diff --git a/bruno/CodeSnippets/delete_snippet.bru b/bruno/CodeSnippets/delete_snippet.bru
index b3eb046..9311985 100644
--- a/bruno/CodeSnippets/delete_snippet.bru
+++ b/bruno/CodeSnippets/delete_snippet.bru
@@ -1,7 +1,7 @@
 meta {
   name: delete_snippet
   type: http
-  seq: 6
+  seq: 5
 }
 
 delete {
diff --git a/bruno/CodeSnippets/get.bru b/bruno/CodeSnippets/get_snippet_by_slug.bru
similarity index 87%
rename from bruno/CodeSnippets/get.bru
rename to bruno/CodeSnippets/get_snippet_by_slug.bru
index fb9ed8b..3bea0bb 100644
--- a/bruno/CodeSnippets/get.bru
+++ b/bruno/CodeSnippets/get_snippet_by_slug.bru
@@ -1,7 +1,7 @@
 meta {
-  name: get
+  name: get_snippet_by_slug
   type: http
-  seq: 5
+  seq: 10
 }
 
 get {
diff --git a/bruno/CodeSnippets/list.bru b/bruno/CodeSnippets/get_snippets.bru
similarity index 93%
rename from bruno/CodeSnippets/list.bru
rename to bruno/CodeSnippets/get_snippets.bru
index 9728add..a04a48a 100644
--- a/bruno/CodeSnippets/list.bru
+++ b/bruno/CodeSnippets/get_snippets.bru
@@ -1,5 +1,5 @@
 meta {
-  name: list
+  name: get_snippets
   type: http
   seq: 4
 }
diff --git a/bruno/CodeSnippets/ping.bru b/bruno/CodeSnippets/ping.bru
index 2a90a2d..7bc3b14 100644
--- a/bruno/CodeSnippets/ping.bru
+++ b/bruno/CodeSnippets/ping.bru
@@ -1,7 +1,7 @@
 meta {
   name: ping
   type: http
-  seq: 2
+  seq: 1
 }
 
 get {
diff --git a/bruno/CodeSnippets/similar.bru b/bruno/CodeSnippets/similar.bru
deleted file mode 100644
index 0e11126..0000000
--- a/bruno/CodeSnippets/similar.bru
+++ /dev/null
@@ -1,23 +0,0 @@
-meta {
-  name: similar
-  type: http
-  seq: 10
-}
-
-get {
-  url: {{host}}/api/similar?slug=rg-output
-  body: none
-  auth: none
-}
-
-params:query {
-  slug: rg-output
-}
-
-body:json {
-  {
-    "title": "Test Snippet",
-    "markdown": "## Cool Snippet\ndoes a cool thing",
-    "tags": ["git", "jj"]
-  }
-}
diff --git a/src/snippets/infra/api.clj b/src/snippets/infra/api.clj
index 9da5f33..1e2622a 100644
--- a/src/snippets/infra/api.clj
+++ b/src/snippets/infra/api.clj
@@ -6,7 +6,6 @@
    [snippets.use-cases.view]
    [snippets.use-cases.delete]
    [snippets.use-cases.create]
-   [snippets.use-cases.similar-search]
    [snippets.use-cases.edit]
    [snippets.infra.config :as config]
    [muuntaja.middleware :as mm]
@@ -61,14 +60,6 @@
     {:status 200
      :body (snippets.use-cases.view/view-snippets-by-tag tag)}))
 
-(defn handle-view-similar-snippets [{params :query-params}]
-  (let [slug  (get params "slug")]
-    (cond
-      (nil? slug) {:status 400
-                   :body "Slug parameter is required"}
-      :else {:status 200
-             :body (snippets.use-cases.similar-search/search-similar slug)})))
-
 (defn handle-view-snippet-by-slug [{params :query-params}]
   (let [slug  (get params "slug")
         snippet (snippets.use-cases.view/view-snippet-by-slug slug)]
@@ -92,7 +83,6 @@
      ["/tags" {:get handle-view-tags}]
      ["/tag" {:get handle-view-snippets-by-tag}]
      ["/snippet-by-slug" {:get handle-view-snippet-by-slug}]
-     ["/similar" {:get handle-view-similar-snippets}]
      ["/snippets" {:get handle-view-snippets}]
      ["/snippet" {:post handle-create-snippet
                   :patch handle-edit-snippet
diff --git a/src/snippets/infra/db.clj b/src/snippets/infra/db.clj
index 9d3b45d..260fbae 100644
--- a/src/snippets/infra/db.clj
+++ b/src/snippets/infra/db.clj
@@ -122,17 +122,6 @@
                 :where [?e :snippet/slug ?slug]]]
     (ffirst (d/q query db slug))))
 
-(defn- get-by-db-id-from-db
-  "Get a snippet by db id"
-  [id]
-  (let [conn (get-conn)
-        db (d/db conn)
-        entity (d/pull db '[* :snippet] id)]
-    (if (= (keys entity) [:db/id]) nil entity)))
-
-(def get-by-db-id
-  (wrap-snippet-return get-by-db-id-from-db))
-
 (defn- get-snippet-by-slug-from-db
   "Get a single snippet by its slug."
   [slug]
@@ -174,9 +163,7 @@
         new-tags (get raw-patch :tags '[])
         existing-tags (get snippet :snippet/tags '[])
         tags-to-remove (vec (set/difference (set existing-tags) (set new-tags)))
-        retracts (if (nil? (:tags raw-patch))
-                   nil
-                   (map #(vector :db/retract eid :snippet/tags %) tags-to-remove))
+        retracts (map #(vector :db/retract eid :snippet/tags %) tags-to-remove)
         patch (merge (to-update raw-patch) {:db/id eid})]
     (t/log! {:level :info, :data {:patch patch :retracts retracts :slug slug :eid eid}} "Patching snippet")
     (when (nil? eid)
diff --git a/src/snippets/infra/text_embed.clj b/src/snippets/infra/text_embed.clj
index 9024019..6be3143 100644
--- a/src/snippets/infra/text_embed.clj
+++ b/src/snippets/infra/text_embed.clj
@@ -54,36 +54,11 @@
   "Save an embedding to Qdrant"
   [snippet embed]
   (let [api-key (:qdrant-api-key (config))
-        id (db/slug-to-db-id (:slug snippet))
-        host (str (:qdrant-host (config)) "/collections/snippets-dev/points")]
-    (t/log! {:level :info :data {:slug (:slug snippet) :id id :host host}} "Saving embedding for snippet")
-    (http/put  host
+        id (db/slug-to-db-id (:slug snippet))]
+    (t/log! {:level :info :data {:slug (:slug snippet) :api-key api-key :id id}} "Saving embedding for snippet")
+    (http/put  (str (:qdrant-host (config)) "/collections/snippets-dev/points")
                {:headers {"api-key" api-key}
                 :content-type :json
                 :form-params {:points [{:id id :vector embed :payload {:slug (:slug snippet)}}]}
                 ;; :cookie-store false
                 :as :json})))
-
-(defn get-and-save-embed
-  "Get an embedding for a snippet and save it to Qdrant"
-  [snippet]
-  (let [embed (get-embed snippet)]
-    (save-embed snippet embed)))
-
-(defn search
-  "Search for similar snippet in Qdrant
-    returns example: [{:id 101155069755600, :version 204, :score 0.85372585}] or []"
-  [slug]
-  (let [db-id (db/slug-to-db-id slug)
-        api-key (:qdrant-api-key (config))
-        host (str (:qdrant-host (config)) "/collections/snippets-dev/points/query")]
-    (t/log! {:level :info :data {:slug slug :db-id db-id}} "Searching Qdrant for similar snippets")
-    (when (nil? db-id)
-      (throw (ex-info "Invalid slug" {:slug slug})))
-    (->
-     (http/post  host
-                 {:headers {"api-key" api-key}
-                  :content-type :json
-                  :form-params {:query db-id :limit 3 :score_threshold 0.7}
-                  :as :json})
-     (get-in  [:body :result :points] '[]))))
diff --git a/src/snippets/use_cases/create.clj b/src/snippets/use_cases/create.clj
index 35d5ca9..33a41ba 100644
--- a/src/snippets/use_cases/create.clj
+++ b/src/snippets/use_cases/create.clj
@@ -1,11 +1,11 @@
 (ns snippets.use-cases.create
   (:require
    [taoensso.telemere :as t]
-   [snippets.infra.text-embed :as embed]
    [snippets.infra.db :as db]))
 
 (defn create-snippet [{:keys [title slug markdown tags]}]
   (let [pub-date (java.util.Date.)]
     (t/log! {:level :info, :data {:title title :slug slug}} "Creating snippet")
     (db/create-snippets [{:title title :slug slug :markdown markdown :tags tags :pub-date pub-date}])
-    (embed/get-and-save-embed (db/get-snippet-by-slug slug))))
+    ;; TODO: caculate text embed vector
+    ))
diff --git a/src/snippets/use_cases/edit.clj b/src/snippets/use_cases/edit.clj
index 838e026..508f88c 100644
--- a/src/snippets/use_cases/edit.clj
+++ b/src/snippets/use_cases/edit.clj
@@ -1,7 +1,6 @@
 (ns snippets.use-cases.edit
   (:require
    [taoensso.telemere :as t]
-   [snippets.infra.text-embed :as embed]
    [malli.core :as m]
    [snippets.infra.db :as db]))
 
@@ -19,6 +18,5 @@
     (do
       (t/log! {:level :info, :data {:patch patch :slug slug}} "Valid changes editing snippet")
       (db/update-snippet slug patch)
-      (embed/get-and-save-embed (db/get-snippet-by-slug slug))
       {:success true})
     {:success false :reason :invalid-patch}))
diff --git a/src/snippets/use_cases/similar_search.clj b/src/snippets/use_cases/similar_search.clj
deleted file mode 100644
index 2fd4f6d..0000000
--- a/src/snippets/use_cases/similar_search.clj
+++ /dev/null
@@ -1,10 +0,0 @@
-(ns snippets.use-cases.similar-search
-  (:require [snippets.infra.text-embed :as embed]
-            [taoensso.telemere :as t]
-            [snippets.infra.db :as db]))
-
-(defn search-similar
-  [slug]
-  (t/log! {:level :info :data {:slug slug}} "Making a similar search by slug")
-  (->> (embed/search slug)
-       (map #(hash-map :snippet (db/get-by-db-id (:id %)), :score (:score %)))))
diff --git a/src/snippets/use_cases/view.clj b/src/snippets/use_cases/view.clj
index dc0774c..26f8d6c 100644
--- a/src/snippets/use_cases/view.clj
+++ b/src/snippets/use_cases/view.clj
@@ -7,9 +7,7 @@
   "Converts snippet pub-date to ISO-8601 string for EDN serialization"
   [snippet]
   (when snippet
-    (-> snippet
-        (assoc :tags (if (nil? (:tags snippet)) '[] (:tags snippet)))
-        (assoc :pub-date (.toString (:pub-date snippet))))))
+    (assoc snippet :pub-date (.toString (:pub-date snippet)))))
 
 (defn view-snippets [options]
   (let [limit (:limit options)