diff --git a/server/app.py b/server/app.py
index 3a48159..f68cd4d 100644
--- a/server/app.py
+++ b/server/app.py
@@ -72,6 +72,16 @@ from entertainment_decider.extras import remove_common_trails
 T = TypeVar("T")
 
 
+def adapt_score_list(
+    base: Optional[PreferenceScore] = None,
+    tag_points_mapping: Dict[int, int] = {},
+) -> PreferenceScore:
+    o = base or PreferenceScore()
+    for tag_id, points in tag_points_mapping.items():
+        o = o.adapt_score(Tag[tag_id], points, on_hierachy=False)
+    return o
+
+
 ####
 # Logging Config
 ####
@@ -239,6 +249,14 @@ setup_custom_tables()
 Pony(flask_app)
 
 
+####
+# Settings helpers
+####
+
+
+PREFERENCES_SCORE_NAME = "score_adapt"
+
+
 ####
 # Return filters
 ####
@@ -694,6 +712,70 @@ def recommend_on_media(media_id: int) -> ResponseReturnValue:
     )
 
 
+@flask_app.route("/recommendations/adaptive")
+def recommend_adaptive() -> ResponseReturnValue:
+    score_adapt = request.args.get("score_adapt", default=2, type=int)
+    max_length = request.args.get("max_length", default=0, type=int)
+    preferences = request.cookies.get(
+        key=PREFERENCES_SCORE_NAME,
+        default=PreferenceScore(),
+        type=PreferenceScore.from_base64,
+    ) * (1 if score_adapt > 0 else -1 if score_adapt < 0 else 0)
+    preference_list = generate_preference_list(
+        object_gen=lambda: get_all_considered(
+            order_by="elem.release_date DESC",
+            filter_by=f"(length - progress) <= {max_length * 60}"
+            if max_length
+            else "true",
+        ),
+        score_adapt=score_adapt,
+        base=preferences,
+        limit=32,
+    )
+    resp = make_response(
+        render_template(
+            "recommendations_adaptive.htm",
+            max_length=max_length,
+            score_adapt=score_adapt,
+            preferences=preferences,
+            media_list=preference_list,
+        )
+    )
+    return resp
+
+
+def cookies_rating(negative: bool) -> ResponseReturnValue:
+    media_id = request.form.get("media_id", default=None, type=str)
+    element = MediaElement.get(id=media_id) if media_id else None
+    if element is None:
+        return "Not found", 404
+    preferences = request.cookies.get(
+        key=PREFERENCES_SCORE_NAME,
+        default=PreferenceScore(),
+        type=PreferenceScore.from_base64,
+    ).adapt_score(element, score=3 if negative else -3)
+    resp = redirect_back_or_okay()
+    resp.set_cookie(PREFERENCES_SCORE_NAME, preferences.to_base64())
+    return resp
+
+
+@flask_app.route("/cookies/rating/positive", methods=["POST"])
+def cookies_rating_positive() -> ResponseReturnValue:
+    return cookies_rating(False)
+
+
+@flask_app.route("/cookies/rating/negative", methods=["POST"])
+def cookies_rating_negative() -> ResponseReturnValue:
+    return cookies_rating(True)
+
+
+@flask_app.route("/cookies/rating/reset", methods=["POST"])
+def cookies_rating_reset() -> ResponseReturnValue:
+    resp = redirect_back_or_okay()
+    resp.delete_cookie(key=PREFERENCES_SCORE_NAME)
+    return resp
+
+
 @flask_app.route("/api/refresh/collections", methods=["POST"])
 def refresh_collections() -> ResponseReturnValue:
     collection_ids = set[int](
diff --git a/server/templates/macros.htm b/server/templates/macros.htm
index 67b965a..3051426 100644
--- a/server/templates/macros.htm
+++ b/server/templates/macros.htm
@@ -391,6 +391,7 @@
 
 {% macro _sidebar() %}
     <div class="sidebar-box">
+        <a class="sidebar-button button" href="/recommendations/adaptive">Adaptive</a>
         <a class="sidebar-button button" href="/recommendations/short_filler">Small Fillers</a>
         <a class="sidebar-button button" href="/recommendations/series_episode">Series Episode</a>
         <a class="sidebar-button button" href="/recommendations/movie_like">Movie Like</a>
@@ -432,6 +433,7 @@
 {% macro media_thumbnail_buttons(
     element,
     show_fragment=True,
+    show_rating=False
 ) %}
     {% set api_uri = "/api/media/" + element.id|string %}
     {% set fragment = ("media_element_" + element.id|string) if show_fragment else None %}
@@ -446,6 +448,10 @@
         {{ as_play_link(element, symbol='&#9655;') }}
         {{ post_form(api_uri, "ignored", "true", "&#10005;"|safe, fragment) }}
     {% endif %}
+    {% if show_rating %}
+        {{ post_form("/cookies/rating/positive", "media_id", element.id|string, "+", fragment) }}
+        {{ post_form("/cookies/rating/negative", "media_id", element.id|string, "-", fragment) }}
+    {% endif %}
 {% endmacro %}
 
 {% macro link_position_marker(link, prefix=false) -%}
@@ -465,6 +471,7 @@
     check_considered=True,
     is_considered=True,
     link_collection=True,
+    show_rating=False,
     title=None,
 ) %}
     {% set element = link.element if link else element %}
@@ -505,7 +512,7 @@
                 {%- endif -%}
             "></div>
             <div class="button_list">
-                {{ media_thumbnail_buttons(element) }}
+                {{ media_thumbnail_buttons(element, show_rating=show_rating) }}
             </div>
             {% if caller is defined %}
                 <div class="additional_info">
@@ -539,6 +546,7 @@
     links=None,
     check_considered=True,
     link_collection=True,
+    show_rating=False,
     titles=None,
 ) %}
     {%- set l = elements or links -%}
@@ -552,6 +560,7 @@
                 check_considered=False,
                 is_considered=considered[elem.id] if check_considered else True,
                 link_collection=link_collection,
+                show_rating=show_rating,
                 title=titles[loop.index0] if titles else None,
             ) }}
         {% endfor %}
diff --git a/server/templates/recommendations_adaptive.htm b/server/templates/recommendations_adaptive.htm
new file mode 100644
index 0000000..3b763bb
--- /dev/null
+++ b/server/templates/recommendations_adaptive.htm
@@ -0,0 +1,43 @@
+{% import "macros.htm" as macros %}
+<!DOCTYPE html>
+<html>
+    {% set title = "Adaptive Recommendations" %}
+    <head>
+        <meta charset="utf-8"/>
+        <title>{{ title }}</title>
+        {{ macros.shared_style() }}
+    </head>
+    <body>
+        {{ macros.body_header() }}
+        <h1>{{ title }}</h1>
+        <form class="form-single-button" method="get" action="/recommendations/adaptive">
+            <label>
+                <span>Max Length:</span>
+                <input type="number" name="max_length" min="0" size="4" value="{{ max_length or '' }}"/>
+                <span>min</span>
+            </label>
+            <label>
+                <span>Score Adapt:</span>
+                <input type="number" name="score_adapt" min="-5" step="1" max="5" size="2" value="{{ score_adapt or 1 }}"/>
+            </label>
+            <button type="submit">Search</button>
+        </form>
+        <form class="form-single-button" method="post" action="/cookies/rating/reset">
+            {{ macros.hidden_redirect_back(fragment=fragment) }}
+            <button type="submit">Reset</button>
+        </form>
+        <div>
+            <span>Preferences:</span>
+            <ul>
+                {% for tag, score in preferences.points.items() %}
+                    <li>{{ tag.title }}: {{ score }}</li>
+                {% endfor %}
+            </ul>
+        </div>
+        {{ macros.media_thumbnail_list(
+            elements=media_list,
+            check_considered=False,
+            show_rating=True,
+        ) }}
+    </body>
+</html>