debug the environment context passed from Parent to Child\n\nresults = []\n\nfor _item in _items:\n    # We create a debug log of the current execution context\n    debug_info = {\n        \"execution_id\": _item['json'].get('executionId', 'N/A'),\n        \"parent_execution_id\": _item['json'].get('parentExecutionId', 'N/A'),\n        # Check if internal n8n variables are reachable\n        \"workflow_id\": _item['json'].get('workflowId', 'N/A'),\n    }\n    \n    _item['json']['debug_context'] = debug_info\n    results.append(_item)\n\nreturn results"
-      },
-      "type": "n8n-nodes-base.code",
-      "typeVersion": 2,
-      "position": [
-        432,
-        304
-      ],
-      "id": "b538b6ba-0c72-40ee-ba3e-723e79fc0d21",
-      "name": "Code in Python"
     }
   ],
   "connections": {
@@ -100,7 +86,7 @@
       "main": [
         [
           {
-            "node": "Code in Python",
+            "node": "Get Active Followed Series",
             "type": "main",
             "index": 0
           }
@@ -128,17 +114,6 @@
           }
         ]
       ]
-    },
-    "Code in Python": {
-      "main": [
-        [
-          {
-            "node": "Get Active Followed Series",
-            "type": "main",
-            "index": 0
-          }
-        ]
-      ]
     }
   },
   "settings": {
@@ -149,7 +124,7 @@
     "saveExecutionProgress": true
   },
   "triggerCount": 0,
-  "versionId": "dfde93ca-153c-4dce-b4f3-eac86c25d2e5",
+  "versionId": "9c096562-3d33-4d44-8f30-5afdd1bfc05e",
   "owner": {
     "type": "personal",
     "projectId": "FeLO36wNUAcn61Wj",
diff --git a/workflows/cPWZKfrHOUSUZjIp.json b/workflows/cPWZKfrHOUSUZjIp.json
index 951a0af..5a96248 100644
--- a/workflows/cPWZKfrHOUSUZjIp.json
+++ b/workflows/cPWZKfrHOUSUZjIp.json
@@ -7,8 +7,8 @@
       "id": "workflow-trigger",
       "name": "Workflow Trigger",
       "position": [
-        2272,
-        864
+        48,
+        640
       ],
       "type": "n8n-nodes-base.executeWorkflowTrigger",
       "typeVersion": 1
@@ -21,8 +21,8 @@
       "id": "ssh-list-general",
       "name": "List General Folders",
       "position": [
-        2496,
-        768
+        272,
+        544
       ],
       "type": "n8n-nodes-base.ssh",
       "typeVersion": 1,
@@ -40,8 +40,8 @@
       "id": "code-parse",
       "name": "Code",
       "position": [
-        2720,
-        672
+        496,
+        448
       ],
       "type": "n8n-nodes-base.code",
       "typeVersion": 2
@@ -61,8 +61,8 @@
       "type": "@n8n/n8n-nodes-langchain.agent",
       "typeVersion": 3,
       "position": [
-        3872,
-        592
+        1648,
+        368
       ],
       "id": "409e6caa-c009-4b43-9170-e8c3251ef003",
       "name": "Lookup Agent",
@@ -84,8 +84,8 @@
       "type": "@tavily/n8n-nodes-tavily.tavilyTool",
       "typeVersion": 1,
       "position": [
-        4000,
-        816
+        1776,
+        592
       ],
       "id": "b7ce39bf-87d5-4af4-bcf2-2b58381f1956",
       "name": "tavily_search",
@@ -286,8 +286,8 @@
       "type": "n8n-nodes-base.postgres",
       "typeVersion": 2.6,
       "position": [
-        5424,
-        704
+        3200,
+        480
       ],
       "id": "a85dde4b-2471-4ced-8e3c-f999a6297895",
       "name": "Insert or update rows in a table",
@@ -308,8 +308,8 @@
       "type": "n8n-nodes-base.splitInBatches",
       "typeVersion": 3,
       "position": [
-        3392,
-        768
+        1168,
+        544
       ],
       "id": "3e1127d2-a059-475c-a90e-9cf2dc3a8d46",
       "name": "Loop Over Items"
@@ -342,8 +342,8 @@
       "type": "n8n-nodes-base.httpRequestTool",
       "typeVersion": 4.3,
       "position": [
-        4128,
-        816
+        1904,
+        592
       ],
       "id": "14c979cf-00b4-4f79-8b49-e3e1b6fe54da",
       "name": "google_search"
@@ -384,8 +384,8 @@
       "type": "n8n-nodes-base.filter",
       "typeVersion": 2.3,
       "position": [
-        3168,
-        768
+        944,
+        544
       ],
       "id": "8b666e89-b553-42a1-8d91-94fd5404760c",
       "name": "Filter Unwanted",
@@ -401,8 +401,8 @@
       "type": "n8n-nodes-base.merge",
       "typeVersion": 3.2,
       "position": [
-        4624,
-        768
+        2400,
+        544
       ],
       "id": "31313285-3e56-44d1-a79b-c65bd2206460",
       "name": "Merge"
@@ -443,8 +443,8 @@
       "type": "n8n-nodes-base.if",
       "typeVersion": 2.3,
       "position": [
-        5200,
-        768
+        2976,
+        544
       ],
       "id": "d0d29d9a-606e-41d4-a8e9-867f51469f1e",
       "name": "verified"
@@ -454,8 +454,8 @@
       "type": "n8n-nodes-base.noOp",
       "typeVersion": 1,
       "position": [
-        5648,
-        944
+        3424,
+        720
       ],
       "id": "618a5f45-e4d2-4ba3-a61a-858b7025ab85",
       "name": "Formatting"
@@ -469,8 +469,8 @@
       "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
       "typeVersion": 1.3,
       "position": [
-        4256,
-        816
+        2032,
+        592
       ],
       "id": "3baa52c0-8ce1-40fb-9b91-cfe6f869e9ae",
       "name": "Structured Output Parser",
@@ -486,8 +486,8 @@
       "id": "postgres-filter",
       "name": "Fetch Existing",
       "position": [
-        2720,
-        864
+        496,
+        640
       ],
       "type": "n8n-nodes-base.postgres",
       "typeVersion": 1,
@@ -509,8 +509,8 @@
       "id": "merge-check",
       "name": "Filter Existing",
       "position": [
-        2944,
-        768
+        720,
+        544
       ],
       "type": "n8n-nodes-base.merge",
       "typeVersion": 3.2
@@ -526,8 +526,8 @@
       "type": "n8n-nodes-base.scheduleTrigger",
       "typeVersion": 1.3,
       "position": [
-        2272,
-        672
+        48,
+        448
       ],
       "id": "f411d807-43c9-459b-a0bb-1c079a4d8666",
       "name": "Schedule Trigger"
@@ -545,8 +545,8 @@
       "type": "n8n-nodes-base.gmail",
       "typeVersion": 2.2,
       "position": [
-        4000,
-        416
+        1776,
+        192
       ],
       "id": "383ff376-cec7-4cde-a9a6-265cee6db626",
       "name": "Send a message",
@@ -565,8 +565,8 @@
       "type": "n8n-nodes-base.code",
       "typeVersion": 2,
       "position": [
-        3824,
-        416
+        1600,
+        192
       ],
       "id": "b77eac76-096e-40d6-907e-cc861acca2dd",
       "name": "Code in JavaScript"
@@ -599,8 +599,8 @@
       "type": "n8n-nodes-base.if",
       "typeVersion": 2.3,
       "position": [
-        3600,
-        640
+        1376,
+        416
       ],
       "id": "e357ecd8-c8e7-48e0-9505-7044f883dc14",
       "name": "If"
@@ -614,8 +614,8 @@
       "type": "@n8n/n8n-nodes-langchain.chainLlm",
       "typeVersion": 1.7,
       "position": [
-        4848,
-        768
+        2624,
+        544
       ],
       "id": "273ae694-f28a-456c-ad24-0dcd4e64e710",
       "name": "QA Agent"
@@ -630,14 +630,15 @@
         },
         "responsesApiEnabled": false,
         "options": {
-          "responseFormat": "json_object"
+          "responseFormat": "json_object",
+          "temperature": 0
         }
       },
       "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
       "typeVersion": 1.3,
       "position": [
-        4400,
-        992
+        2176,
+        768
       ],
       "id": "8198be70-fcae-44f1-8643-a6b97d7a33b0",
       "name": "gpt-oss:120b - Validator",
@@ -703,8 +704,8 @@
       "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
       "typeVersion": 2.2,
       "position": [
-        3712,
-        848
+        1488,
+        624
       ],
       "id": "78150d6a-0c28-46e5-ba55-953b063b6872",
       "name": "audible_lookup_asin"
@@ -765,8 +766,8 @@
       "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
       "typeVersion": 2.2,
       "position": [
-        3840,
-        816
+        1616,
+        592
       ],
       "id": "a41d0ed6-78a1-401b-9dcb-74f533dedb51",
       "name": "audible_search_book"
@@ -808,8 +809,8 @@
       "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
       "typeVersion": 2.2,
       "position": [
-        4112,
-        976
+        1888,
+        752
       ],
       "id": "943011b5-1af5-45f9-8146-fcf5069e2fa5",
       "name": "brave_search"
@@ -819,8 +820,8 @@
       "type": "@n8n/n8n-nodes-langchain.toolWikipedia",
       "typeVersion": 1,
       "position": [
-        3984,
-        976
+        1760,
+        752
       ],
       "id": "c31ac1dc-4653-4d01-98dc-0b20f83f7c01",
       "name": "Wikipedia"
@@ -834,8 +835,8 @@
       "type": "n8n-nodes-base.stickyNote",
       "typeVersion": 1,
       "position": [
-        2176,
-        336
+        -48,
+        112
       ],
       "id": "83bb9595-37ee-47ee-a3b2-ab034cc75333",
       "name": "Sticky Note"
@@ -854,8 +855,8 @@
       "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
       "typeVersion": 1.3,
       "position": [
-        3856,
-        960
+        1632,
+        736
       ],
       "id": "c69843d8-49d9-43c7-8de9-f67918c87e12",
       "name": "gpt/oss-120b",
@@ -880,8 +881,8 @@
       "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
       "typeVersion": 1.3,
       "position": [
-        3600,
-        960
+        1376,
+        736
       ],
       "id": "ae56277d-f35d-4ece-b6b5-7981e649f242",
       "name": "OpenAI Chat Model",
@@ -894,56 +895,33 @@
     },
     {
       "parameters": {
-        "jsCode": "// Fuzzy match incoming title against followed series\n// Input: title from Execute Workflow trigger\n// Output: matched series or null\n\nconst inputItem = $input.first();\nconst title = inputItem.json.title || '';\nconst metadata = inputItem.json.metadata || {};\n\n// Get all followed series from Supabase\nconst seriesList = $('Get Active Followed Series').all();\n\n// Helper function to normalize strings for comparison\nfunction normalize(str) {\n  return str.toLowerCase()\n    .replace(/[^a-z0-9\\s]/g, '')\n    .replace(/\\s+/g, ' ')\n    .trim();\n}\n\n// Helper function to extract patterns from title\nfunction extractPatterns(title) {\n  const patterns = {\n    volume: null,\n    author: null,\n    cleanTitle: title\n  };\n  \n  // Extract volume numbers (e.g., \"Vol 01\", \"Volume 1\", \"v01\")\n  const volumeMatch = title.match(/\\b(?:vol(?:ume)?\\.?\\s*(\\d+)|v(\\d+))\\b/i);\n  if (volumeMatch) {\n    patterns.volume = parseInt(volumeMatch[1] || volumeMatch[2]);\n  }\n  \n  // Extract author (common patterns: \"Author Name - Title\", \"[Author Name]\")\n  const authorMatch1 = title.match(/^([^-\\[\\]]+?)\\s*-\\s*(.+)/);\n  const authorMatch2 = title.match(/\\[([^\\]]+)\\]/);\n  \n  if (authorMatch1) {\n    patterns.author = authorMatch1[1].trim();\n    patterns.cleanTitle = authorMatch1[2].trim();\n  } else if (authorMatch2) {\n    patterns.author = authorMatch2[1].trim();\n  }\n  \n  return patterns;\n}\n\n// Extract patterns from input title\nconst inputPatterns = extractPatterns(title);\nconst normalizedInput = normalize(inputPatterns.cleanTitle);\n\n// Try to match against series\nlet bestMatch = null;\nlet bestScore = 0;\n\nfor (const series of seriesList) {\n  const seriesName = series.json.series_name || '';\n  const author = series.json.author || '';\n  const normalizedSeries = normalize(seriesName);\n  const normalizedAuthor = normalize(author);\n  \n  let score = 0;\n  \n  // Check if series name is contained in title\n  if (normalizedInput.includes(normalizedSeries)) {\n    score += 50;\n  }\n  \n  // Check if title is contained in series name\n  if (normalizedSeries.includes(normalizedInput)) {\n    score += 40;\n  }\n  \n  // Check author match\n  if (inputPatterns.author && normalizedAuthor) {\n    if (normalize(inputPatterns.author).includes(normalizedAuthor)) {\n      score += 30;\n    }\n  }\n  \n  // Simple word overlap check\n  const inputWords = normalizedInput.split(' ').filter(w => w.length > 2);\n  const seriesWords = normalizedSeries.split(' ').filter(w => w.length > 2);\n  const commonWords = inputWords.filter(w => seriesWords.includes(w));\n  score += commonWords.length * 5;\n  \n  if (score > bestScore) {\n    bestScore = score;\n    bestMatch = series.json;\n  }\n}\n\n// Return match if score is above threshold\nif (bestMatch && bestScore >= 40) {\n  return [{\n    json: {\n      matched: true,\n      series_id: bestMatch.id,\n      series_name: bestMatch.series_name,\n      author: bestMatch.author,\n      category: bestMatch.category,\n      smb_path: bestMatch.smb_path,\n      match_score: bestScore,\n      original_title: title,\n      extracted_volume: inputPatterns.volume,\n      extracted_author: inputPatterns.author\n    }\n  }];\n} else {\n  return [{\n    json: {\n      matched: false,\n      series_id: null,\n      series_name: null,\n      author: null,\n      category: null,\n      smb_path: null,\n      match_score: bestScore,\n      original_title: title\n    }\n  }];\n}"
-      },
-      "id": "6bc67604-5a6a-45ed-af56-5ab176e65e54",
-      "name": "Fuzzy Match Title",
-      "type": "n8n-nodes-base.code",
-      "typeVersion": 2,
-      "position": [
-        4624,
-        560
-      ]
-    },
-    {
-      "parameters": {
-        "operation": "select",
-        "schema": {
+        "workflowId": {
           "__rl": true,
+          "value": "WkAdUd9jXTtPagGO",
           "mode": "list",
-          "value": "public"
+          "cachedResultUrl": "/workflow/WkAdUd9jXTtPagGO",
+          "cachedResultName": "MAM Series Matcher"
         },
-        "table": {
-          "__rl": true,
-          "value": "followed_series",
-          "mode": "list",
-          "cachedResultName": "followed_series"
+        "workflowInputs": {
+          "mappingMode": "defineBelow",
+          "value": {},
+          "matchingColumns": [],
+          "schema": [],
+          "attemptToConvertTypes": false,
+          "convertFieldsToString": true
         },
-        "returnAll": true,
-        "where": {
-          "values": [
-            {
-              "column": "active",
-              "value": "true"
-            }
-          ]
-        },
-        "options": {}
-      },
-      "type": "n8n-nodes-base.postgres",
-      "typeVersion": 2.6,
-      "position": [
-        4352,
-        528
-      ],
-      "id": "e10726a0-7a1c-4b9b-ba16-1ee3120c6486",
-      "name": "Get Active Followed Series",
-      "credentials": {
-        "postgres": {
-          "id": "9grzZwW7Br6SzdV8",
-          "name": "n8n-media"
+        "options": {
+          "waitForSubWorkflow": true
         }
-      }
+      },
+      "type": "n8n-nodes-base.executeWorkflow",
+      "typeVersion": 1.3,
+      "position": [
+        2128,
+        368
+      ],
+      "id": "5e966fb1-22e6-405c-b2cb-14cc7ae53cb1",
+      "name": "Call 'MAM Series Matcher'"
     }
   ],
   "connections": {
@@ -951,9 +929,9 @@
       "main": [
         [
           {
+            "index": 0,
             "node": "Filter Existing",
-            "type": "main",
-            "index": 0
+            "type": "main"
           }
         ]
       ]
@@ -962,9 +940,9 @@
       "main": [
         [
           {
+            "index": 0,
             "node": "Code",
-            "type": "main",
-            "index": 0
+            "type": "main"
           },
           {
             "node": "Fetch Existing",
@@ -978,9 +956,9 @@
       "main": [
         [
           {
+            "index": 0,
             "node": "List General Folders",
-            "type": "main",
-            "index": 0
+            "type": "main"
           }
         ]
       ]
@@ -1000,7 +978,7 @@
       "main": [
         [
           {
-            "node": "Get Active Followed Series",
+            "node": "Call 'MAM Series Matcher'",
             "type": "main",
             "index": 0
           }
@@ -1125,9 +1103,9 @@
       "main": [
         [
           {
+            "index": 1,
             "node": "Filter Existing",
-            "type": "main",
-            "index": 1
+            "type": "main"
           }
         ]
       ]
@@ -1247,6 +1225,11 @@
         ]
       ]
     },
+    "gpt/oss-120b": {
+      "ai_languageModel": [
+        []
+      ]
+    },
     "OpenAI Chat Model": {
       "ai_languageModel": [
         [
@@ -1258,7 +1241,7 @@
         ]
       ]
     },
-    "Fuzzy Match Title": {
+    "Call 'MAM Series Matcher'": {
       "main": [
         [
           {
@@ -1268,17 +1251,6 @@
           }
         ]
       ]
-    },
-    "Get Active Followed Series": {
-      "main": [
-        [
-          {
-            "node": "Fuzzy Match Title",
-            "type": "main",
-            "index": 0
-          }
-        ]
-      ]
     }
   },
   "settings": {
@@ -1287,7 +1259,7 @@
     "availableInMCP": false
   },
   "triggerCount": 1,
-  "versionId": "28f307b7-5456-4809-a3e6-af121a2058dc",
+  "versionId": "7ed1b1cb-2859-483e-9091-51b0cb05b2df",
   "owner": {
     "type": "personal",
     "projectId": "FeLO36wNUAcn61Wj",