diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 2e90d42c..aa44971c 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -5,6 +5,10 @@
 
 version: 2
 updates:
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "weekly"
   - package-ecosystem: "pip"
     directory: "/"
     target-branch: "staging"
diff --git a/Pipfile b/Pipfile
index 802647cb..9b70219b 100644
--- a/Pipfile
+++ b/Pipfile
@@ -12,7 +12,7 @@ psycopg2-binary = "~=2.9.11"
 pymysql = "~=1.1.0"
 authlib = "~=1.6.4"
 itsdangerous = "~=2.2.0"
-jsonschema = "~=4.25.0"
+jsonschema = "~=4.26.0"
 tqdm = "~=4.67.1"
 python-multipart = "~=0.0.10"
 jinja2 = "~=3.1.4"
diff --git a/Pipfile.lock b/Pipfile.lock
index ccb14315..488849b4 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "75a6579e007ce81d0c4080f3c30861175a1b6db412108fe427f138b82d9ebda5"
+            "sha256": "0ec74ef7da734884c05f727748e1ca8b67ecf256bafb926b890218b197a36528"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -1157,12 +1157,12 @@
         },
         "jsonschema": {
             "hashes": [
-                "sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63",
-                "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85"
+                "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326",
+                "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
-            "version": "==4.25.1"
+            "markers": "python_version >= '3.10'",
+            "version": "==4.26.0"
         },
         "jsonschema-path": {
             "hashes": [
@@ -2764,11 +2764,12 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:016f9c98bb7e98085cb2b4b17b87d2c702975664e4f060c6532e64d1c1a5e797",
-                "sha256:ec21cddfe7724fc7cb4ba4bea7aa8e2ef36f607a4bab81aa6ce42a13dc3f03dd"
+                "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed",
+                "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==2.6.2"
+            "version": "==2.6.3"
         },
         "uvicorn": {
             "hashes": [
diff --git a/api/app_factory.py b/api/app_factory.py
index c3920487..e26509a8 100644
--- a/api/app_factory.py
+++ b/api/app_factory.py
@@ -43,6 +43,14 @@ async def dispatch(self, request: Request, call_next):
                 return JSONResponse(status_code=403, content={"detail": "Forbidden"})
 
         response = await call_next(request)
+
+        # Add HSTS header to prevent man-in-the-middle attacks
+        # max-age=31536000: 1 year in seconds
+        # includeSubDomains: apply to all subdomains
+        # preload: eligible for browser HSTS preload lists
+        hsts_value = "max-age=31536000; includeSubDomains; preload"
+        response.headers["Strict-Transport-Security"] = hsts_value
+
         return response
 
 
diff --git a/app/package-lock.json b/app/package-lock.json
index 806677bc..2f3adb07 100644
--- a/app/package-lock.json
+++ b/app/package-lock.json
@@ -8,6 +8,7 @@
       "name": "queryweaver-app",
       "version": "0.0.1",
       "dependencies": {
+        "@falkordb/canvas": "^0.0.29",
         "@hookform/resolvers": "^3.10.0",
         "@radix-ui/react-accordion": "^1.2.11",
         "@radix-ui/react-alert-dialog": "^1.1.14",
@@ -47,10 +48,10 @@
         "input-otp": "^1.4.2",
         "lucide-react": "^0.462.0",
         "next-themes": "^0.3.0",
+        "preact": "^10.28.2",
         "react": "^18.3.1",
         "react-day-picker": "^8.10.1",
         "react-dom": "^18.3.1",
-        "react-force-graph-2d": "^1.29.0",
         "react-hook-form": "^7.61.1",
         "react-resizable-panels": "^2.1.9",
         "react-router-dom": "^6.30.1",
@@ -82,8 +83,6 @@
     },
     "node_modules/@alloc/quick-lru": {
       "version": "5.2.0",
-      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
-      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
       "license": "MIT",
       "engines": {
         "node": ">=10"
@@ -93,9 +92,7 @@
       }
     },
     "node_modules/@babel/runtime": {
-      "version": "7.28.4",
-      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.28.4.tgz",
-      "integrity": "sha512-Q/N6JNWvIvPnLDvjlE1OUBLPQHH6l3CltCEsHIujp45zQUSSh8K+gHnaEX45yAT1nyngnINhvWtzN+Nb9D8RAQ==",
+      "version": "7.28.6",
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
@@ -375,8 +372,6 @@
     },
     "node_modules/@esbuild/linux-x64": {
       "version": "0.27.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.27.2.tgz",
-      "integrity": "sha512-uwp2Tip5aPmH+NRUwTcfLb+W32WXjpFejTIOWZFw/v7/KnpCDKG66u4DLcurQpiYTiYwQ9B7KOeMJvLCu/OvbA==",
       "cpu": [
         "x64"
       ],
@@ -544,9 +539,7 @@
       }
     },
     "node_modules/@eslint-community/eslint-utils": {
-      "version": "4.9.0",
-      "resolved": "https://registry.npmjs.org/@eslint-community/eslint-utils/-/eslint-utils-4.9.0.tgz",
-      "integrity": "sha512-ayVFHdtZ+hsq1t2Dy24wCmGXGe4q9Gu3smhLYALJrr473ZH27MsnSL+LKUlimp4BWJqMDMLmPpx/Q9R3OAlL4g==",
+      "version": "4.9.1",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -564,8 +557,6 @@
     },
     "node_modules/@eslint-community/eslint-utils/node_modules/eslint-visitor-keys": {
       "version": "3.4.3",
-      "resolved": "https://registry.npmjs.org/eslint-visitor-keys/-/eslint-visitor-keys-3.4.3.tgz",
-      "integrity": "sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
@@ -577,8 +568,6 @@
     },
     "node_modules/@eslint-community/regexpp": {
       "version": "4.12.2",
-      "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.12.2.tgz",
-      "integrity": "sha512-EriSTlt5OC9/7SXkRSCAhfSxxoSUgBm33OH+IkwbdpgoqsSsUg7y3uh+IICI/Qg4BBWr3U2i39RpmycbxMq4ew==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -587,8 +576,6 @@
     },
     "node_modules/@eslint/config-array": {
       "version": "0.21.1",
-      "resolved": "https://registry.npmjs.org/@eslint/config-array/-/config-array-0.21.1.tgz",
-      "integrity": "sha512-aw1gNayWpdI/jSYVgzN5pL0cfzU02GT3NBpeT/DXbx1/1x7ZKxFPd9bwrzygx/qiwIQiJ1sw/zD8qY/kRvlGHA==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
@@ -602,8 +589,6 @@
     },
     "node_modules/@eslint/config-helpers": {
       "version": "0.4.2",
-      "resolved": "https://registry.npmjs.org/@eslint/config-helpers/-/config-helpers-0.4.2.tgz",
-      "integrity": "sha512-gBrxN88gOIf3R7ja5K9slwNayVcZgK6SOUORm2uBzTeIEfeVaIhOpCtTox3P6R7o2jLFwLFTLnC7kU/RGcYEgw==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
@@ -615,8 +600,6 @@
     },
     "node_modules/@eslint/core": {
       "version": "0.17.0",
-      "resolved": "https://registry.npmjs.org/@eslint/core/-/core-0.17.0.tgz",
-      "integrity": "sha512-yL/sLrpmtDaFEiUj1osRP4TI2MDz1AddJL+jZ7KSqvBuliN4xqYY54IfdN8qD8Toa6g1iloph1fxQNkjOxrrpQ==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
@@ -627,9 +610,7 @@
       }
     },
     "node_modules/@eslint/eslintrc": {
-      "version": "3.3.1",
-      "resolved": "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-3.3.1.tgz",
-      "integrity": "sha512-gtF186CXhIl1p4pJNGZw8Yc6RlshoePRvE0X91oPGb3vZ8pM3qOS9W9NGPat9LziaBV7XrJWGylNQXkGcnM3IQ==",
+      "version": "3.3.3",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -639,7 +620,7 @@
         "globals": "^14.0.0",
         "ignore": "^5.2.0",
         "import-fresh": "^3.2.1",
-        "js-yaml": "^4.1.0",
+        "js-yaml": "^4.1.1",
         "minimatch": "^3.1.2",
         "strip-json-comments": "^3.1.1"
       },
@@ -652,8 +633,6 @@
     },
     "node_modules/@eslint/eslintrc/node_modules/globals": {
       "version": "14.0.0",
-      "resolved": "https://registry.npmjs.org/globals/-/globals-14.0.0.tgz",
-      "integrity": "sha512-oahGvuMGQlPw/ivIYBjVSrWAfWLBeku5tpPE2fOPLi+WHffIWbuh2tCjhyQhTBPMf5E9jDEH4FOmTYgYwbKwtQ==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -664,9 +643,7 @@
       }
     },
     "node_modules/@eslint/js": {
-      "version": "9.39.1",
-      "resolved": "https://registry.npmjs.org/@eslint/js/-/js-9.39.1.tgz",
-      "integrity": "sha512-S26Stp4zCy88tH94QbBv3XCuzRQiZ9yXofEILmglYTh/Ug/a9/umqvgFtYBAo3Lp0nsI/5/qH1CCrbdK3AP1Tw==",
+      "version": "9.39.2",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -678,8 +655,6 @@
     },
     "node_modules/@eslint/object-schema": {
       "version": "2.1.7",
-      "resolved": "https://registry.npmjs.org/@eslint/object-schema/-/object-schema-2.1.7.tgz",
-      "integrity": "sha512-VtAOaymWVfZcmZbp6E2mympDIHvyjXs/12LqWYjVw6qjrfF+VK+fyG33kChz3nnK+SU5/NeHOqrTEHS8sXO3OA==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
@@ -688,8 +663,6 @@
     },
     "node_modules/@eslint/plugin-kit": {
       "version": "0.4.1",
-      "resolved": "https://registry.npmjs.org/@eslint/plugin-kit/-/plugin-kit-0.4.1.tgz",
-      "integrity": "sha512-43/qtrDUokr7LJqoF2c3+RInu/t4zfrpYdoSDfYyhg52rwLV6TnOvdG4fXm7IkSB3wErkcmJS9iEhjVtOSEjjA==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
@@ -700,10 +673,28 @@
         "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
       }
     },
+    "node_modules/@falkordb/canvas": {
+      "version": "0.0.29",
+      "resolved": "https://registry.npmjs.org/@falkordb/canvas/-/canvas-0.0.29.tgz",
+      "integrity": "sha512-dDx1H/lOinzQb9rvI5DKDh7+tpwBArkemzZ9iTefH1/iO7BQ0gMr5MsnLxQo0A0Y57RTzKlJRWlpRAwbM4IPag==",
+      "license": "MIT",
+      "dependencies": {
+        "d3": "^7.9.0",
+        "force-graph": "^1.44.4",
+        "react": "^19.2.3"
+      }
+    },
+    "node_modules/@falkordb/canvas/node_modules/react": {
+      "version": "19.2.4",
+      "resolved": "https://registry.npmjs.org/react/-/react-19.2.4.tgz",
+      "integrity": "sha512-9nfp2hYpCwOjAN+8TZFGhtWEwgvWHXqESH8qT89AT/lWklpLON22Lc8pEtnpsZz7VmawabSU0gCjnj8aC0euHQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/@floating-ui/core": {
       "version": "1.7.3",
-      "resolved": "https://registry.npmjs.org/@floating-ui/core/-/core-1.7.3.tgz",
-      "integrity": "sha512-sGnvb5dmrJaKEZ+LDIpguvdX3bDlEllmv4/ClQ9awcmCZrlx5jQyyMWFM5kBI+EyNOCDDiKk8il0zeuX3Zlg/w==",
       "license": "MIT",
       "dependencies": {
         "@floating-ui/utils": "^0.2.10"
@@ -711,8 +702,6 @@
     },
     "node_modules/@floating-ui/dom": {
       "version": "1.7.4",
-      "resolved": "https://registry.npmjs.org/@floating-ui/dom/-/dom-1.7.4.tgz",
-      "integrity": "sha512-OOchDgh4F2CchOX94cRVqhvy7b3AFb+/rQXyswmzmGakRfkMgoWVjfnLWkRirfLEfuD4ysVW16eXzwt3jHIzKA==",
       "license": "MIT",
       "dependencies": {
         "@floating-ui/core": "^1.7.3",
@@ -721,8 +710,6 @@
     },
     "node_modules/@floating-ui/react-dom": {
       "version": "2.1.6",
-      "resolved": "https://registry.npmjs.org/@floating-ui/react-dom/-/react-dom-2.1.6.tgz",
-      "integrity": "sha512-4JX6rEatQEvlmgU80wZyq9RT96HZJa88q8hp0pBd+LrczeDI4o6uA2M+uvxngVHo4Ihr8uibXxH6+70zhAFrVw==",
       "license": "MIT",
       "dependencies": {
         "@floating-ui/dom": "^1.7.4"
@@ -734,14 +721,10 @@
     },
     "node_modules/@floating-ui/utils": {
       "version": "0.2.10",
-      "resolved": "https://registry.npmjs.org/@floating-ui/utils/-/utils-0.2.10.tgz",
-      "integrity": "sha512-aGTxbpbg8/b5JfU1HXSrbH3wXZuLPJcNEcZQFMxLs3oSzgtVu6nFPkbbGGUvBcUjKV2YyB9Wxxabo+HEH9tcRQ==",
       "license": "MIT"
     },
     "node_modules/@hookform/resolvers": {
       "version": "3.10.0",
-      "resolved": "https://registry.npmjs.org/@hookform/resolvers/-/resolvers-3.10.0.tgz",
-      "integrity": "sha512-79Dv+3mDF7i+2ajj7SkypSKHhl1cbln1OGavqrsF7p6mbUv11xpqpacPsGDCTRvCSjEEIez2ef1NveSVL3b0Ag==",
       "license": "MIT",
       "peerDependencies": {
         "react-hook-form": "^7.0.0"
@@ -749,8 +732,6 @@
     },
     "node_modules/@humanfs/core": {
       "version": "0.19.1",
-      "resolved": "https://registry.npmjs.org/@humanfs/core/-/core-0.19.1.tgz",
-      "integrity": "sha512-5DyQ4+1JEUzejeK1JGICcideyfUbGixgS9jNgex5nqkW+cY7WZhxBigmieN5Qnw9ZosSNVC9KQKyb+GUaGyKUA==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
@@ -759,8 +740,6 @@
     },
     "node_modules/@humanfs/node": {
       "version": "0.16.7",
-      "resolved": "https://registry.npmjs.org/@humanfs/node/-/node-0.16.7.tgz",
-      "integrity": "sha512-/zUx+yOsIrG4Y43Eh2peDeKCxlRt/gET6aHfaKpuq267qXdYDFViVHfMaLyygZOnl0kGWxFIgsBy8QFuTLUXEQ==",
       "dev": true,
       "license": "Apache-2.0",
       "dependencies": {
@@ -773,8 +752,6 @@
     },
     "node_modules/@humanwhocodes/module-importer": {
       "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/@humanwhocodes/module-importer/-/module-importer-1.0.1.tgz",
-      "integrity": "sha512-bxveV4V8v5Yb4ncFTT3rPSgZBOpCkjfK0y4oVVVJwIuDVBRMDXrPyXRL988i5ap9m9bnyEEjWfm5WkBmtffLfA==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
@@ -787,8 +764,6 @@
     },
     "node_modules/@humanwhocodes/retry": {
       "version": "0.4.3",
-      "resolved": "https://registry.npmjs.org/@humanwhocodes/retry/-/retry-0.4.3.tgz",
-      "integrity": "sha512-bV0Tgo9K4hfPCek+aMAn81RppFKv2ySDQeMoSZuvTASywNTnVJCArCZE2FWqpvIatKu7VMRLWlR1EazvVhDyhQ==",
       "dev": true,
       "license": "Apache-2.0",
       "engines": {
@@ -799,27 +774,8 @@
         "url": "https://github.com/sponsors/nzakas"
       }
     },
-    "node_modules/@isaacs/cliui": {
-      "version": "8.0.2",
-      "resolved": "https://registry.npmjs.org/@isaacs/cliui/-/cliui-8.0.2.tgz",
-      "integrity": "sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==",
-      "license": "ISC",
-      "dependencies": {
-        "string-width": "^5.1.2",
-        "string-width-cjs": "npm:string-width@^4.2.0",
-        "strip-ansi": "^7.0.1",
-        "strip-ansi-cjs": "npm:strip-ansi@^6.0.1",
-        "wrap-ansi": "^8.1.0",
-        "wrap-ansi-cjs": "npm:wrap-ansi@^7.0.0"
-      },
-      "engines": {
-        "node": ">=12"
-      }
-    },
     "node_modules/@jridgewell/gen-mapping": {
       "version": "0.3.13",
-      "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.13.tgz",
-      "integrity": "sha512-2kkt/7niJ6MgEPxF0bYdQ6etZaA+fQvDcLKckhy1yIQOzaoKjBBjSj63/aLVjYE3qhRt5dvM+uUyfCg6UKCBbA==",
       "license": "MIT",
       "dependencies": {
         "@jridgewell/sourcemap-codec": "^1.5.0",
@@ -828,8 +784,6 @@
     },
     "node_modules/@jridgewell/resolve-uri": {
       "version": "3.1.2",
-      "resolved": "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.1.2.tgz",
-      "integrity": "sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==",
       "license": "MIT",
       "engines": {
         "node": ">=6.0.0"
@@ -837,14 +791,10 @@
     },
     "node_modules/@jridgewell/sourcemap-codec": {
       "version": "1.5.5",
-      "resolved": "https://registry.npmjs.org/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.5.tgz",
-      "integrity": "sha512-cYQ9310grqxueWbl+WuIUIaiUaDcj7WOq5fVhEljNVgRfOUhY9fy2zTvfoqWsnebh8Sl70VScFbICvJnLKB0Og==",
       "license": "MIT"
     },
     "node_modules/@jridgewell/trace-mapping": {
       "version": "0.3.31",
-      "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.31.tgz",
-      "integrity": "sha512-zzNR+SdQSDJzc8joaeP8QQoCQr8NuYx2dIIytl1QeBEZHJ9uW6hebsrYgbz8hJwUQao3TWCMtmfV8Nu1twOLAw==",
       "license": "MIT",
       "dependencies": {
         "@jridgewell/resolve-uri": "^3.1.0",
@@ -853,8 +803,6 @@
     },
     "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==",
       "license": "MIT",
       "dependencies": {
         "@nodelib/fs.stat": "2.0.5",
@@ -866,8 +814,6 @@
     },
     "node_modules/@nodelib/fs.stat": {
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-      "integrity": "sha512-j2Zq4NyQYG5XMST4cbs02Ak8iJUdxRM0XI5QyxXuZOzKOINmWurp3smXu3y5wDcJrptwpSjgXHzIQxR0omXljQ==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "fdir": "^6.5.0",
@@ -6943,9 +5996,6 @@
     },
     "node_modules/tinyglobby/node_modules/fdir": {
       "version": "6.5.0",
-      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.5.0.tgz",
-      "integrity": "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=12.0.0"
@@ -6961,9 +6011,6 @@
     },
     "node_modules/tinyglobby/node_modules/picomatch": {
       "version": "4.0.3",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
-      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=12"
@@ -6974,8 +6021,6 @@
     },
     "node_modules/to-regex-range": {
       "version": "5.0.1",
-      "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
-      "integrity": "sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==",
       "license": "MIT",
       "dependencies": {
         "is-number": "^7.0.0"
@@ -6985,9 +6030,7 @@
       }
     },
     "node_modules/ts-api-utils": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/ts-api-utils/-/ts-api-utils-2.1.0.tgz",
-      "integrity": "sha512-CUgTZL1irw8u29bzrOD/nH85jqyc74D6SshFgujOIA7osm2Rz7dYH77agkx7H4FBNxDq7Cjf+IjaX/8zwFW+ZQ==",
+      "version": "2.4.0",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -6999,20 +6042,14 @@
     },
     "node_modules/ts-interface-checker": {
       "version": "0.1.13",
-      "resolved": "https://registry.npmjs.org/ts-interface-checker/-/ts-interface-checker-0.1.13.tgz",
-      "integrity": "sha512-Y/arvbn+rrz3JCKl9C4kVNfTfSm2/mEp5FSz5EsZSANGPSlQrpRI5M4PKF+mJnE52jOO90PnPSc3Ur3bTQw0gA==",
       "license": "Apache-2.0"
     },
     "node_modules/tslib": {
       "version": "2.8.1",
-      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-      "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
       "license": "0BSD"
     },
     "node_modules/type-check": {
       "version": "0.4.0",
-      "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
-      "integrity": "sha512-XleUoc9uwGXqjWwXaUTZAmzMcFZ5858QA2vvx1Ur5xIcixXIP+8LnFDgRplU30us6teqdlskFfu+ae4K79Ooew==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -7024,8 +6061,6 @@
     },
     "node_modules/typescript": {
       "version": "5.9.3",
-      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
-      "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
       "dev": true,
       "license": "Apache-2.0",
       "bin": {
@@ -7037,16 +6072,14 @@
       }
     },
     "node_modules/typescript-eslint": {
-      "version": "8.46.4",
-      "resolved": "https://registry.npmjs.org/typescript-eslint/-/typescript-eslint-8.46.4.tgz",
-      "integrity": "sha512-KALyxkpYV5Ix7UhvjTwJXZv76VWsHG+NjNlt/z+a17SOQSiOcBdUXdbJdyXi7RPxrBFECtFOiPwUJQusJuCqrg==",
+      "version": "8.53.0",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@typescript-eslint/eslint-plugin": "8.46.4",
-        "@typescript-eslint/parser": "8.46.4",
-        "@typescript-eslint/typescript-estree": "8.46.4",
-        "@typescript-eslint/utils": "8.46.4"
+        "@typescript-eslint/eslint-plugin": "8.53.0",
+        "@typescript-eslint/parser": "8.53.0",
+        "@typescript-eslint/typescript-estree": "8.53.0",
+        "@typescript-eslint/utils": "8.53.0"
       },
       "engines": {
         "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
@@ -7062,15 +6095,11 @@
     },
     "node_modules/undici-types": {
       "version": "6.21.0",
-      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
-      "integrity": "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==",
       "dev": true,
       "license": "MIT"
     },
     "node_modules/update-browserslist-db": {
-      "version": "1.1.4",
-      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.1.4.tgz",
-      "integrity": "sha512-q0SPT4xyU84saUX+tomz1WLkxUbuaJnR1xWt17M7fJtEJigJeWUNGUqrauFXsHnqev9y9JTRGwk13tFBuKby4A==",
+      "version": "1.2.3",
       "dev": true,
       "funding": [
         {
@@ -7100,8 +6129,6 @@
     },
     "node_modules/uri-js": {
       "version": "4.4.1",
-      "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
-      "integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
       "dev": true,
       "license": "BSD-2-Clause",
       "dependencies": {
@@ -7110,8 +6137,6 @@
     },
     "node_modules/use-callback-ref": {
       "version": "1.3.3",
-      "resolved": "https://registry.npmjs.org/use-callback-ref/-/use-callback-ref-1.3.3.tgz",
-      "integrity": "sha512-jQL3lRnocaFtu3V00JToYz/4QkNWswxijDaCVNZRiRTO3HQDLsdu1ZtmIUvV4yPp+rvWm5j0y0TG/S61cuijTg==",
       "license": "MIT",
       "dependencies": {
         "tslib": "^2.0.0"
@@ -7131,8 +6156,6 @@
     },
     "node_modules/use-sidecar": {
       "version": "1.1.3",
-      "resolved": "https://registry.npmjs.org/use-sidecar/-/use-sidecar-1.1.3.tgz",
-      "integrity": "sha512-Fedw0aZvkhynoPYlA5WXrMCAMm+nSWdZt6lzJQ7Ok8S6Q+VsHmHpRWndVRJ8Be0ZbkfPc5LRYH+5XrzXcEeLRQ==",
       "license": "MIT",
       "dependencies": {
         "detect-node-es": "^1.1.0",
@@ -7153,8 +6176,6 @@
     },
     "node_modules/use-sync-external-store": {
       "version": "1.6.0",
-      "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz",
-      "integrity": "sha512-Pp6GSwGP/NrPIrxVFAIkOQeyw8lFenOHijQWkUTrDvrF4ALqylP2C/KCkeS9dpUM3KvYRQhna5vt7IL95+ZQ9w==",
       "license": "MIT",
       "peerDependencies": {
         "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
@@ -7162,14 +6183,10 @@
     },
     "node_modules/util-deprecate": {
       "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
-      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
       "license": "MIT"
     },
     "node_modules/vaul": {
       "version": "0.9.9",
-      "resolved": "https://registry.npmjs.org/vaul/-/vaul-0.9.9.tgz",
-      "integrity": "sha512-7afKg48srluhZwIkaU+lgGtFCUsYBSGOl8vcc8N/M3YQlZFlynHD15AE+pwrYdc826o7nrIND4lL9Y6b9WWZZQ==",
       "license": "MIT",
       "dependencies": {
         "@radix-ui/react-dialog": "^1.1.1"
@@ -7181,8 +6198,6 @@
     },
     "node_modules/victory-vendor": {
       "version": "36.9.2",
-      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-36.9.2.tgz",
-      "integrity": "sha512-PnpQQMuxlwYdocC8fIJqVXvkeViHYzotI+NJrCuav0ZYFoq912ZHBk3mCeuj+5/VpodOjPe1z0Fk2ihgzlXqjQ==",
       "license": "MIT AND ISC",
       "dependencies": {
         "@types/d3-array": "^3.0.3",
@@ -7202,9 +6217,7 @@
       }
     },
     "node_modules/vite": {
-      "version": "7.3.0",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.0.tgz",
-      "integrity": "sha512-dZwN5L1VlUBewiP6H9s2+B3e3Jg96D0vzN+Ry73sOefebhYr9f94wwkMNN/9ouoU8pV1BqA1d1zGk8928cx0rg==",
+      "version": "7.3.1",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -7278,8 +6291,6 @@
     },
     "node_modules/vite/node_modules/fdir": {
       "version": "6.5.0",
-      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.5.0.tgz",
-      "integrity": "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -7296,8 +6307,6 @@
     },
     "node_modules/vite/node_modules/picomatch": {
       "version": "4.0.3",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
-      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -7309,8 +6318,7 @@
     },
     "node_modules/which": {
       "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
-      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
+      "dev": true,
       "license": "ISC",
       "dependencies": {
         "isexe": "^2.0.0"
@@ -7324,106 +6332,14 @@
     },
     "node_modules/word-wrap": {
       "version": "1.2.5",
-      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
-      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
       "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
       }
     },
-    "node_modules/wrap-ansi": {
-      "version": "8.1.0",
-      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz",
-      "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==",
-      "license": "MIT",
-      "dependencies": {
-        "ansi-styles": "^6.1.0",
-        "string-width": "^5.0.1",
-        "strip-ansi": "^7.0.1"
-      },
-      "engines": {
-        "node": ">=12"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
-    "node_modules/wrap-ansi-cjs": {
-      "name": "wrap-ansi",
-      "version": "7.0.0",
-      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
-      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
-      "license": "MIT",
-      "dependencies": {
-        "ansi-styles": "^4.0.0",
-        "string-width": "^4.1.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
-    "node_modules/wrap-ansi-cjs/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==",
-      "license": "MIT",
-      "engines": {
-        "node": ">=8"
-      }
-    },
-    "node_modules/wrap-ansi-cjs/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==",
-      "license": "MIT"
-    },
-    "node_modules/wrap-ansi-cjs/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==",
-      "license": "MIT",
-      "dependencies": {
-        "emoji-regex": "^8.0.0",
-        "is-fullwidth-code-point": "^3.0.0",
-        "strip-ansi": "^6.0.1"
-      },
-      "engines": {
-        "node": ">=8"
-      }
-    },
-    "node_modules/wrap-ansi-cjs/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==",
-      "license": "MIT",
-      "dependencies": {
-        "ansi-regex": "^5.0.1"
-      },
-      "engines": {
-        "node": ">=8"
-      }
-    },
-    "node_modules/wrap-ansi/node_modules/ansi-styles": {
-      "version": "6.2.3",
-      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.3.tgz",
-      "integrity": "sha512-4Dj6M28JB+oAH8kFkTLUo+a2jwOFkuqb3yucU0CANcRRUbxS0cP0nZYCGjcc3BNXwRIsUVmDGgzawme7zvJHvg==",
-      "license": "MIT",
-      "engines": {
-        "node": ">=12"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
-      }
-    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
-      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
-      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -7435,8 +6351,6 @@
     },
     "node_modules/zod": {
       "version": "3.25.76",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
-      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
       "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
diff --git a/app/package.json b/app/package.json
index eda4c5df..cd7e42c2 100644
--- a/app/package.json
+++ b/app/package.json
@@ -11,6 +11,7 @@
     "preview": "vite preview"
   },
   "dependencies": {
+    "@falkordb/canvas": "^0.0.29",
     "@hookform/resolvers": "^3.10.0",
     "@radix-ui/react-accordion": "^1.2.11",
     "@radix-ui/react-alert-dialog": "^1.1.14",
@@ -50,10 +51,10 @@
     "input-otp": "^1.4.2",
     "lucide-react": "^0.462.0",
     "next-themes": "^0.3.0",
+    "preact": "^10.28.2",
     "react": "^18.3.1",
     "react-day-picker": "^8.10.1",
     "react-dom": "^18.3.1",
-    "react-force-graph-2d": "^1.29.0",
     "react-hook-form": "^7.61.1",
     "react-resizable-panels": "^2.1.9",
     "react-router-dom": "^6.30.1",
@@ -85,4 +86,4 @@
   "overrides": {
     "glob": "^10.5.0"
   }
-}
\ No newline at end of file
+}
diff --git a/app/src/components/schema/SchemaViewer.tsx b/app/src/components/schema/SchemaViewer.tsx
index 863bde17..45d53fa3 100644
--- a/app/src/components/schema/SchemaViewer.tsx
+++ b/app/src/components/schema/SchemaViewer.tsx
@@ -1,6 +1,5 @@
-import { useEffect, useRef, useState, useMemo } from 'react';
-import ForceGraph2D from 'react-force-graph-2d';
-import { forceCollide, forceCenter, forceManyBody } from 'd3-force';
+import { useEffect, useRef, useState, useCallback } from 'react';
+import type { Data, FalkorDBCanvas, GraphNode } from '@falkordb/canvas';
 import { ZoomIn, ZoomOut, Locate, X, GripVertical } from 'lucide-react';
 import { Button } from '@/components/ui/button';
 import { useDatabase } from '@/contexts/DatabaseContext';
@@ -8,22 +7,21 @@ import { DatabaseService } from '@/services/database';
 import { useToast } from '@/components/ui/use-toast';
 
 interface SchemaNode {
-  id?: string;
+  id: number;
+  userId: string;
   name: string;
   columns: Array<string | { name: string; type?: string; dataType?: string }>;
-  height?: number;
-  x?: number;
-  y?: number;
 }
 
 interface SchemaLink {
-  source: string | SchemaNode;
-  target: string | SchemaNode;
+  source: number;
+  target: number;
 }
 
 interface SchemaData {
   nodes: SchemaNode[];
   links: SchemaLink[];
+  nodesMap: Map<number, SchemaNode>
 }
 
 interface SchemaViewerProps {
@@ -34,17 +32,13 @@ interface SchemaViewerProps {
 }
 
 const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: SchemaViewerProps) => {
-  const containerRef = useRef<HTMLDivElement>(null);
-  const graphRef = useRef<any>(null);
+  const canvasRef = useRef<FalkorDBCanvas>(null);
   const resizeRef = useRef<HTMLDivElement>(null);
   const [schemaData, setSchemaData] = useState<SchemaData | null>(null);
   const [loading, setLoading] = useState(false);
   const { selectedGraph } = useDatabase();
   const { toast } = useToast();
-  
-  // Track if forces have been configured to prevent reconfiguration on resize
-  const forcesConfiguredRef = useRef(false);
-  
+
   // Track current theme for canvas colors
   const [theme, setTheme] = useState<string>(() => {
     return document.documentElement.getAttribute('data-theme') || 'dark';
@@ -57,10 +51,6 @@ const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: Sch
         if (mutation.type === 'attributes' && mutation.attributeName === 'data-theme') {
           const newTheme = document.documentElement.getAttribute('data-theme') || 'dark';
           setTheme(newTheme);
-          // Force graph redraw when theme changes
-          if (graphRef.current) {
-            graphRef.current.refresh();
-          }
         }
       });
     });
@@ -77,26 +67,14 @@ const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: Sch
   const MIN_WIDTH = 300;
   const MAX_WIDTH_PERCENT = 0.6;
   const DEFAULT_WIDTH_PERCENT = 0.5;
-  
-  // Force configuration constants (from FalkorDB browser, adjusted for smaller graphs)
-  const REFERENCE_NODE_COUNT = 2000;
-  const BASE_LINK_DISTANCE = 20;
-  const BASE_LINK_STRENGTH = 0.5;
-  const BASE_CHARGE_STRENGTH = -1;
-  const BASE_CENTER_STRENGTH = 0.1;
-  
-  // Scaling factors for small graphs (inverse scaling)
-  const MIN_LINK_DISTANCE = 80;  // Minimum distance for small graphs
-  const MAX_LINK_DISTANCE = 300; // Maximum distance for very small graphs
-  const MIN_CHARGE_STRENGTH = -50;  // Minimum charge for small graphs
-  const MAX_CHARGE_STRENGTH = -800; // Maximum charge for very small graphs
-  
+
   const [width, setWidth] = useState(() => {
     const initialWidth = Math.floor(window.innerWidth * DEFAULT_WIDTH_PERCENT);
     return initialWidth;
   });
   const [isResizing, setIsResizing] = useState(false);
-  
+  const [canvasLoaded, setCanvasLoaded] = useState(false);
+
   // Notify parent of width changes
   useEffect(() => {
     if (onWidthChange) {
@@ -104,86 +82,19 @@ const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: Sch
     }
   }, [width, onWidthChange]);
 
+  // Load falkordb-canvas dynamically
+  useEffect(() => {
+    import('@falkordb/canvas').then(() => {
+      setCanvasLoaded(true);
+    });
+  }, []);
+
   useEffect(() => {
     if (isOpen && selectedGraph) {
       loadSchemaData();
-      // Reset forces configured flag when loading new data
-      forcesConfiguredRef.current = false;
     }
   }, [isOpen, selectedGraph]);
 
-  // Configure forces when schema data changes
-  useEffect(() => {
-    if (!schemaData?.nodes?.length || !graphRef.current) return;
-    
-    // Skip if forces already configured (prevents reconfiguration on resize)
-    if (forcesConfiguredRef.current) {
-      console.log('Forces already configured, skipping reconfiguration');
-      return;
-    }
-
-    const graph = graphRef.current;
-    
-    // Wait for d3 to be available - it's not immediately accessible on mount
-    const configureForces = () => {
-      const d3 = graph.d3Force;
-      
-      if (!d3) {
-        console.log('d3 not yet available, retrying...');
-        setTimeout(configureForces, 100);
-        return;
-      }
-
-      const nodeCount = schemaData.nodes.length;
-      
-      console.log(`Configuring forces for ${nodeCount} nodes`);
-      
-      // For small graphs, we need STRONGER forces, not weaker
-      // Inverse scaling: fewer nodes = stronger repulsion and larger distances
-      let linkDistance: number;
-      let chargeStrength: number;
-      
-      if (nodeCount < 50) {
-        // Small graphs: use strong forces with inverse scaling
-        const smallGraphScale = Math.max(0.1, Math.min(1, nodeCount / 50));
-        linkDistance = MAX_LINK_DISTANCE - (MAX_LINK_DISTANCE - MIN_LINK_DISTANCE) * smallGraphScale;
-        chargeStrength = MAX_CHARGE_STRENGTH - (MAX_CHARGE_STRENGTH - MIN_CHARGE_STRENGTH) * smallGraphScale;
-      } else {
-        // Large graphs: use the original FalkorDB scaling
-        const scale = Math.sqrt(nodeCount / REFERENCE_NODE_COUNT);
-        linkDistance = Math.max(
-          Math.min(BASE_LINK_DISTANCE * scale, 120),
-          BASE_LINK_DISTANCE
-        );
-        chargeStrength = Math.min(
-          Math.max(BASE_CHARGE_STRENGTH * scale, -80),
-          BASE_CHARGE_STRENGTH
-        );
-      }
-      
-      console.log(`Link distance: ${linkDistance}`);
-      console.log(`Charge strength: ${chargeStrength}`);
-
-      // Configure all forces
-      d3('link')
-        ?.id((d: SchemaNode) => d.name)
-        .distance(linkDistance)
-        .strength(BASE_LINK_STRENGTH);
-      
-      // Use actual node width for collision detection to prevent overlap
-      d3('collision', forceCollide(NODE_WIDTH / 2 + 20).strength(1.0).iterations(2));
-      d3('center', forceCenter(0, 0).strength(BASE_CENTER_STRENGTH));
-      d3('charge', forceManyBody().strength(chargeStrength));
-
-      console.log('Forces configured, reheating simulation');
-      graph.d3ReheatSimulation();
-      
-      // Mark forces as configured to prevent reconfiguration
-      forcesConfiguredRef.current = true;
-    };
-
-    configureForces();
-  }, [schemaData]);  // Handle resize
   useEffect(() => {
     const handleMouseMove = (e: MouseEvent) => {
       if (!isResizing) return;
@@ -221,11 +132,31 @@ const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: Sch
     setLoading(true);
     try {
       const data = await DatabaseService.getGraphData(selectedGraph.id);
-      console.log('Schema data received:', data);
-      console.log('Nodes:', data.nodes);
-      console.log('Links:', data.links);
-      
-      setSchemaData(data);
+
+      // Create a mapping from old IDs to new IDs
+      const oldIdToNewId = new Map<string, number>();
+
+      // Remap nodes with new sequential IDs
+      data.nodes = data.nodes.map((node, index) => {
+        const newId = index + 1;
+        oldIdToNewId.set(node.id, newId);
+        return {
+          ...node,
+          userId: node.id,
+          id: newId,
+        };
+      });
+
+      // Update links to use the new node IDs
+      data.links = data.links.map((link) => ({
+        ...link,
+        source: oldIdToNewId.get(link.source) || link.source,
+        target: oldIdToNewId.get(link.target) || link.target,
+      }));
+
+      const nodesMap = new Map<number, SchemaNode>(data.nodes.map((node) => [node.id, node]));
+
+      setSchemaData({ ...data, nodesMap });
     } catch (error) {
       console.error('Failed to load schema:', error);
       toast({
@@ -233,173 +164,224 @@ const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: Sch
         description: error instanceof Error ? error.message : 'Unknown error occurred',
         variant: 'destructive',
       });
-      setSchemaData({ nodes: [], links: [] });
+      setSchemaData({ nodes: [], links: [], nodesMap: new Map() });
     } finally {
       setLoading(false);
     }
   };
 
   const handleZoomIn = () => {
-    if (graphRef.current) {
-      const currentZoom = graphRef.current.zoom();
-      graphRef.current.zoom(currentZoom * 1.1, 200);
+    const canvas = canvasRef.current
+
+    if (canvas) {
+      canvas.zoom(canvas.getZoom() * 1.1);
     }
   };
 
   const handleZoomOut = () => {
-    if (graphRef.current) {
-      const currentZoom = graphRef.current.zoom();
-      graphRef.current.zoom(currentZoom * 0.9, 200);
-    }
-  };
+    const canvas = canvasRef.current;
 
-  const handleCenter = () => {
-    if (graphRef.current && containerRef.current) {
-      const rect = containerRef.current.getBoundingClientRect();
-      const minDimension = Math.min(rect.width, rect.height);
-      const padding = minDimension * 0.1;
-      graphRef.current.zoomToFit(500, padding);
+    if (canvas) {
+      canvas.zoom(canvas.getZoom() * 0.9);
     }
   };
 
-  const nodeCanvasObject = (node: any, ctx: CanvasRenderingContext2D) => {
-    const lineHeight = 14;
-    const padding = 8;
-    const headerHeight = 20;
-    const fontSize = 12;
-    
-    // Theme-aware colors
-    const isLight = theme === 'light';
-    const textColor = isLight ? '#111' : '#f5f5f5';
-    const fillColor = isLight ? '#ffffff' : '#191919';
-    const strokeColor = isLight ? '#d1d5db' : '#374151';
-    const columnTextColor = isLight ? '#111' : '#e5e7eb';
-    const typeTextColor = isLight ? '#6b7280' : '#9ca3af';
-
-    if (!node.height) {
-      node.height = headerHeight + (node.columns?.length || 0) * lineHeight + padding * 2;
+  const handleCenter = useCallback(() => {
+    console.log("Stop");
+
+    const canvas = canvasRef.current;
+
+    if (canvas) {
+      canvas.zoomToFit();
     }
+  }, []);
 
-    ctx.fillStyle = fillColor;
-    ctx.strokeStyle = strokeColor;
-    ctx.lineWidth = 1;
-    ctx.fillRect(
-      node.x - NODE_WIDTH / 2,
-      node.y - node.height / 2,
-      NODE_WIDTH,
-      node.height
-    );
-    ctx.strokeRect(
-      node.x - NODE_WIDTH / 2,
-      node.y - node.height / 2,
-      NODE_WIDTH,
-      node.height
-    );
-
-    ctx.fillStyle = textColor;
-    ctx.font = `bold ${fontSize}px Arial`;
-    ctx.textAlign = 'center';
-    ctx.textBaseline = 'middle';
-    ctx.fillText(
-      node.name,
-      node.x,
-      node.y - node.height / 2 + headerHeight / 2 + padding / 2
-    );
-
-    ctx.font = `${fontSize - 2}px Arial`;
-    ctx.textAlign = 'left';
-    const startX = node.x - NODE_WIDTH / 2 + padding;
-    let colY = node.y - node.height / 2 + headerHeight + padding;
-    (node.columns || []).forEach((col: any) => {
-      let name = col;
-      let type = null;
-      if (typeof col === 'object') {
-        name = col.name || '';
-        type = col.type || col.dataType || null;
-      }
+  // Convert schema data to canvas format
+  const convertToCanvasData = useCallback((data: SchemaData): Data => {
+    const nodes = data.nodes.map((node) => {
+      // Calculate node size based on height (same calculation as in nodeCanvasObject)
+      const columns = node.columns || [];
+      const lineHeight = 14;
+      const padding = 8;
+      const headerHeight = 20;
+      const nodeHeight = headerHeight + columns.length * lineHeight + padding * 2;
+
+      // Use the larger dimension as collision radius (in pixels)
+      const size = Math.max(NODE_WIDTH / 2, nodeHeight / 2);
+
+      return {
+        id: node.id,
+        labels: ['Table'],
+        color: theme === 'light' ? '#60a5fa' : '#3b82f6',
+        visible: true,
+        size,
+        data: {
+          name: node.name,
+          columns: node.columns
+        }
+      };
+    });
+
+    const links = data.links.map((link, index) => {
+      return {
+        id: index + 1,
+        relationship: 'REFERENCES',
+        color: theme === 'light' ? '#9ca3af' : '#4b5563',
+        visible: true,
+        source: link.source,
+        target: link.target,
+        data: {}
+      };
+    });
 
+    return { nodes, links };
+  }, [theme]);
+
+  // Set up canvas configuration and data - MUST be in single effect to ensure proper order
+  useEffect(() => {
+    const canvas = canvasRef.current;
+
+    if (!canvas || !canvasLoaded || !schemaData) return;
+
+    const nodeCanvasObject = (node: GraphNode, ctx: CanvasRenderingContext2D) => {
+      const lineHeight = 14;
+      const padding = 8;
+      const headerHeight = 20;
+      const fontSize = 12;
+
+      // Theme-aware colors
+      const isLight = theme === 'light';
+      const textColor = isLight ? '#111' : '#f5f5f5';
+      const fillColor = isLight ? '#ffffff' : '#191919';
+      const strokeColor = isLight ? '#d1d5db' : '#374151';
+      const columnTextColor = isLight ? '#111' : '#e5e7eb';
+      const typeTextColor = isLight ? '#6b7280' : '#9ca3af';
+
+      // Find the original schema node to get columns
+      const schemaNode = schemaData.nodesMap.get(node.id);
+
+      if (!schemaNode) return;
+
+      const columns = schemaNode.columns || [];
+
+      const nodeHeight = headerHeight + columns.length * lineHeight + padding * 2;
+
+      ctx.fillStyle = fillColor;
+      ctx.strokeStyle = strokeColor;
+      ctx.lineWidth = 1;
+      ctx.fillRect(
+        (node.x || 0) - NODE_WIDTH / 2,
+        (node.y || 0) - nodeHeight / 2,
+        NODE_WIDTH,
+        nodeHeight
+      );
+      ctx.strokeRect(
+        (node.x || 0) - NODE_WIDTH / 2,
+        (node.y || 0) - nodeHeight / 2,
+        NODE_WIDTH,
+        nodeHeight
+      );
+
+      ctx.fillStyle = textColor;
+      ctx.font = `bold ${fontSize}px Arial`;
+      ctx.textAlign = 'center';
+      ctx.textBaseline = 'middle';
+      ctx.fillText(
+        node.displayName[1],
+        node.x || 0,
+        (node.y || 0) - nodeHeight / 2 + headerHeight / 2 + padding / 2
+      );
+
+      ctx.font = `${fontSize - 2}px Arial`;
       ctx.textAlign = 'left';
-      ctx.fillStyle = columnTextColor;
-      ctx.fillText(name, startX, colY);
-
-      if (type) {
-        ctx.fillStyle = typeTextColor;
-        const nameWidth = ctx.measureText(name).width;
-        const available = NODE_WIDTH - padding * 2 - nameWidth - 8;
-        let typeText = String(type);
-        if (available > 0) {
-          if (ctx.measureText(typeText).width > available) {
-            while (
-              typeText.length > 0 &&
-              ctx.measureText(typeText + '…').width > available
-            ) {
-              typeText = typeText.slice(0, -1);
+      const startX = (node.x || 0) - NODE_WIDTH / 2 + padding;
+      let colY = (node.y || 0) - nodeHeight / 2 + headerHeight + padding;
+
+      columns.forEach((col: any) => {
+        let name = col;
+        let type = null;
+        if (typeof col === 'object') {
+          name = col.name || '';
+          type = col.type || col.dataType || null;
+        }
+
+        ctx.textAlign = 'left';
+        ctx.fillStyle = columnTextColor;
+        ctx.fillText(name, startX, colY);
+
+        if (type) {
+          ctx.fillStyle = typeTextColor;
+          const nameWidth = ctx.measureText(name).width;
+          const available = NODE_WIDTH - padding * 2 - nameWidth - 8;
+          let typeText = String(type);
+          if (available > 0) {
+            if (ctx.measureText(typeText).width > available) {
+              while (
+                typeText.length > 0 &&
+                ctx.measureText(typeText + '…').width > available
+              ) {
+                typeText = typeText.slice(0, -1);
+              }
+              typeText = typeText + '…';
             }
-            typeText = typeText + '…';
+            ctx.textAlign = 'right';
+            ctx.fillText(typeText, (node.x || 0) + NODE_WIDTH / 2 - padding, colY);
           }
-          ctx.textAlign = 'right';
-          ctx.fillText(typeText, node.x + NODE_WIDTH / 2 - padding, colY);
+          ctx.fillStyle = columnTextColor;
+          ctx.textAlign = 'left';
         }
-        ctx.fillStyle = columnTextColor;
-        ctx.textAlign = 'left';
-      }
-
-      colY += lineHeight;
-    });
-  };
 
-  const nodePointerAreaPaint = (node: any, color: string, ctx: CanvasRenderingContext2D) => {
-    ctx.fillStyle = color;
-    const padding = 5;
-    ctx.fillRect(
-      node.x - NODE_WIDTH / 2 - padding,
-      node.y - node.height / 2 - padding,
-      NODE_WIDTH + padding * 2,
-      node.height + padding * 2
-    );
-  };
+        colY += lineHeight;
+      });
+    };
 
-  // Memoize graphData to prevent recreation on every render (especially during resize)
-  const memoizedGraphData = useMemo(() => {
-    if (!schemaData) return { nodes: [], links: [] };
-    
-    console.log('Schema data received:', schemaData);
-    console.log('Nodes:', schemaData.nodes);
-    console.log('Links:', schemaData.links);
-    
-    schemaData.nodes.forEach(node => {
-      console.log('Node:', node.name, 'id:', node.id, 'columns:', node.columns?.length);
-    });
-    
-    schemaData.links.forEach(link => {
-      console.log('Link:', link.source, '->', link.target);
-    });
-    
-    return {
-      nodes: schemaData.nodes,
-      links: schemaData.links
+    const nodePointerAreaPaint = (node: GraphNode, color: string, ctx: CanvasRenderingContext2D) => {
+      const schemaNode = schemaData.nodesMap.get(node.id);
+
+      if (!schemaNode) return;
+
+      const columns = schemaNode.columns || [];
+      const lineHeight = 14;
+      const padding = 8;
+      const headerHeight = 20;
+      const nodeHeight = headerHeight + columns.length * lineHeight + padding * 2;
+
+      ctx.fillStyle = color;
+      const areaPadding = 5;
+      ctx.fillRect(
+        (node.x || 0) - NODE_WIDTH / 2 - areaPadding,
+        (node.y || 0) - nodeHeight / 2 - areaPadding,
+        NODE_WIDTH + areaPadding * 2,
+        nodeHeight + areaPadding * 2
+      );
     };
-  }, [schemaData]);
 
-  // Get theme-aware colors
-  const getBackgroundColor = () => {
-    return theme === 'light' ? '#ffffff' : '#191919';
-  };
 
-  const getLinkColor = () => {
-    return theme === 'light' ? '#9ca3af' : '#4b5563';
-  };
+    const canvasData = convertToCanvasData(schemaData);
+
+    canvas.setConfig({
+      autoStopOnSettle: false,
+      node: {
+        nodeCanvasObject,
+        nodePointerAreaPaint,
+      }
+    });
+    
+    canvas.setBackgroundColor(theme === 'light' ? '#ffffff' : '#191919');
+    canvas.setForegroundColor(theme === 'light' ? '#111' : '#f5f5f5');
+    canvas.setData(canvasData);
+  }, [schemaData, theme, canvasLoaded, convertToCanvasData]);
 
   if (!isOpen) return null;
 
   return (
     <>
       {/* Mobile overlay backdrop */}
-      <div 
+      <div
         className="fixed inset-0 bg-black/50 z-40 md:hidden"
         onClick={onClose}
       />
-      
+
       {/* Schema Viewer */}
       <div
         data-testid="schema-panel"
@@ -415,116 +397,87 @@ const SchemaViewer = ({ isOpen, onClose, onWidthChange, sidebarWidth = 64 }: Sch
           } : {})
         }}
       >
-      {/* Header */}
-      <div className="flex items-center justify-between p-4 border-b border-border">
-        <h2 className="text-lg font-semibold text-foreground">Database Schema</h2>
-        <Button
-          variant="ghost"
-          size="sm"
-          onClick={onClose}
-          className="h-8 w-8 p-0 text-muted-foreground hover:text-foreground"
-        >
-          <X className="h-4 w-4" />
-        </Button>
-      </div>
+        {/* Header */}
+        <div className="flex items-center justify-between p-4 border-b border-border">
+          <h2 className="text-lg font-semibold text-foreground">Database Schema</h2>
+          <Button
+            variant="ghost"
+            size="sm"
+            onClick={onClose}
+            className="h-8 w-8 p-0 text-muted-foreground hover:text-foreground"
+          >
+            <X className="h-4 w-4" />
+          </Button>
+        </div>
 
-      {/* Controls */}
-      <div className="flex gap-2 p-2 border-b border-border">
-        <Button
-          variant="outline"
-          size="sm"
-          onClick={handleZoomIn}
-          className="h-8 w-8 p-0 bg-card border-border text-muted-foreground hover:bg-muted"
-          title="Zoom In"
-        >
-          <ZoomIn className="h-4 w-4" />
-        </Button>
-        <Button
-          variant="outline"
-          size="sm"
-          onClick={handleZoomOut}
-          className="h-8 w-8 p-0 bg-card border-border text-muted-foreground hover:bg-muted"
-          title="Zoom Out"
-        >
-          <ZoomOut className="h-4 w-4" />
-        </Button>
-        <Button
-          variant="outline"
-          size="sm"
-          onClick={handleCenter}
-          className="h-8 w-8 p-0 bg-card border-border text-muted-foreground hover:bg-muted"
-          title="Center"
-        >
-          <Locate className="h-4 w-4" />
-        </Button>
-      </div>
+        {/* Controls */}
+        <div className="flex gap-2 p-2 border-b border-border">
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={handleZoomIn}
+            className="h-8 w-8 p-0 bg-card border-border text-muted-foreground hover:bg-foreground"
+            title="Zoom In"
+          >
+            <ZoomIn className="h-4 w-4" />
+          </Button>
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={handleZoomOut}
+            className="h-8 w-8 p-0 bg-card border-border text-muted-foreground hover:bg-foreground"
+            title="Zoom Out"
+          >
+            <ZoomOut className="h-4 w-4" />
+          </Button>
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={handleCenter}
+            className="h-8 w-8 p-0 bg-card border-border text-muted-foreground hover:bg-foreground"
+            title="Center"
+          >
+            <Locate className="h-4 w-4" />
+          </Button>
+        </div>
 
-      {/* Graph Container */}
-      <div ref={containerRef} className="h-[calc(100%-8rem)] w-full bg-background relative">
-        {loading && (
-          <div className="flex items-center justify-center h-full">
-            <div className="text-muted-foreground">Loading schema...</div>
-          </div>
-        )}
-        {!loading && schemaData && schemaData.nodes && schemaData.nodes.length > 0 && (
-          <div className="w-full h-full">
-            <ForceGraph2D
-              ref={graphRef}
-              graphData={memoizedGraphData}
-              width={containerRef.current?.clientWidth || width}
-              height={containerRef.current?.clientHeight || 600}
-              nodeId="name"
-              nodeLabel="name"
-              linkSource="source"
-              linkTarget="target"
-              nodeCanvasObject={nodeCanvasObject}
-              nodePointerAreaPaint={nodePointerAreaPaint}
-              nodeRelSize={1}
-              nodeVal={1}
-              linkColor={getLinkColor}
-              linkWidth={1.5}
-              linkDirectionalArrowLength={6}
-              linkDirectionalArrowRelPos={1}
-              warmupTicks={0}
-              cooldownTime={1000}
-              cooldownTicks={Infinity}
-              d3AlphaDecay={0.02}
-              d3VelocityDecay={0.3}
-              onEngineStop={handleCenter}
-              backgroundColor={getBackgroundColor()}
-              enableNodeDrag={true}
-              enableZoomInteraction={true}
-              enablePanInteraction={true}
-            />
-          </div>
-        )}
-        {!loading && (!schemaData || !schemaData.nodes || schemaData.nodes.length === 0) && (
-          <div className="flex items-center justify-center h-full">
-            <div className="text-center text-gray-400">
-              <p>No schema data available</p>
-              <p className="text-sm mt-2">
-                {!selectedGraph ? 'Select a database first' : 'This database has no schema data'}
-              </p>
+        {/* Graph Container */}
+        <div className="h-[calc(100%-8rem)] w-full bg-background relative">
+          {loading && (
+            <div className="flex items-center justify-center h-full">
+              <div className="text-muted-foreground">Loading schema...</div>
             </div>
-          </div>
-        )}
-      </div>
+          )}
+          {!loading && canvasLoaded && schemaData && schemaData.nodes.length > 0 && (
+            <falkordb-canvas ref={canvasRef} node-mode='replace' />
+          )}
+          {!loading && (!schemaData || schemaData.nodes.length === 0) && (
+            <div className="flex items-center justify-center h-full">
+              <div className="text-center text-muted-foreground">
+                <p>No schema data available</p>
+                <p className="text-sm mt-2">
+                  {!selectedGraph ? 'Select a database first' : 'This database has no schema data'}
+                </p>
+              </div>
+            </div>
+          )}
+        </div>
 
-      {/* Resize Handle */}
-      <div
-        ref={resizeRef}
-        className="absolute right-0 top-0 w-1 h-full cursor-ew-resize hover:bg-purple-500 transition-colors z-50"
-        onMouseDown={(e) => {
-          e.preventDefault();
-          e.stopPropagation();
-          setIsResizing(true);
-        }}
-      >
-        <div className="absolute right-0 top-1/2 -translate-y-1/2 -translate-x-1/2">
-          <GripVertical className="h-4 w-4 text-border" />
+        {/* Resize Handle */}
+        <div
+          ref={resizeRef}
+          className="absolute right-0 top-0 w-1 h-full cursor-ew-resize hover:bg-purple-500 transition-colors z-50"
+          onMouseDown={(e) => {
+            e.preventDefault();
+            e.stopPropagation();
+            setIsResizing(true);
+          }}
+        >
+          <div className="absolute right-0 top-1/2 -translate-y-1/2 -translate-x-1/2">
+            <GripVertical className="h-4 w-4 text-border" />
+          </div>
         </div>
       </div>
-    </div>
     </>
   );
 };
diff --git a/package-lock.json b/package-lock.json
index df50a1a8..ded65412 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -18,6 +18,7 @@
       "name": "queryweaver-app",
       "version": "0.0.1",
       "dependencies": {
+        "@falkordb/canvas": "^0.0.29",
         "@hookform/resolvers": "^3.10.0",
         "@radix-ui/react-accordion": "^1.2.11",
         "@radix-ui/react-alert-dialog": "^1.1.14",
@@ -57,10 +58,10 @@
         "input-otp": "^1.4.2",
         "lucide-react": "^0.462.0",
         "next-themes": "^0.3.0",
+        "preact": "^10.28.2",
         "react": "^18.3.1",
         "react-day-picker": "^8.10.1",
         "react-dom": "^18.3.1",
-        "react-force-graph-2d": "^1.29.0",
         "react-hook-form": "^7.61.1",
         "react-resizable-panels": "^2.1.9",
         "react-router-dom": "^6.30.1",
@@ -90,62 +91,8 @@
         "vite": "^7.3.0"
       }
     },
-    "app/node_modules/globals": {
-      "version": "15.15.0",
-      "resolved": "https://registry.npmjs.org/globals/-/globals-15.15.0.tgz",
-      "integrity": "sha512-7ACyT3wmyp3I61S4fG682L0VA2RGD9otkqGJIwNUMF1SWUombIIk+af1unuDYgMm082aHYwD+mzJvv9Iu8dsgg==",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=18"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
-    "app/node_modules/tailwindcss": {
-      "version": "3.4.18",
-      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.4.18.tgz",
-      "integrity": "sha512-6A2rnmW5xZMdw11LYjhcI5846rt9pbLSabY5XPxo+XWdxwZaFEn47Go4NzFiHu9sNNmr/kXivP1vStfvMaK1GQ==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "@alloc/quick-lru": "^5.2.0",
-        "arg": "^5.0.2",
-        "chokidar": "^3.6.0",
-        "didyoumean": "^1.2.2",
-        "dlv": "^1.1.3",
-        "fast-glob": "^3.3.2",
-        "glob-parent": "^6.0.2",
-        "is-glob": "^4.0.3",
-        "jiti": "^1.21.7",
-        "lilconfig": "^3.1.3",
-        "micromatch": "^4.0.8",
-        "normalize-path": "^3.0.0",
-        "object-hash": "^3.0.0",
-        "picocolors": "^1.1.1",
-        "postcss": "^8.4.47",
-        "postcss-import": "^15.1.0",
-        "postcss-js": "^4.0.1",
-        "postcss-load-config": "^4.0.2 || ^5.0 || ^6.0",
-        "postcss-nested": "^6.2.0",
-        "postcss-selector-parser": "^6.1.2",
-        "resolve": "^1.22.8",
-        "sucrase": "^3.35.0"
-      },
-      "bin": {
-        "tailwind": "lib/cli.js",
-        "tailwindcss": "lib/cli.js"
-      },
-      "engines": {
-        "node": ">=14.0.0"
-      }
-    },
-    "node_modules/@alloc/quick-lru": {
+    "app/node_modules/@alloc/quick-lru": {
       "version": "5.2.0",
-      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
-      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=10"
@@ -154,876 +101,384 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
-    "node_modules/@babel/runtime": {
-      "version": "7.28.4",
-      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.28.4.tgz",
-      "integrity": "sha512-Q/N6JNWvIvPnLDvjlE1OUBLPQHH6l3CltCEsHIujp45zQUSSh8K+gHnaEX45yAT1nyngnINhvWtzN+Nb9D8RAQ==",
+    "app/node_modules/@babel/runtime": {
+      "version": "7.28.6",
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@esbuild/aix-ppc64": {
+    "app/node_modules/@esbuild/linux-x64": {
       "version": "0.27.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.2.tgz",
-      "integrity": "sha512-GZMB+a0mOMZs4MpDbj8RJp4cw+w1WV5NYD6xzgvzUJ5Ek2jerwfO2eADyI6ExDSUED+1X8aMbegahsJi+8mgpw==",
       "cpu": [
-        "ppc64"
+        "x64"
       ],
       "dev": true,
       "license": "MIT",
       "optional": true,
       "os": [
-        "aix"
+        "linux"
       ],
       "engines": {
         "node": ">=18"
       }
     },
-    "node_modules/@esbuild/android-arm": {
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-      "cpu": [
-        "arm"
-      ],
+    "app/node_modules/@eslint-community/eslint-utils": {
+      "version": "4.9.1",
       "dev": true,
       "license": "MIT",
-      "optional": true,
-      "os": [
-        "android"
-      ],
+      "dependencies": {
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+      },
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+        "node": "^12.22.0 || ^14.17.0 || >=16.0.0"
+      },
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+        "url": "https://opencollective.com/eslint"
+      },
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       }
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-        "x64"
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+      "version": "4.12.2",
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       "license": "MIT",
-      "optional": true,
-      "os": [
-        "android"
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-        "node": ">=18"
+        "node": "^12.0.0 || ^14.0.0 || >=16.0.0"
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       "dev": true,
-      "license": "MIT",
-      "optional": true,
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       }
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-      ],
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       "dev": true,
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@@ -4857,20 +2968,16 @@
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@@ -4880,26 +2987,23 @@
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 }
diff --git a/tests/test_hsts_header.py b/tests/test_hsts_header.py
new file mode 100644
index 00000000..51a5d0f0
--- /dev/null
+++ b/tests/test_hsts_header.py
@@ -0,0 +1,43 @@
+"""
+Test for HSTS header presence in responses.
+"""
+import pytest
+from fastapi.testclient import TestClient
+from api.index import app
+
+
+class TestHSTSHeader:
+    """Test HSTS security header."""
+
+    @pytest.fixture
+    def client(self):
+        """Create a test client."""
+        return TestClient(app)
+
+    def test_hsts_header_present(self, client):
+        """Test that the HSTS header is present in responses."""
+        # Make a request to the root endpoint
+        response = client.get("/")
+
+        # Verify HSTS header is present
+        assert "strict-transport-security" in response.headers
+
+        # Verify header value contains required directives
+        hsts_header = response.headers["strict-transport-security"]
+        assert "max-age=31536000" in hsts_header
+        assert "includeSubDomains" in hsts_header
+        assert "preload" in hsts_header
+
+    def test_hsts_header_on_api_endpoints(self, client):
+        """Test that the HSTS header is present on API endpoints."""
+        # Test on graphs endpoint
+        response = client.get("/graphs")
+
+        # Verify HSTS header is present
+        assert "strict-transport-security" in response.headers
+
+        # Verify header value contains required directives
+        hsts_header = response.headers["strict-transport-security"]
+        assert "max-age=31536000" in hsts_header
+        assert "includeSubDomains" in hsts_header
+        assert "preload" in hsts_header