diff --git a/mapper.js b/mapper.js
index fb1d706..d3ed701 100644
--- a/mapper.js
+++ b/mapper.js
@@ -1,73 +1,33 @@
-const axios = require('axios');
-
-// Common headers for API requests
-const getCommonHeaders = () => ({
-    'Accept': 'application/json, text/plain, */*',
-    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36',
-    'x-site': 'anicrush',
-    'Referer': 'https://anicrush.to/',
-    'Origin': 'https://anicrush.to',
-    'sec-fetch-site': 'same-site',
-    'sec-fetch-mode': 'cors',
-    'sec-fetch-dest': 'empty'
-});
-
-// Minimal GraphQL query for AniList (title, format, year only)
-const ANILIST_QUERY = `
-query ($id: Int) {
-  Media(id: $id, type: ANIME) {
-    id
-    title {
-      romaji
-      english
-      native
-    }
-    synonyms
-    format
-    seasonYear
-  }
-}`;
-
-// Function to calculate string similarity using Levenshtein distance
-function calculateLevenshteinSimilarity(str1, str2) {
-    if (!str1 || !str2) return 0;
-    str1 = str1.toLowerCase();
-    str2 = str2.toLowerCase();
-
-    const matrix = Array(str2.length + 1).fill(null)
-        .map(() => Array(str1.length + 1).fill(null));
+const axios = require('axios');
+const stringSimilarity = require('string-similarity');
 
-    for (let i = 0; i <= str1.length; i++) matrix[0][i] = i;
-    for (let j = 0; j <= str2.length; j++) matrix[j][0] = j;
+// Common headers for API requests
+const getCommonHeaders = () => ({
+    'Accept': 'application/json, text/plain, */*',
+    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36',
+    'x-site': 'anicrush',
+    'Referer': 'https://anicrush.to/',
+    'Origin': 'https://anicrush.to',
+    'sec-fetch-site': 'same-site',
+    'sec-fetch-mode': 'cors',
+    'sec-fetch-dest': 'empty'
+});
 
-    for (let j = 1; j <= str2.length; j++) {
-        for (let i = 1; i <= str1.length; i++) {
-            const indicator = str1[i - 1] === str2[j - 1] ? 0 : 1;
-            matrix[j][i] = Math.min(
-                matrix[j][i - 1] + 1,
-                matrix[j - 1][i] + 1,
-                matrix[j - 1][i - 1] + indicator
-            );
-        }
+// Minimal GraphQL query for AniList (title, format, year only)
+const ANILIST_QUERY = `
+query ($id: Int) {
+  Media(id: $id, type: ANIME) {
+    id
+    title {
+      romaji
+      english
+      native
     }
-
-    const maxLength = Math.max(str1.length, str2.length);
-    if (maxLength === 0) return 100;
-    return ((maxLength - matrix[str2.length][str1.length]) / maxLength) * 100;
-}
-
-// Function to calculate word-based similarity
-function calculateWordSimilarity(str1, str2) {
-    if (!str1 || !str2) return 0;
-    
-    const words1 = str1.toLowerCase().split(/\s+/).filter(Boolean);
-    const words2 = str2.toLowerCase().split(/\s+/).filter(Boolean);
-    
-    const commonWords = words1.filter(word => words2.includes(word));
-    const totalUniqueWords = new Set([...words1, ...words2]).size;
-    
-    return (commonWords.length / totalUniqueWords) * 100;
-}
+    synonyms
+    format
+    seasonYear
+  }
+}`;
 
 // Function to normalize title for comparison
 function normalizeTitle(title) {
@@ -177,13 +137,13 @@ async function getEpisodeList(movieId) {
     }
 }
 
-// Function to calculate overall similarity between titles
+// Function to calculate similarity between titles using string-similarity library
 function calculateTitleSimilarity(title1, title2) {
-    const levenshteinSim = calculateLevenshteinSimilarity(title1, title2);
-    const wordSim = calculateWordSimilarity(title1, title2);
-    
-    // Weight the similarities (favoring word-based matching for titles)
-    return (levenshteinSim * 0.4) + (wordSim * 0.6);
+    if (!title1 || !title2) return 0;
+    return stringSimilarity.compareTwoStrings(
+        title1.toLowerCase(), 
+        title2.toLowerCase()
+    ) * 100; // Convert to percentage
 }
 
 // Function to find best match between AniList and anicrush results
@@ -217,11 +177,13 @@ function findBestMatch(anilistData, anicrushResults) {
             typePenalty = 15; // small penalty instead of skip
         }
 
-        const resultTitles = [result.name, result.name_english].filter(Boolean).map(normalizeTitle);
+        const resultTitles = [result.name, result.name_english].filter(Boolean);
 
         for (const aTitle of anilistTitles) {
             for (const rTitle of resultTitles) {
-                const score = calculateTitleSimilarity(aTitle, rTitle);
+                const similarity = calculateTitleSimilarity(aTitle, rTitle);
+                const score = Math.max(0, similarity - typePenalty);
+                
                 if (score > highestScore) {
                     highestScore = score;
                     bestMatch = result;
@@ -230,7 +192,7 @@ function findBestMatch(anilistData, anicrushResults) {
         }
     }
 
-    return highestScore >= 25 ? bestMatch : null; // accept if 25%+ similarity
+    return highestScore >= 60 ? bestMatch : null; // Increased threshold to 60% for better accuracy
 }
 
 // Alias for compatibility
diff --git a/package-lock.json b/package-lock.json
index dffa399..fd03068 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -13,7 +13,8 @@
         "cors": "^2.8.5",
         "crypto": "^1.0.1",
         "dotenv": "^16.3.1",
-        "express": "^4.18.2"
+        "express": "^4.18.2",
+        "string-similarity": "^4.0.4"
       },
       "devDependencies": {
         "nodemon": "^3.0.2"
@@ -1530,6 +1531,13 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/string-similarity": {
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/string-similarity/-/string-similarity-4.0.4.tgz",
+      "integrity": "sha512-/q/8Q4Bl4ZKAPjj8WerIBJWALKkaPRfrvhfF8k/B23i4nzrlRj2/go1m90In7nG/3XDSbOo0+pu6RvCTM9RGMQ==",
+      "deprecated": "Package no longer supported. Contact Support at https://www.npmjs.com/support for more info.",
+      "license": "ISC"
+    },
     "node_modules/supports-color": {
       "version": "5.5.0",
       "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
diff --git a/package.json b/package.json
index c5565c8..4fec820 100644
--- a/package.json
+++ b/package.json
@@ -17,7 +17,8 @@
     "cors": "^2.8.5",
     "crypto": "^1.0.1",
     "dotenv": "^16.3.1",
-    "express": "^4.18.2"
+    "express": "^4.18.2",
+    "string-similarity": "^4.0.4"
   },
   "devDependencies": {
     "nodemon": "^3.0.2"