From b3e02c507d64a327ea5f6e927ccb572e99deb2bf Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Mon, 30 Jun 2025 17:49:34 -0700
Subject: [PATCH 01/11] Initial implementation

---
 mediabridge/api/app.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/mediabridge/api/app.py b/mediabridge/api/app.py
index 6d6e4b2..7ff7487 100644
--- a/mediabridge/api/app.py
+++ b/mediabridge/api/app.py
@@ -51,6 +51,23 @@ def search_movies() -> tuple[Response, int]:
             movies_list = [row._asdict() for row in movies]
             return jsonify(movies_list), 200
 
+    @app.route("/api/v1/movie/recommend")  # type: ignore
+    def recommend_movies() -> tuple[Response, int]:
+        query = request.args.get("q")
+        if not query:
+            return jsonify({"error": "Query parameter 'q' is required."}), 400  # type: ignore
+
+        with db.engine.connect() as conn:
+            pattern = f"%{query}%"
+            movies = conn.execute(
+                text(
+                    "SELECT * FROM movie_title WHERE LOWER(title) LIKE LOWER(:pattern) LIMIT 10"
+                ),
+                {"pattern": pattern},
+            ).fetchall()
+            movies_list = [row._asdict() for row in movies]
+            return jsonify(movies_list), 200
+
     return app
 
 

From 26ccdb96b340c35e2b5fa0097dc17b5738c7d2ec Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 1 Jul 2025 13:39:07 -0700
Subject: [PATCH 02/11] Fix frontend

---
 Pipfile.lock                                  | 756 +++++++++---------
 mediabridge-frontend/src/api/movie.ts         |   7 +
 .../src/components/MovieSearch.tsx            |  33 +-
 mediabridge/api/app.py                        |  22 +-
 package-lock.json                             |   6 +
 5 files changed, 419 insertions(+), 405 deletions(-)
 create mode 100644 package-lock.json

diff --git a/Pipfile.lock b/Pipfile.lock
index ead8d8d..1f3a971 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "fbefe8aae0d8aa07e853fbe7b434288b8d97c078d98629292cda438b54755e9e"
+            "sha256": "4519d3024097a2e6436b2588e155c59fdae1c1bc53a94e72ec918041a8d09210"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -67,11 +67,11 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6",
-                "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"
+                "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057",
+                "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2025.4.26"
+            "markers": "python_version >= '3.7'",
+            "version": "==2025.6.15"
         },
         "charset-normalizer": {
             "hashes": [
@@ -173,11 +173,11 @@
         },
         "click": {
             "hashes": [
-                "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2",
-                "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"
+                "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202",
+                "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==8.1.8"
+            "markers": "python_version >= '3.10'",
+            "version": "==8.2.1"
         },
         "click-default-group": {
             "hashes": [
@@ -215,12 +215,12 @@
         },
         "flask-cors": {
             "hashes": [
-                "sha256:6ccb38d16d6b72bbc156c1c3f192bc435bfcc3c2bc864b2df1eb9b2d97b2403c",
-                "sha256:fa5cb364ead54bbf401a26dbf03030c6b18fb2fcaf70408096a572b409586b0c"
+                "sha256:c7b2cbfb1a31aa0d2e5341eea03a6805349f7a61647daee1a15c46bbe981494c",
+                "sha256:d81bcb31f07b0985be7f48406247e9243aced229b7747219160a0559edd678db"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9' and python_version < '4.0'",
-            "version": "==5.0.1"
+            "version": "==6.0.1"
         },
         "flask-sqlalchemy": {
             "hashes": [
@@ -455,52 +455,52 @@
         },
         "pandas": {
             "hashes": [
-                "sha256:062309c1b9ea12a50e8ce661145c6aab431b1e99530d3cd60640e255778bd43a",
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             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==2.2.3"
+            "version": "==2.3.0"
         },
         "pip": {
             "hashes": [
@@ -528,75 +528,75 @@
         },
         "pygments": {
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             "markers": "python_version >= '3.8'",
-            "version": "==2.19.1"
+            "version": "==2.19.2"
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         "pymongo": {
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@@ -608,12 +608,12 @@
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@@ -699,12 +699,12 @@
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@@ -716,65 +716,60 @@
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@@ -786,64 +781,55 @@
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-            "markers": "python_version >= '3.10'",
-            "version": "==1.15.3"
+            "markers": "python_version >= '3.11'",
+            "version": "==1.16.0"
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         "setuptools": {
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-            "version": "==80.8.0"
+            "version": "==80.9.0"
         },
         "shellingham": {
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@@ -952,20 +938,20 @@
         },
         "typer": {
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-            "version": "==0.15.4"
+            "version": "==0.16.0"
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-            "markers": "python_version >= '3.8'",
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+            "markers": "python_version >= '3.9'",
+            "version": "==4.14.0"
         },
         "tzdata": {
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@@ -977,19 +963,19 @@
         },
         "urllib3": {
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@@ -1014,76 +1000,76 @@
                 "toml"
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@@ -1224,12 +1210,20 @@
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             "hashes": [
@@ -1256,23 +1250,31 @@
             "markers": "python_version >= '3.9'",
             "version": "==4.2.0"
         },
+        "pygments": {
+            "hashes": [
+                "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887",
+                "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.19.2"
+        },
         "pyright": {
             "hashes": [
-                "sha256:6fde30492ba5b0d7667c16ecaf6c699fab8d7a1263f6a18549e0b00bf7724c06",
-                "sha256:788a82b6611fa5e34a326a921d86d898768cddf59edde8e93e56087d277cc6f1"
+                "sha256:2c721f11869baac1884e846232800fe021c33f1b4acb3929cff321f7ea4e2982",
+                "sha256:85a33c2d40cd4439c66aa946fd4ce71ab2f3f5b8c22ce36a623f59ac22937683"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==1.1.401"
+            "version": "==1.1.402"
         },
         "pytest": {
             "hashes": [
-                "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820",
-                "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"
+                "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7",
+                "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==8.3.5"
+            "markers": "python_version >= '3.9'",
+            "version": "==8.4.1"
         },
         "pytest-cov": {
             "hashes": [
@@ -1344,28 +1346,28 @@
         },
         "ruff": {
             "hashes": [
-                "sha256:1adcb9a18802268aaa891ffb67b1c94cd70578f126637118e8099b8e4adcf112",
-                "sha256:1b5ab797fcc09121ed82e9b12b6f27e34859e4227080a42d090881be888755d4",
-                "sha256:6224076c344a7694c6fbbb70d4f2a7b730f6d47d2a9dc1e7f9d9bb583faf390b",
-                "sha256:64ac6f885e3ecb2fdbb71de2701d4e34526651f1e8503af8fb30d4915a3fe345",
-                "sha256:6c51f136c0364ab1b774767aa8b86331bd8e9d414e2d107db7a2189f35ea1f7b",
-                "sha256:748b4bb245f11e91a04a4ff0f96e386711df0a30412b9fe0c74d5bdc0e4a531f",
-                "sha256:7774173cc7c1980e6bf67569ebb7085989a78a103922fb83ef3dfe230cd0687d",
-                "sha256:7885d9a5e4c77b24e8c88aba8c80be9255fa22ab326019dac2356cff42089fc6",
-                "sha256:882821fcdf7ae8db7a951df1903d9cb032bbe838852e5fc3c2b6c3ab54e39875",
-                "sha256:9263f9e5aa4ff1dec765e99810f1cc53f0c868c5329b69f13845f699fe74f639",
-                "sha256:9924e5ae54125ed8958a4f7de320dab7380f6e9fa3195e3dc3b137c6842a0092",
-                "sha256:99c28505ecbaeb6594701a74e395b187ee083ee26478c1a795d35084d53ebd81",
-                "sha256:a97c9babe1d4081037a90289986925726b802d180cca784ac8da2bbbc335f709",
-                "sha256:c8a93276393d91e952f790148eb226658dd275cddfde96c6ca304873f11d2ae4",
-                "sha256:d6e333dbe2e6ae84cdedefa943dfd6434753ad321764fd937eef9d6b62022bcd",
-                "sha256:d8c4ddcbe8a19f59f57fd814b8b117d4fcea9bee7c0492e6cf5fdc22cfa563c8",
-                "sha256:dcec2d50756463d9df075a26a85a6affbc1b0148873da3997286caf1ce03cae1",
-                "sha256:e231ff3132c1119ece836487a02785f099a43992b95c2f62847d29bace3c75ac"
+                "sha256:069052605fe74c765a5b4272eb89880e0ff7a31e6c0dbf8767203c1fbd31c7ff",
+                "sha256:2be9d32a147f98a1972c1e4df9a6956d612ca5f5578536814372113d09a27a6c",
+                "sha256:49b7ce354eed2a322fbaea80168c902de9504e6e174fd501e9447cad0232f9e6",
+                "sha256:6013a46d865111e2edb71ad692fbb8262e6c172587a57c0669332a449384a36b",
+                "sha256:6cc32e863adcf9e71690248607ccdf25252eeeab5193768e6873b901fd441fed",
+                "sha256:70d52a058c0e7b88b602f575d23596e89bd7d8196437a4148381a3f73fcd5010",
+                "sha256:78ad09a022c64c13cc6077707f036bab0fac8cd7088772dcd1e5be21c5002efc",
+                "sha256:7fd49a4619f90d5afc65cf42e07b6ae98bb454fd5029d03b306bd9e2273d44cc",
+                "sha256:801d626de15e6bf988fbe7ce59b303a914ff9c616d5866f8c79eb5012720ae13",
+                "sha256:806bbc17f1104fd57451a98a58df35388ee3ab422e029e8f5cf30aa4af2c138c",
+                "sha256:84d0a69d1e8d716dfeab22d8d5e7c786b73f2106429a933cee51d7b09f861d4e",
+                "sha256:9a256522893cb7e92bb1e1153283927f842dea2e48619c803243dccc8437b8be",
+                "sha256:9e1123b1c033f77bd2590e4c1fe7e8ea72ef990a85d2484351d408224d603013",
+                "sha256:a684f125a4fec2d5a6501a466be3841113ba6847827be4573fddf8308b83477d",
+                "sha256:b3f75a19e03a4b0757d1412edb7f27cffb0c700365e9d6b60bc1b68d35bc89e0",
+                "sha256:bdecdef753bf1e95797593007569d8e1697a54fca843d78f6862f7dc279e23bd",
+                "sha256:d973fa626d4c8267848755bd0414211a456e99e125dcab147f24daa9e991a245",
+                "sha256:ed5af6aaaea20710e77698e2055b9ff9b3494891e1b24d26c07055459bb717e9"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==0.11.11"
+            "version": "==0.12.1"
         },
         "types-pytz": {
             "hashes": [
@@ -1377,12 +1379,12 @@
         },
         "types-requests": {
             "hashes": [
-                "sha256:09c8b63c11318cb2460813871aaa48b671002e59fda67ca909e9883777787581",
-                "sha256:f8eba93b3a892beee32643ff836993f15a785816acca21ea0ffa006f05ef0fb2"
+                "sha256:741c8777ed6425830bf51e54d6abe245f79b4dcb9019f1622b773463946bf826",
+                "sha256:ad2fe5d3b0cb3c2c902c8815a70e7fb2302c4b8c1f77bdcd738192cdb3878072"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==2.32.0.20250515"
+            "version": "==2.32.4.20250611"
         },
         "types-tqdm": {
             "hashes": [
@@ -1395,19 +1397,19 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c",
-                "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"
+                "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4",
+                "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==4.13.2"
+            "markers": "python_version >= '3.9'",
+            "version": "==4.14.0"
         },
         "urllib3": {
             "hashes": [
-                "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466",
-                "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"
+                "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760",
+                "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==2.4.0"
+            "version": "==2.5.0"
         },
         "virtualenv": {
             "hashes": [
diff --git a/mediabridge-frontend/src/api/movie.ts b/mediabridge-frontend/src/api/movie.ts
index 2c1e18e..143a5ad 100644
--- a/mediabridge-frontend/src/api/movie.ts
+++ b/mediabridge-frontend/src/api/movie.ts
@@ -8,3 +8,10 @@ export const searchMovies = async (query: string) => {
   });
   return response.data;
 };
+
+export const getRecommendations = async (movies: string[]) => {
+  const response = await axios.post(`${API_ENDPOINT}/v1/movie/recommend`, {
+    movies,
+  });
+  return response.data;
+};
diff --git a/mediabridge-frontend/src/components/MovieSearch.tsx b/mediabridge-frontend/src/components/MovieSearch.tsx
index 7477ec0..b725cd9 100644
--- a/mediabridge-frontend/src/components/MovieSearch.tsx
+++ b/mediabridge-frontend/src/components/MovieSearch.tsx
@@ -9,8 +9,8 @@ import {
 } from "@/components/ui/card";
 import { Button } from "@/components/ui/button";
 import SearchBar  from "@/components/ui/searchbar";
-import { Movie } from "../types/Movie"; 
-import { searchMovies } from "@/api/movie"; 
+import { Movie } from "../types/Movie";
+import { searchMovies, getRecommendations } from "@/api/movie";
 
 
 type Props = {
@@ -26,37 +26,44 @@ const MovieSearch = ({ movies, addMovie }: Props) => {
   const [title, setTitle] = useState("");
   const [warning, setWarning] = useState("");
   const [suggestions, setSuggestions] = useState<Movie[]>([]);
+  const [recommendations, setRecommendations] = useState<Movie[]>([]);
 
+  const handleGetRecommendations = async () => {
+    const movieTitles = movies.map((movie: Movie) => movie.title);
+    const data = await getRecommendations(movieTitles);
+    console.log(data);
+    setRecommendations(data);
+  };
 
   const handleAddMovie = async (selectedMovie?: Movie) => {
     const movieToAdd = selectedMovie ?? null;
-  
+
     if (!title.trim() && !movieToAdd) return;
-  
+
     try {
       const data = await searchMovies(title);
-      
+
       const foundMovie =
         movieToAdd ||
         data.find((movie: Movie) => movie.title === title);
-  
+
       if (!foundMovie) {
-        setWarning(`‘${title}’ not found. Please check your spelling.`);
+        setWarning(`'${title}' not found. Please check your spelling.`);
         return;
       }
-  
+
       if (isMoviePresent(movies, foundMovie.title)) {
-        setWarning(`‘${foundMovie.title}’ already added.`);
+        setWarning(`'${foundMovie.title}' already added.`);
         return;
       }
-  
+
       addMovie({
         id: foundMovie.id.toString(),
         title: foundMovie.title,
         year: foundMovie.year,
         image: `https://picsum.photos/seed/${foundMovie.id}/200/300`,
       });
-  
+
       setWarning("");
       setTitle("");
     } catch (error) {
@@ -90,10 +97,10 @@ const MovieSearch = ({ movies, addMovie }: Props) => {
         </div>
       </CardContent>
       <CardFooter>
-        <Button type="submit">Get Recommendations</Button>
+        <Button type="submit" onClick={handleGetRecommendations}>Get Recommendations</Button>
       </CardFooter>
     </Card>
   );
 };
 
-export default MovieSearch;
\ No newline at end of file
+export default MovieSearch;
diff --git a/mediabridge/api/app.py b/mediabridge/api/app.py
index 7ff7487..4fb29f8 100644
--- a/mediabridge/api/app.py
+++ b/mediabridge/api/app.py
@@ -51,22 +51,14 @@ def search_movies() -> tuple[Response, int]:
             movies_list = [row._asdict() for row in movies]
             return jsonify(movies_list), 200
 
-    @app.route("/api/v1/movie/recommend")  # type: ignore
+    @app.route("/api/v1/movie/recommend", methods=["POST"])  # type: ignore
     def recommend_movies() -> tuple[Response, int]:
-        query = request.args.get("q")
-        if not query:
-            return jsonify({"error": "Query parameter 'q' is required."}), 400  # type: ignore
-
-        with db.engine.connect() as conn:
-            pattern = f"%{query}%"
-            movies = conn.execute(
-                text(
-                    "SELECT * FROM movie_title WHERE LOWER(title) LIKE LOWER(:pattern) LIMIT 10"
-                ),
-                {"pattern": pattern},
-            ).fetchall()
-            movies_list = [row._asdict() for row in movies]
-            return jsonify(movies_list), 200
+        data = request.get_json()
+        if not data or "movies" not in data:
+            return jsonify({"error": "JSON body with 'movies' array is required."}), 400
+        movies = data["movies"]
+        # Placeholder: echo back the received movies as recommendations
+        return jsonify({"recommendations": movies}), 200
 
     return app
 
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..67896af
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,6 @@
+{
+  "name": "MediaBridge",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}

From 41ab228c84aa594e84ed7cb73fc2485528c0e929 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 1 Jul 2025 14:04:26 -0700
Subject: [PATCH 03/11] Implement backend function

---
 mediabridge/api/app.py | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/mediabridge/api/app.py b/mediabridge/api/app.py
index 4fb29f8..94359cc 100644
--- a/mediabridge/api/app.py
+++ b/mediabridge/api/app.py
@@ -8,6 +8,7 @@
 
 from mediabridge.config.backend import ENV_TO_CONFIG
 from mediabridge.db.tables import Base
+from mediabridge.recommender.make_recommendation import get_title, recommend
 
 typer_app = typer.Typer()
 db = SQLAlchemy(model_class=Base)
@@ -57,8 +58,16 @@ def recommend_movies() -> tuple[Response, int]:
         if not data or "movies" not in data:
             return jsonify({"error": "JSON body with 'movies' array is required."}), 400
         movies = data["movies"]
-        # Placeholder: echo back the received movies as recommendations
-        return jsonify({"recommendations": movies}), 200
+        if not isinstance(movies, list) or not all(isinstance(m, str) for m in movies):
+            return jsonify({"error": "'movies' must be a list of strings."}), 400
+
+        try:
+            rec_ids = recommend()
+            rec_titles = [get_title(int(mid)) for mid in rec_ids]
+        except Exception as e:
+            return jsonify({"error": f"Recommendation failed: {str(e)}"}), 500
+
+        return jsonify({"recommendations": rec_titles}), 200
 
     return app
 

From 59c31de18facffff4f35b6831e45781865785186 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 1 Jul 2025 14:20:06 -0700
Subject: [PATCH 04/11] Display recommendations onclick

---
 .../src/components/MovieSearch.tsx            | 25 +++++++++++--------
 .../src/pages/SelectMovies.tsx                | 18 ++++++++++---
 2 files changed, 29 insertions(+), 14 deletions(-)

diff --git a/mediabridge-frontend/src/components/MovieSearch.tsx b/mediabridge-frontend/src/components/MovieSearch.tsx
index b725cd9..47a6f64 100644
--- a/mediabridge-frontend/src/components/MovieSearch.tsx
+++ b/mediabridge-frontend/src/components/MovieSearch.tsx
@@ -10,30 +10,26 @@ import {
 import { Button } from "@/components/ui/button";
 import SearchBar  from "@/components/ui/searchbar";
 import { Movie } from "../types/Movie";
-import { searchMovies, getRecommendations } from "@/api/movie";
+import { getRecommendations, searchMovies } from "@/api/movie";
 
 
 type Props = {
   movies: Movie[];
   addMovie: (movie: Movie) => void;
+  setRecommendations: (movies: string[]) => void;
 };
 
 const isMoviePresent = (movies: Movie[], title: string) => {
   return movies.some((movie) => movie.title.toLowerCase() === title.toLowerCase());
 };
 
-const MovieSearch = ({ movies, addMovie }: Props) => {
+
+
+
+const MovieSearch = ({ movies, addMovie, setRecommendations }: Props) => {
   const [title, setTitle] = useState("");
   const [warning, setWarning] = useState("");
   const [suggestions, setSuggestions] = useState<Movie[]>([]);
-  const [recommendations, setRecommendations] = useState<Movie[]>([]);
-
-  const handleGetRecommendations = async () => {
-    const movieTitles = movies.map((movie: Movie) => movie.title);
-    const data = await getRecommendations(movieTitles);
-    console.log(data);
-    setRecommendations(data);
-  };
 
   const handleAddMovie = async (selectedMovie?: Movie) => {
     const movieToAdd = selectedMovie ?? null;
@@ -71,6 +67,13 @@ const MovieSearch = ({ movies, addMovie }: Props) => {
       console.error("Error searching for movie:", error);
     }
   };
+
+  const handleRecommendations = async () => {
+    const movieTitles = movies.map((movie: Movie) => movie.title);
+    const data = await getRecommendations(movieTitles);
+    setRecommendations(data.recommendations);
+  };
+
   return (
     <Card className="w-full max-w-md flex flex-col items-center">
       <CardHeader className="flex flex-col items-center text-center">
@@ -97,7 +100,7 @@ const MovieSearch = ({ movies, addMovie }: Props) => {
         </div>
       </CardContent>
       <CardFooter>
-        <Button type="submit" onClick={handleGetRecommendations}>Get Recommendations</Button>
+        <Button type="submit" onClick={handleRecommendations}>Get Recommendations</Button>
       </CardFooter>
     </Card>
   );
diff --git a/mediabridge-frontend/src/pages/SelectMovies.tsx b/mediabridge-frontend/src/pages/SelectMovies.tsx
index b12ea63..f6b8e52 100644
--- a/mediabridge-frontend/src/pages/SelectMovies.tsx
+++ b/mediabridge-frontend/src/pages/SelectMovies.tsx
@@ -1,6 +1,7 @@
 import MovieList from "../components/MovieList";
 import MovieSearch from "../components/MovieSearch";
 import { Movie } from "../types/Movie.ts";
+import { useState } from "react";
 
 const SelectMovies = ({
   movies,
@@ -11,21 +12,32 @@ const SelectMovies = ({
   addMovie: (movie: Movie) => void;
   removeMovie: (id: string) => void;
 }) => {
+  const [recommendations, setRecommendations] = useState<string[]>([]);
+  console.log(recommendations);
+
   return (
     <div className="min-h-screen flex flex-col">
       {/* Top full-width section */}
       <div className="w-screen">
         <div className="max-w-screen-mx flex justify-center">
-          <MovieSearch movies={movies} addMovie={addMovie} />
+          <MovieSearch movies={movies} addMovie={addMovie} setRecommendations={setRecommendations} />
         </div>
       </div>
 
       {/* Content section below */}
-      <div className="px-4 py-8">
+      {
+        recommendations.length > 0 ?
+        <div>
+          {recommendations.map(recommendation => (<div key={recommendation}>{recommendation}</div>))}
+          </div>
+        :
+        <div className="px-4 py-8">
         <MovieList movies={movies} removeMovie={removeMovie} />
       </div>
+      }
+
     </div>
   );
 };
 
-export default SelectMovies;
\ No newline at end of file
+export default SelectMovies;

From d48b32f5cbc8ccfd4fbda3c6a3f1ac0a49f40729 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 1 Jul 2025 14:25:34 -0700
Subject: [PATCH 05/11] Remove console log

---
 mediabridge-frontend/src/pages/SelectMovies.tsx | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/mediabridge-frontend/src/pages/SelectMovies.tsx b/mediabridge-frontend/src/pages/SelectMovies.tsx
index f6b8e52..fdd90c3 100644
--- a/mediabridge-frontend/src/pages/SelectMovies.tsx
+++ b/mediabridge-frontend/src/pages/SelectMovies.tsx
@@ -13,7 +13,6 @@ const SelectMovies = ({
   removeMovie: (id: string) => void;
 }) => {
   const [recommendations, setRecommendations] = useState<string[]>([]);
-  console.log(recommendations);
 
   return (
     <div className="min-h-screen flex flex-col">
@@ -27,7 +26,7 @@ const SelectMovies = ({
       {/* Content section below */}
       {
         recommendations.length > 0 ?
-        <div>
+        <div style={{display: "flex", flexDirection: "column", gap: "10px", alignItems: "center"}}>
           {recommendations.map(recommendation => (<div key={recommendation}>{recommendation}</div>))}
           </div>
         :

From 9620f560f50f348282cfec5e64a23cb9ff938d1e Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 8 Jul 2025 14:05:57 -0700
Subject: [PATCH 06/11] Address PR comments

---
 mediabridge/api/app.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/mediabridge/api/app.py b/mediabridge/api/app.py
index 94359cc..7fae833 100644
--- a/mediabridge/api/app.py
+++ b/mediabridge/api/app.py
@@ -52,14 +52,14 @@ def search_movies() -> tuple[Response, int]:
             movies_list = [row._asdict() for row in movies]
             return jsonify(movies_list), 200
 
-    @app.route("/api/v1/movie/recommend", methods=["POST"])  # type: ignore
+    @app.route("/api/v1/movie/recommend", methods=["GET"])  # type: ignore
     def recommend_movies() -> tuple[Response, int]:
         data = request.get_json()
         if not data or "movies" not in data:
             return jsonify({"error": "JSON body with 'movies' array is required."}), 400
         movies = data["movies"]
-        if not isinstance(movies, list) or not all(isinstance(m, str) for m in movies):
-            return jsonify({"error": "'movies' must be a list of strings."}), 400
+        if not isinstance(movies, list) or not all(isinstance(m, int) for m in movies):
+            return jsonify({"error": "'movies' must be a list of integers."}), 400
 
         try:
             rec_ids = recommend()

From f0302d1e617bebfac7a956fd79782c9640d377d4 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 8 Jul 2025 14:35:57 -0700
Subject: [PATCH 07/11] Typo?

---
 .vscode/settings.json                         |  8 ++++++
 mediabridge-frontend/src/api/movie.ts         |  9 +++++--
 .../src/components/MovieSearch.tsx            | 21 ++++++++-------
 .../src/pages/SelectMovies.tsx                |  7 ++---
 mediabridge/api/app.py                        | 27 ++++++++++++++-----
 5 files changed, 51 insertions(+), 21 deletions(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 2862ed2..54fb2e7 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -6,5 +6,13 @@
       "source.organizeImports": "explicit"
     }
   },
+  "[javascript]": {
+    "editor.formatOnSave": true,
+    "editor.defaultFormatter": "dbaeumer.vscode-eslint"
+  },
+  "[typescript]": {
+    "editor.formatOnSave": true,
+    "editor.defaultFormatter": "dbaeumer.vscode-eslint"
+  },
   "editor.indentSize": "tabSize"
 }
diff --git a/mediabridge-frontend/src/api/movie.ts b/mediabridge-frontend/src/api/movie.ts
index 143a5ad..09b8f7f 100644
--- a/mediabridge-frontend/src/api/movie.ts
+++ b/mediabridge-frontend/src/api/movie.ts
@@ -10,8 +10,13 @@ export const searchMovies = async (query: string) => {
 };
 
 export const getRecommendations = async (movies: string[]) => {
-  const response = await axios.post(`${API_ENDPOINT}/v1/movie/recommend`, {
-    movies,
+  const response = await axios.get(`${API_ENDPOINT}/v1/movie/recommend`, {
+    params: { movies },
   });
   return response.data;
 };
+
+export const getMovieById = async (id: string) => {
+  const response = await axios.get(`${API_ENDPOINT}/v1/movie/${id}`);
+  return response.data;
+};
diff --git a/mediabridge-frontend/src/components/MovieSearch.tsx b/mediabridge-frontend/src/components/MovieSearch.tsx
index 47a6f64..709a87c 100644
--- a/mediabridge-frontend/src/components/MovieSearch.tsx
+++ b/mediabridge-frontend/src/components/MovieSearch.tsx
@@ -10,22 +10,18 @@ import {
 import { Button } from "@/components/ui/button";
 import SearchBar  from "@/components/ui/searchbar";
 import { Movie } from "../types/Movie";
-import { getRecommendations, searchMovies } from "@/api/movie";
-
+import { getRecommendations, searchMovies, getMovieById } from "@/api/movie";
 
 type Props = {
   movies: Movie[];
   addMovie: (movie: Movie) => void;
-  setRecommendations: (movies: string[]) => void;
+  setRecommendations: (movies: Movie[]) => void;
 };
 
 const isMoviePresent = (movies: Movie[], title: string) => {
   return movies.some((movie) => movie.title.toLowerCase() === title.toLowerCase());
 };
 
-
-
-
 const MovieSearch = ({ movies, addMovie, setRecommendations }: Props) => {
   const [title, setTitle] = useState("");
   const [warning, setWarning] = useState("");
@@ -69,9 +65,16 @@ const MovieSearch = ({ movies, addMovie, setRecommendations }: Props) => {
   };
 
   const handleRecommendations = async () => {
-    const movieTitles = movies.map((movie: Movie) => movie.title);
-    const data = await getRecommendations(movieTitles);
-    setRecommendations(data.recommendations);
+    const movieIds = movies.map((movie: Movie) => movie.id);
+    const data = await getRecommendations(movieIds);
+    const recommendedMovies = (
+      await Promise.all(
+        data.recommendations.map(async (id: string) => {
+          return await getMovieById(id);
+        })
+      )
+    ).filter(Boolean);
+    setRecommendations(recommendedMovies);
   };
 
   return (
diff --git a/mediabridge-frontend/src/pages/SelectMovies.tsx b/mediabridge-frontend/src/pages/SelectMovies.tsx
index fdd90c3..7f66c56 100644
--- a/mediabridge-frontend/src/pages/SelectMovies.tsx
+++ b/mediabridge-frontend/src/pages/SelectMovies.tsx
@@ -12,7 +12,7 @@ const SelectMovies = ({
   addMovie: (movie: Movie) => void;
   removeMovie: (id: string) => void;
 }) => {
-  const [recommendations, setRecommendations] = useState<string[]>([]);
+  const [recommendations, setRecommendations] = useState<Movie[]>([]);
 
   return (
     <div className="min-h-screen flex flex-col">
@@ -27,8 +27,9 @@ const SelectMovies = ({
       {
         recommendations.length > 0 ?
         <div style={{display: "flex", flexDirection: "column", gap: "10px", alignItems: "center"}}>
-          {recommendations.map(recommendation => (<div key={recommendation}>{recommendation}</div>))}
-          </div>
+          <h2>Recommendations:</h2>
+          <MovieList movies={recommendations} removeMovie={() => {}} />
+       </div>
         :
         <div className="px-4 py-8">
         <MovieList movies={movies} removeMovie={removeMovie} />
diff --git a/mediabridge/api/app.py b/mediabridge/api/app.py
index 7fae833..8e52306 100644
--- a/mediabridge/api/app.py
+++ b/mediabridge/api/app.py
@@ -52,22 +52,35 @@ def search_movies() -> tuple[Response, int]:
             movies_list = [row._asdict() for row in movies]
             return jsonify(movies_list), 200
 
+    @app.route("/api/v1/movie/<movie_id>")
+    def get_movie_by_id(movie_id):
+        with db.engine.connect() as conn:
+            movie = conn.execute(
+                text("SELECT * FROM movie_title WHERE id = :id"),
+                {"id": movie_id},
+            ).fetchone()
+            if not movie:
+                return jsonify({"error": "Movie not found"}), 404
+            return jsonify(dict(movie._mapping)), 200
+
     @app.route("/api/v1/movie/recommend", methods=["GET"])  # type: ignore
     def recommend_movies() -> tuple[Response, int]:
-        data = request.get_json()
-        if not data or "movies" not in data:
-            return jsonify({"error": "JSON body with 'movies' array is required."}), 400
-        movies = data["movies"]
-        if not isinstance(movies, list) or not all(isinstance(m, int) for m in movies):
+        movies = request.args.getlist("movies[]", type=int)
+        if not movies:
+            return jsonify(
+                {
+                    "error": "Query parameter 'movies[]' is required and must be a list of integers."
+                }
+            ), 400
+        if not all(isinstance(m, int) for m in movies):
             return jsonify({"error": "'movies' must be a list of integers."}), 400
 
         try:
             rec_ids = recommend()
-            rec_titles = [get_title(int(mid)) for mid in rec_ids]
         except Exception as e:
             return jsonify({"error": f"Recommendation failed: {str(e)}"}), 500
 
-        return jsonify({"recommendations": rec_titles}), 200
+        return jsonify({"recommendations": list(rec_ids)}), 200
 
     return app
 

From f464cf134619f4dbcaa2ba9d754b392ba05e1444 Mon Sep 17 00:00:00 2001
From: Corrie <corriestoddard@gmail.com>
Date: Tue, 8 Jul 2025 14:43:05 -0700
Subject: [PATCH 08/11] Update settings.json

---
 .vscode/settings.json | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 54fb2e7..2862ed2 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -6,13 +6,5 @@
       "source.organizeImports": "explicit"
     }
   },
-  "[javascript]": {
-    "editor.formatOnSave": true,
-    "editor.defaultFormatter": "dbaeumer.vscode-eslint"
-  },
-  "[typescript]": {
-    "editor.formatOnSave": true,
-    "editor.defaultFormatter": "dbaeumer.vscode-eslint"
-  },
   "editor.indentSize": "tabSize"
 }

From f35b8b068bdaef9a27c3f92454ba84d6359ebd99 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 8 Jul 2025 14:45:10 -0700
Subject: [PATCH 09/11] Changes

---
 .../src/components/MovieItem.tsx              | 31 ++++++++++---------
 .../src/components/MovieList.tsx              | 17 +++++-----
 .../src/components/MovieSearch.tsx            |  3 +-
 .../src/pages/SelectMovies.tsx                |  2 +-
 4 files changed, 29 insertions(+), 24 deletions(-)

diff --git a/mediabridge-frontend/src/components/MovieItem.tsx b/mediabridge-frontend/src/components/MovieItem.tsx
index 45204d7..cd2d24c 100644
--- a/mediabridge-frontend/src/components/MovieItem.tsx
+++ b/mediabridge-frontend/src/components/MovieItem.tsx
@@ -7,13 +7,12 @@ import {
 } from "@/components/ui/card";
 import { Movie } from "@/types/Movie";
 
-const MovieItem = ({
-  movie,
-  onRemove,
-}: {
+type Props = {
   movie: Movie;
-  onRemove: () => void;
-}) => {
+  onRemove?: () => void;
+};
+
+const MovieItem = ({ movie, onRemove }: Props) => {
   return (
     <Card
       className="flex flex-col items-center mx-2 w-64 text-center break-words"
@@ -22,14 +21,16 @@ const MovieItem = ({
       <CardHeader className="w-full px-4">
         <div className="flex justify-between items-center w-full">
           <CardTitle className="text-base text-left">{movie.title}</CardTitle>
-          <button
-            onClick={onRemove}
-            className="w-6 h-6 rounded-full bg-red-500 text-white text-xs flex items-center justify-center hover:bg-red-600 transition-colors"
-            aria-label="Remove movie"
-            id={`remove-movie`}
-          > 
-            ✕
-          </button>
+          {onRemove && (
+            <button
+              onClick={onRemove}
+              className="w-6 h-6 rounded-full bg-red-500 text-white text-xs flex items-center justify-center hover:bg-red-600 transition-colors"
+              aria-label="Remove movie"
+              id={`remove-movie`}
+            >
+              ✕
+            </button>
+          )}
         </div>
       </CardHeader>
       <CardContent>
@@ -44,4 +45,4 @@ const MovieItem = ({
   );
 };
 
-export default MovieItem;
\ No newline at end of file
+export default MovieItem;
diff --git a/mediabridge-frontend/src/components/MovieList.tsx b/mediabridge-frontend/src/components/MovieList.tsx
index 4a3de84..aeb32d9 100644
--- a/mediabridge-frontend/src/components/MovieList.tsx
+++ b/mediabridge-frontend/src/components/MovieList.tsx
@@ -1,17 +1,20 @@
 import { Movie } from "../types/Movie";
 import MovieItem from "./MovieItem";
 
-const MovieList = ({
-  movies,
-  removeMovie,
-}: {
+type Props = {
   movies: Movie[];
-  removeMovie: (id: string) => void;
-}) => {
+  removeMovie?: (id: string) => void;
+};
+
+const MovieList = ({ movies, removeMovie }: Props) => {
   return (
     <div className="flex flex-wrap justify-center gap-4 w-full">
       {movies.map((movie) => (
-        <MovieItem movie={movie} key={movie.id} onRemove={() => removeMovie(movie.id)} />
+        <MovieItem
+          movie={movie}
+          key={movie.id}
+          {...(removeMovie ? { onRemove: () => removeMovie(movie.id) } : {})}
+        />
       ))}
     </div>
   );
diff --git a/mediabridge-frontend/src/components/MovieSearch.tsx b/mediabridge-frontend/src/components/MovieSearch.tsx
index 709a87c..b9a61c0 100644
--- a/mediabridge-frontend/src/components/MovieSearch.tsx
+++ b/mediabridge-frontend/src/components/MovieSearch.tsx
@@ -73,7 +73,8 @@ const MovieSearch = ({ movies, addMovie, setRecommendations }: Props) => {
           return await getMovieById(id);
         })
       )
-    ).filter(Boolean);
+    );
+    recommendedMovies.map(movie => movie.image = `https://picsum.photos/seed/${movie.id}/200/300`)
     setRecommendations(recommendedMovies);
   };
 
diff --git a/mediabridge-frontend/src/pages/SelectMovies.tsx b/mediabridge-frontend/src/pages/SelectMovies.tsx
index 7f66c56..1c7788c 100644
--- a/mediabridge-frontend/src/pages/SelectMovies.tsx
+++ b/mediabridge-frontend/src/pages/SelectMovies.tsx
@@ -28,7 +28,7 @@ const SelectMovies = ({
         recommendations.length > 0 ?
         <div style={{display: "flex", flexDirection: "column", gap: "10px", alignItems: "center"}}>
           <h2>Recommendations:</h2>
-          <MovieList movies={recommendations} removeMovie={() => {}} />
+          <MovieList movies={recommendations}  />
        </div>
         :
         <div className="px-4 py-8">

From 728303b409e9c99e465fafeff84725b1c97bdb56 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 8 Jul 2025 14:46:22 -0700
Subject: [PATCH 10/11] Remove unused import

---
 mediabridge/api/app.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mediabridge/api/app.py b/mediabridge/api/app.py
index 8e52306..a327e93 100644
--- a/mediabridge/api/app.py
+++ b/mediabridge/api/app.py
@@ -8,7 +8,7 @@
 
 from mediabridge.config.backend import ENV_TO_CONFIG
 from mediabridge.db.tables import Base
-from mediabridge.recommender.make_recommendation import get_title, recommend
+from mediabridge.recommender.make_recommendation import recommend
 
 typer_app = typer.Typer()
 db = SQLAlchemy(model_class=Base)

From a7bf10200d3f818dc2267c3f1ec3cb8001fdc6e4 Mon Sep 17 00:00:00 2001
From: Coco <corriestoddard@gmail.com>
Date: Tue, 8 Jul 2025 14:48:16 -0700
Subject: [PATCH 11/11] Fix linting error

---
 mediabridge/engine/recommendation_engine.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mediabridge/engine/recommendation_engine.py b/mediabridge/engine/recommendation_engine.py
index 1489696..f09fb25 100644
--- a/mediabridge/engine/recommendation_engine.py
+++ b/mediabridge/engine/recommendation_engine.py
@@ -23,7 +23,7 @@ def get_movie_id(self, title: str) -> str:
         movies = self.db["movies"]
         movie = movies.find_one({"title": title})
         assert movie, title
-        return f"{movie.get("netflix_id")}"
+        return f"{movie.get('netflix_id')}"
 
     def get_movie_title(self, netflix_id: str) -> str:
         movies = self.db["movies"]