diff --git a/.gitea/workflows/ci.yaml b/.gitea/workflows/ci.yaml
index bc6e278..5ebadac 100644
--- a/.gitea/workflows/ci.yaml
+++ b/.gitea/workflows/ci.yaml
@@ -1,5 +1,8 @@
 name: CI
-on: [push, pull_request]
+on:
+  push:
+  pull_request:
+  workflow_dispatch:
 
 jobs:
   Test:
@@ -24,6 +27,25 @@ jobs:
         run: cargo clippy --all -- -D warnings
 
       - name: 🧪 Test
-        run: cargo test --workspace
+        run: cargo nextest run --config-file ~/.config/nextest.toml --profile ci --retries 2 -j 1 --workspace
         env:
           ALL_PROXY: "http://warpproxy:8124"
+
+      - name: Move test report
+        if: always()
+        run: mv target/nextest/ci/junit.xml junit.xml || true
+
+      - name: 💌 Upload test report
+        if: always()
+        uses: https://code.forgejo.org/forgejo/upload-artifact@v4
+        with:
+          name: test
+          path: |
+            junit.xml
+
+      - name: 🔗 Artifactview PR comment
+        if: ${{ always() && github.event_name == 'pull_request' }}
+        run: |
+          if [[ "$GITEA_ACTIONS" == "true" ]]; then RUN_NUMBER="$GITHUB_RUN_NUMBER"; else RUN_NUMBER="$GITHUB_RUN_ID"; fi
+          curl -SsL --fail-with-body -w "\n" -X POST https://av.thetadev.de/.well-known/api/prComment -H "Content-Type: application/json" \
+            --data '{"url": "'"$GITHUB_SERVER_URL/$GITHUB_REPOSITORY/actions/runs/$RUN_NUMBER"'", "pr": ${{ github.event.number }}, "artifact_titles": {"test":"🧪 Test report"}, "artifact_paths": {"test":"/junit.xml?viewer=1"}}'
diff --git a/.gitea/workflows/renovate.yaml b/.gitea/workflows/renovate.yaml.bak
similarity index 97%
rename from .gitea/workflows/renovate.yaml
rename to .gitea/workflows/renovate.yaml.bak
index e91c636..013b185 100644
--- a/.gitea/workflows/renovate.yaml
+++ b/.gitea/workflows/renovate.yaml.bak
@@ -17,7 +17,7 @@ jobs:
   renovate:
     runs-on: docker
     container:
-      image: renovate/renovate:latest
+      image: renovate/renovate:39
 
     steps:
       - name: Load renovate repo cache
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 37c73e0..0801b22 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,6 +3,62 @@
 All notable changes to this project will be documented in this file.
 
 
+## [v0.3.0](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-inofficial/v0.2.1..musixmatch-inofficial/v0.3.0) - 2025-12-08
+
+### 🚀 Features
+
+- [**breaking**] Removed artist_related endpoint (discontinued) - ([74d5359](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/74d5359547e0b3ffa75f5f7384ed3b7ab0e2ea11))
+
+### 🐛 Bug Fixes
+
+- Update signature secret - ([59dee61](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/59dee61a2fdbda6a7643aa209b9baaf25a6de0f8))
+- Clippy lints - ([bfe6fec](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/bfe6fec115b9ba3b58f1e949ac7b583a95041f8f))
+- Clippy lints (2) - ([09c6004](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/09c6004ed13c2f9039490c083b0e6b61dccaa884))
+- Remove serde::__private::fmt - ([e087752](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/e087752dd0d331093a3434e18b5ff276bf4dc7c1))
+
+
+## [v0.2.1](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-inofficial/v0.2.0..musixmatch-inofficial/v0.2.1) - 2025-04-04
+
+### 🐛 Bug Fixes
+
+- Parsing unset has_fan_chant field - ([6f90033](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/6f90033cf4284eff5c12a30aafb21943c1575b92))
+
+### 📚 Documentation
+
+- Fix docs - ([4a46e7b](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/4a46e7bb1d83c6261660d403c009cdb640b301d7))
+
+### ⚙️ Miscellaneous Tasks
+
+- *(deps)* Update rust crate governor to 0.10.0 - ([87859e6](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/87859e629f3c236ba450872b29beb7876be7ef0b))
+- *(deps)* Update rust crate rstest to 0.25.0 - ([a3f2ffc](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/a3f2ffc5d99ddddf777b4de306bd215bd3bbf5ce))
+- *(deps)* Update rust crate rand to 0.9.0 - ([7c325c4](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/7c325c4af779e32059680c1cfb874f83896d7649))
+
+
+## [v0.2.0](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-inofficial/v0.1.2..musixmatch-inofficial/v0.2.0) - 2025-01-16
+
+### 🚀 Features
+
+- Add track performer tagging, artist images - ([b136bb3](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/b136bb30040dc3ee849c26ff984884e706739235))
+
+### ⚙️ Miscellaneous Tasks
+
+- Fix clippy lints - ([26f4729](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/26f4729738536d735cb808fce8a8e466f2e82449))
+- *(deps)* Update rust crate governor to 0.8.0 (#5) - ([4d26c4a](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/4d26c4a72f617228a5e62d4d565e2c7a6f3d7f95))
+- *(deps)* Update rust crate rstest to 0.24.0 (#6) - ([6942d0e](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/6942d0eaaa6dfa15846c7f1a09ca4165a5a4b3c3))
+
+
+## [v0.1.2](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-inofficial/v0.1.1..musixmatch-inofficial/v0.1.2) - 2024-11-15
+
+### 🐛 Bug Fixes
+
+- *(deps)* Update rust crate thiserror to v2 (#4) - ([6a6ced1](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/6a6ced16224c6ef3d05eb6ebd0aa0bdc40a34684))
+
+### ⚙️ Miscellaneous Tasks
+
+- *(deps)* Update rust crate rstest to 0.23.0 (#2) - ([5ef76f5](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/5ef76f5a6b2a3b243f847cf86e72ebe176819d7a))
+- *(deps)* Update rust crate governor to 0.7.0 (#3) - ([4bfcb79](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/4bfcb791733ce5ebd9d4e074c64eb23e9a768fc6))
+
+
 ## [v0.1.1](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-inofficial/v0.1.0..musixmatch-inofficial/v0.1.1) - 2024-08-18
 
 ### 🚀 Features
diff --git a/Cargo.toml b/Cargo.toml
index 0a3b896..0d3ead1 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "musixmatch-inofficial"
-version = "0.1.1"
+version = "0.3.0"
 rust-version = "1.70.0"
 edition.workspace = true
 authors.workspace = true
@@ -23,7 +23,7 @@ keywords = ["music", "lyrics"]
 categories = ["api-bindings", "multimedia"]
 
 [workspace.dependencies]
-musixmatch-inofficial = { version = "0.1.1", path = ".", default-features = false }
+musixmatch-inofficial = { version = "0.3.0", path = ".", default-features = false }
 
 [features]
 default = ["default-tls"]
@@ -44,7 +44,7 @@ reqwest = { version = "0.12.0", default-features = false, features = [
 tokio = { version = "1.20.4" }
 serde = { version = "1.0", features = ["derive"] }
 serde_json = "1.0.85"
-thiserror = "1.0.0"
+thiserror = "2.0.0"
 log = "0.4.17"
 time = { version = "0.3.10", features = [
     "macros",
@@ -54,13 +54,14 @@ time = { version = "0.3.10", features = [
 ] }
 hmac = "0.12.0"
 sha1 = "0.10.0"
-rand = "0.8.0"
+rand = "0.9.0"
 base64 = "0.22.0"
 
 [dev-dependencies]
-rstest = { version = "0.22.0", default-features = false }
+rstest = { version = "0.26.0", default-features = false }
 dotenvy = "0.15.5"
 tokio = { version = "1.20.4", features = ["macros"] }
 futures = "0.3.21"
 path_macro = "1.0.0"
-governor = "0.6.3"
+governor = "0.10.0"
+test-log = "0.2.16"
diff --git a/Justfile b/Justfile
index 7456066..f288b43 100644
--- a/Justfile
+++ b/Justfile
@@ -1,5 +1,5 @@
 test:
-    cargo test
+    cargo nextest run --workspace --no-fail-fast --retries 1 -j 1
 
 release crate="musixmatch-inofficial":
     #!/usr/bin/env bash
diff --git a/cli/CHANGELOG.md b/cli/CHANGELOG.md
index c8a2e23..9c882bc 100644
--- a/cli/CHANGELOG.md
+++ b/cli/CHANGELOG.md
@@ -3,6 +3,40 @@
 All notable changes to this project will be documented in this file.
 
 
+## [v0.3.1](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-cli/v0.3.0..musixmatch-cli/v0.3.1) - 2025-12-08
+
+### 🐛 Bug Fixes
+
+- Clippy lints - ([bfe6fec](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/bfe6fec115b9ba3b58f1e949ac7b583a95041f8f))
+- Clippy lints (3) - ([39bbd50](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/39bbd5070a62d865c0e276904047bb687f1ba8a8))
+
+### ⚙️ Miscellaneous Tasks
+
+- *(deps)* Update rust crate governor to 0.10.0 - ([87859e6](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/87859e629f3c236ba450872b29beb7876be7ef0b))
+- *(deps)* Update rust crate rstest to 0.25.0 - ([a3f2ffc](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/a3f2ffc5d99ddddf777b4de306bd215bd3bbf5ce))
+- *(deps)* Update rust crate rand to 0.9.0 - ([7c325c4](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/7c325c4af779e32059680c1cfb874f83896d7649))
+- *(deps)* Update musixmatch to 0.3.0
+
+
+## [v0.3.0](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-cli/v0.2.0..musixmatch-cli/v0.3.0) - 2025-01-16
+
+### 🚀 Features
+
+- Add track performer tagging, artist images - ([b136bb3](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/b136bb30040dc3ee849c26ff984884e706739235))
+
+### 🐛 Bug Fixes
+
+- *(deps)* Update rust crate thiserror to v2 (#4) - ([6a6ced1](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/6a6ced16224c6ef3d05eb6ebd0aa0bdc40a34684))
+- *(deps)* Update rust crate dirs to v6 (#7) - ([319dabe](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/319dabeee018f8b5b633cf91e792b12fa18e7775))
+
+### ⚙️ Miscellaneous Tasks
+
+- *(deps)* Update rust crate rstest to 0.23.0 (#2) - ([5ef76f5](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/5ef76f5a6b2a3b243f847cf86e72ebe176819d7a))
+- *(deps)* Update rust crate governor to 0.7.0 (#3) - ([4bfcb79](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/4bfcb791733ce5ebd9d4e074c64eb23e9a768fc6))
+- *(deps)* Update rust crate governor to 0.8.0 (#5) - ([4d26c4a](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/4d26c4a72f617228a5e62d4d565e2c7a6f3d7f95))
+- *(deps)* Update rust crate rstest to 0.24.0 (#6) - ([6942d0e](https://codeberg.org/ThetaDev/musixmatch-inofficial/commit/6942d0eaaa6dfa15846c7f1a09ca4165a5a4b3c3))
+
+
 ## [v0.2.0](https://codeberg.org/ThetaDev/musixmatch-inofficial/compare/musixmatch-cli/v0.1.0..musixmatch-cli/v0.2.0) - 2024-08-18
 
 ### 🚀 Features
diff --git a/cli/Cargo.toml b/cli/Cargo.toml
index 8b77e98..6543bc5 100644
--- a/cli/Cargo.toml
+++ b/cli/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "musixmatch-cli"
-version = "0.2.0"
+version = "0.3.1"
 rust-version = "1.70.0"
 edition.workspace = true
 authors.workspace = true
@@ -25,5 +25,5 @@ tokio = { version = "1.20.4", features = ["macros", "rt-multi-thread"] }
 clap = { version = "4.0.0", features = ["derive"] }
 anyhow = "1.0.0"
 rpassword = "7.0.0"
-dirs = "5.0.0"
+dirs = "6.0.0"
 serde_json = "1.0.85"
diff --git a/cli/src/main.rs b/cli/src/main.rs
index 6a303da..84e26b9 100644
--- a/cli/src/main.rs
+++ b/cli/src/main.rs
@@ -55,6 +55,11 @@ enum Commands {
         #[clap(flatten)]
         ident: TrackIdentifiers,
     },
+    /// Get performer tagging
+    Performer {
+        #[clap(flatten)]
+        ident: TrackIdentifiers,
+    },
     /// Get album metadata
     Album {
         #[clap(flatten)]
@@ -170,7 +175,7 @@ async fn main() {
     let cli = Cli::parse();
 
     run(cli).await.unwrap_or_else(|e| {
-        println!("Error: {}", e);
+        eprintln!("Error: {e}");
         std::process::exit(1);
     });
 }
@@ -246,7 +251,7 @@ async fn run(cli: Cli) -> Result<()> {
             }
 
             eprintln!();
-            println!("{}", lyrics_body);
+            println!("{lyrics_body}");
         }
         Commands::Subtitles {
             ident,
@@ -307,16 +312,23 @@ async fn run(cli: Cli) -> Result<()> {
                         bail!("subtitle format {format:?} cant be translated")
                     }
                 };
-                println!("{}", res);
+                println!("{res}");
             } else {
                 eprintln!();
                 println!("{}", subtitles.subtitle_body);
             }
         }
         Commands::Track { ident } => {
-            let track = get_track(ident, &mxm).await?;
+            let track = get_track(ident, &mxm, false).await?;
             println!("{}", serde_json::to_string_pretty(&track)?)
         }
+        Commands::Performer { ident } => {
+            let track = get_track(ident, &mxm, true).await?;
+            println!(
+                "{}",
+                serde_json::to_string_pretty(&track.performer_tagging)?
+            )
+        }
         Commands::Album { ident } => {
             let id = if let Some(id) = ident.mxm_id {
                 AlbumId::AlbumId(id)
@@ -397,6 +409,7 @@ async fn get_track_or_id(
     ident: TrackIdentifiers,
     mxm: &Musixmatch,
     translation_status: bool,
+    performer_tagging: bool,
 ) -> Result<TrackOrId<'static>> {
     Ok(
         match (
@@ -422,8 +435,15 @@ async fn get_track_or_id(
             }
             (_, _, _, _, _, _, _, Some(isrc)) => TrackOrId::TrackId(TrackId::Isrc(isrc.into())),
             (Some(name), Some(artist), _, _, _, _, _, _) => TrackOrId::Track(Box::new(
-                mxm.matcher_track(&name, &artist, "", translation_status, true)
-                    .await?,
+                mxm.matcher_track(
+                    &name,
+                    &artist,
+                    "",
+                    translation_status,
+                    true,
+                    performer_tagging,
+                )
+                .await?,
             )),
             _ => bail!("no track identifier given"),
         },
@@ -431,21 +451,27 @@ async fn get_track_or_id(
 }
 
 async fn get_track_id(ident: TrackIdentifiers, mxm: &Musixmatch) -> Result<TrackId<'static>> {
-    Ok(match get_track_or_id(ident, mxm, false).await? {
+    Ok(match get_track_or_id(ident, mxm, false, false).await? {
         TrackOrId::Track(track) => TrackId::TrackId(track.track_id),
         TrackOrId::TrackId(id) => id,
     })
 }
 
-async fn get_track(ident: TrackIdentifiers, mxm: &Musixmatch) -> Result<Track> {
-    Ok(match get_track_or_id(ident, mxm, true).await? {
-        TrackOrId::Track(track) => *track,
-        TrackOrId::TrackId(id) => mxm.track(id, true, true).await?,
-    })
+async fn get_track(
+    ident: TrackIdentifiers,
+    mxm: &Musixmatch,
+    performer_tagging: bool,
+) -> Result<Track> {
+    Ok(
+        match get_track_or_id(ident, mxm, true, performer_tagging).await? {
+            TrackOrId::Track(track) => *track,
+            TrackOrId::TrackId(id) => mxm.track(id, true, true, performer_tagging).await?,
+        },
+    )
 }
 
 fn input(prompt: &str) -> String {
-    print!("{}", prompt);
+    print!("{prompt}");
 
     stdout().flush().expect("Failed to flush stdout!");
 
@@ -457,7 +483,7 @@ fn input(prompt: &str) -> String {
 }
 
 fn input_pwd(prompt: &str) -> String {
-    print!("{}", prompt);
+    print!("{prompt}");
     stdout().flush().expect("Failed to flush stdout!");
 
     rpassword::read_password().expect("Failed to read password")
diff --git a/cliff.toml b/cliff.toml
index a12fc01..b456d2d 100644
--- a/cliff.toml
+++ b/cliff.toml
@@ -73,7 +73,7 @@ commit_parsers = [
   { message = "^perf", group = "<!-- 4 -->⚡ Performance" },
   { message = "^refactor", group = "<!-- 2 -->🚜 Refactor" },
   { message = "^style", group = "<!-- 5 -->🎨 Styling" },
-  { message = "^test", group = "<!-- 6 -->🧪 Testing" },
+  { message = "^test", skip = true },
   { message = "^chore\\(release\\)", skip = true },
   { message = "^chore\\(pr\\)", skip = true },
   { message = "^chore\\(pull\\)", skip = true },
diff --git a/renovate.json b/renovate.json
index 3ff20b1..1ec2687 100644
--- a/renovate.json
+++ b/renovate.json
@@ -1,8 +1,6 @@
 {
   "$schema": "https://docs.renovatebot.com/renovate-schema.json",
-  "extends": [
-    "config:best-practices"
-  ],
+  "extends": ["config:best-practices", ":preserveSemverRanges"],
   "semanticCommits": "enabled",
   "automerge": true,
   "automergeStrategy": "squash",
diff --git a/src/api_model.rs b/src/api_model.rs
index 463e5d1..d69aaa8 100644
--- a/src/api_model.rs
+++ b/src/api_model.rs
@@ -117,7 +117,7 @@ where
 {
     struct BoolFromIntVisitor;
 
-    impl<'de> Visitor<'de> for BoolFromIntVisitor {
+    impl Visitor<'_> for BoolFromIntVisitor {
         type Value = bool;
 
         fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
@@ -232,7 +232,7 @@ where
         n: PhantomData<N>,
     }
 
-    impl<'de, N> Visitor<'de> for NullIfZeroVisitor<N>
+    impl<N> Visitor<'_> for NullIfZeroVisitor<N>
     where
         N: TryFrom<u64>,
     {
@@ -300,7 +300,7 @@ where
 {
     struct NullIfEmptyVisitor;
 
-    impl<'de> Visitor<'de> for NullIfEmptyVisitor {
+    impl Visitor<'_> for NullIfEmptyVisitor {
         type Value = Option<String>;
 
         fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
@@ -347,7 +347,7 @@ where
         n: PhantomData<N>,
     }
 
-    impl<'de, N> Visitor<'de> for ParseIntVisitor<N>
+    impl<N> Visitor<'_> for ParseIntVisitor<N>
     where
         N: FromStr + TryFrom<u64>,
     {
@@ -441,13 +441,10 @@ pub mod optional_date {
     ) -> Result<Option<Date>, D::Error> {
         struct OptionalDateVisitor;
 
-        impl<'de> Visitor<'de> for OptionalDateVisitor {
+        impl Visitor<'_> for OptionalDateVisitor {
             type Value = Option<Date>;
 
-            fn expecting(
-                &self,
-                formatter: &mut serde::__private::fmt::Formatter,
-            ) -> serde::__private::fmt::Result {
+            fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
                 formatter.write_str("date or empty string")
             }
 
@@ -501,13 +498,10 @@ pub mod optional_datetime {
     ) -> Result<Option<OffsetDateTime>, D::Error> {
         struct OptionalDateVisitor;
 
-        impl<'de> Visitor<'de> for OptionalDateVisitor {
+        impl Visitor<'_> for OptionalDateVisitor {
             type Value = Option<OffsetDateTime>;
 
-            fn expecting(
-                &self,
-                formatter: &mut serde::__private::fmt::Formatter,
-            ) -> serde::__private::fmt::Result {
+            fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
                 formatter.write_str("timestamp or empty string")
             }
 
@@ -543,6 +537,55 @@ pub mod optional_datetime {
     }
 }
 
+pub fn single_or_vec<'de, D, T>(deserializer: D) -> Result<Vec<T>, D::Error>
+where
+    D: Deserializer<'de>,
+    T: Deserialize<'de>,
+{
+    struct SingleOrVecVisitor<T> {
+        t: PhantomData<T>,
+    }
+
+    impl<'de, T> Visitor<'de> for SingleOrVecVisitor<T>
+    where
+        T: Deserialize<'de>,
+    {
+        type Value = Vec<T>;
+
+        fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
+            formatter.write_str("single object or list")
+        }
+
+        fn visit_seq<A>(self, mut seq: A) -> Result<Self::Value, A::Error>
+        where
+            A: serde::de::SeqAccess<'de>,
+        {
+            let mut res = Vec::new();
+            while let Some(x) = seq.next_element()? {
+                res.push(x);
+            }
+            Ok(res)
+        }
+
+        fn visit_map<A>(self, mut map: A) -> Result<Self::Value, A::Error>
+        where
+            A: serde::de::MapAccess<'de>,
+        {
+            let (k1, val) = map
+                .next_entry::<&str, T>()?
+                .ok_or(serde::de::Error::missing_field("value"))?;
+            if let Some((k2, _)) = map.next_entry::<&str, serde::de::IgnoredAny>()? {
+                return Err(serde::de::Error::custom(format!(
+                    "expected only 1 value, got keys `{k1}`, `{k2}`"
+                )));
+            }
+            Ok(vec![val])
+        }
+    }
+
+    deserializer.deserialize_any(SingleOrVecVisitor { t: PhantomData })
+}
+
 #[cfg(test)]
 mod tests {
     use time::Date;
@@ -686,4 +729,21 @@ mod tests {
         let res = serde_json::from_str::<S>(json_date).unwrap();
         assert!(res.date.is_some());
     }
+
+    #[test]
+    fn deserialize_single_or_vec() {
+        #[derive(Deserialize, Debug)]
+        struct S {
+            #[serde(deserialize_with = "single_or_vec")]
+            vec: Vec<u8>,
+        }
+
+        let res = serde_json::from_str::<S>(r#"{"vec": [1, 2, 3]}"#).unwrap();
+        assert_eq!(res.vec, [1, 2, 3]);
+
+        let res = serde_json::from_str::<S>(r#"{"vec": {"value": 1}}"#).unwrap();
+        assert_eq!(res.vec, [1]);
+
+        serde_json::from_str::<S>(r#"{"vec": {"value": 1, "other": "xyz"}}"#).unwrap_err();
+    }
 }
diff --git a/src/apis/artist_api.rs b/src/apis/artist_api.rs
index f2dde1f..024c6bc 100644
--- a/src/apis/artist_api.rs
+++ b/src/apis/artist_api.rs
@@ -18,6 +18,7 @@ impl Musixmatch {
 
             let id_param = id.to_param();
             url_query.append_pair(id_param.0, &id_param.1);
+            url_query.append_pair("part", "artist_image");
             url_query.finish();
         }
 
@@ -25,40 +26,6 @@ impl Musixmatch {
         Ok(artist_body.artist)
     }
 
-    /// Get a list of artists somehow related to the one specified by its ID.
-    ///
-    /// # Parameters
-    /// - `id`: [Artist ID](crate::models::ArtistId)
-    /// - `page_size`: Define the page size for paginated results. Range is 1 to 100.
-    /// - `page`: Define the page number for paginated results, starting from 1.
-    ///
-    /// # Reference
-    /// <https://developer.musixmatch.com/documentation/api-reference/artist-related-get>
-    pub async fn artist_related(
-        &self,
-        id: ArtistId<'_>,
-        page_size: u8,
-        page: u32,
-    ) -> Result<Vec<Artist>> {
-        let mut url = self.new_url("artist.related.get");
-        {
-            let mut url_query = url.query_pairs_mut();
-
-            let id_param = id.to_param();
-            url_query.append_pair(id_param.0, &id_param.1);
-            url_query.append_pair("page_size", &page_size.to_string());
-            url_query.append_pair("page", &page.to_string());
-            url_query.finish();
-        }
-
-        let artist_list_body = self.execute_get_request::<ArtistListBody>(&url).await?;
-        Ok(artist_list_body
-            .artist_list
-            .into_iter()
-            .map(|a| a.artist)
-            .collect())
-    }
-
     /// Search for artists in the Musixmatch database.
     ///
     /// # Parameters
diff --git a/src/apis/track_api.rs b/src/apis/track_api.rs
index 045779f..1c25975 100644
--- a/src/apis/track_api.rs
+++ b/src/apis/track_api.rs
@@ -26,6 +26,7 @@ impl Musixmatch {
         q_album: &str,
         translation_status: bool,
         lang_3c: bool,
+        performer_tagging: bool,
     ) -> Result<Track> {
         let mut url = self.new_url("matcher.track.get");
         {
@@ -40,8 +41,10 @@ impl Musixmatch {
             if !q_album.is_empty() {
                 url_query.append_pair("q_album", q_album);
             }
+
+            let mut part = Vec::new();
             if translation_status {
-                url_query.append_pair("part", "track_lyrics_translation_status");
+                part.push("track_lyrics_translation_status");
                 url_query.append_pair(
                     "language_iso_code",
                     match lang_3c {
@@ -50,6 +53,13 @@ impl Musixmatch {
                     },
                 );
             }
+            if performer_tagging {
+                part.push("track_performer_tagging");
+            }
+            if !part.is_empty() {
+                url_query.append_pair("part", &part.join(","));
+            }
+
             url_query.finish();
         }
 
@@ -73,6 +83,7 @@ impl Musixmatch {
         id: TrackId<'_>,
         translation_status: bool,
         lang_3c: bool,
+        performer_tagging: bool,
     ) -> Result<Track> {
         let mut url = self.new_url("track.get");
         {
@@ -80,8 +91,10 @@ impl Musixmatch {
 
             let id_param = id.to_param();
             url_query.append_pair(id_param.0, &id_param.1);
+
+            let mut part = Vec::new();
             if translation_status {
-                url_query.append_pair("part", "track_lyrics_translation_status");
+                part.push("track_lyrics_translation_status");
                 url_query.append_pair(
                     "language_iso_code",
                     match lang_3c {
@@ -90,6 +103,13 @@ impl Musixmatch {
                     },
                 );
             }
+            if performer_tagging {
+                part.push("track_performer_tagging");
+            }
+            if !part.is_empty() {
+                url_query.append_pair("part", &part.join(","));
+            }
+
             url_query.finish();
         }
 
@@ -206,7 +226,7 @@ impl Musixmatch {
     ///
     /// # Reference
     /// <https://developer.musixmatch.com/documentation/api-reference/track-search>
-    pub fn track_search(&self) -> TrackSearchQuery {
+    pub fn track_search(&self) -> TrackSearchQuery<'_> {
         TrackSearchQuery {
             mxm: self.clone(),
             q_track: None,
diff --git a/src/error.rs b/src/error.rs
index 17e03e0..f58312b 100644
--- a/src/error.rs
+++ b/src/error.rs
@@ -52,3 +52,8 @@ impl From<serde_json::Error> for Error {
         Self::InvalidData(value.to_string().into())
     }
 }
+
+/// Could not parse Musixmatch FQID
+#[derive(thiserror::Error, Debug)]
+#[error("Could not parse Musixmatch FQID")]
+pub struct IdError;
diff --git a/src/lib.rs b/src/lib.rs
index b494a13..448d8d4 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -11,7 +11,7 @@ use std::fmt::Debug;
 use std::path::Path;
 use std::sync::{Arc, RwLock};
 
-pub use error::Error;
+pub use error::{Error, IdError};
 
 use base64::Engine;
 use hmac::{Hmac, Mac};
@@ -36,7 +36,7 @@ const YMD_FORMAT: &[time::format_description::FormatItem] =
 
 const APP_ID: &str = "android-player-v1.0";
 const API_URL: &str = "https://apic.musixmatch.com/ws/1.1/";
-const SIGNATURE_SECRET: &[u8; 20] = b"967Pn4)N3&R_GBg5$b('";
+const SIGNATURE_SECRET: &[u8; 29] = b"mNdca@6W7TeEcFn6*3.s97sJ*yPMd";
 
 const DEFAULT_UA: &str = "Dalvik/2.1.0 (Linux; U; Android 13; Pixel 6 Build/T3B2.230316.003)";
 const DEFAULT_BRAND: &str = "Google";
@@ -247,7 +247,7 @@ impl Musixmatch {
         // Get user token
         // The get_token endpoint seems to be rate limited for 2 requests per minute
         let mut url = Url::parse_with_params(
-            &format!("{}{}", API_URL, "token.get"),
+            &format!("{API_URL}token.get"),
             &[
                 ("adv_id", adv_id.as_str()),
                 ("root", "0"),
@@ -343,7 +343,7 @@ impl Musixmatch {
 
             match serde_json::to_string(&to_store) {
                 Ok(json) => storage.write(&json),
-                Err(e) => error!("Could not serialize session. Error: {}", e),
+                Err(e) => error!("Could not serialize session. Error: {e}"),
             }
         }
     }
@@ -355,7 +355,7 @@ impl Musixmatch {
                 .and_then(|json| match serde_json::from_str::<StoredSession>(&json) {
                     Ok(session) => Some(session),
                     Err(e) => {
-                        error!("Could not deserialize session. Error: {}", e);
+                        error!("Could not deserialize session. Error: {e}");
                         None
                     }
                 })
@@ -374,7 +374,7 @@ impl Musixmatch {
 
     fn new_url(&self, endpoint: &str) -> reqwest::Url {
         Url::parse_with_params(
-            &format!("{}{}", API_URL, endpoint),
+            &format!("{API_URL}{endpoint}"),
             &[("app_id", APP_ID), ("format", "json")],
         )
         .unwrap()
@@ -449,26 +449,26 @@ impl Musixmatch {
 }
 
 fn random_guid() -> String {
-    let mut rng = rand::thread_rng();
-    let n = rng.gen::<u64>();
-    format!("{:016x}", n)
+    let mut rng = rand::rng();
+    let n = rng.random::<u64>();
+    format!("{n:016x}")
 }
 
 fn random_uuid() -> String {
-    let mut rng = rand::thread_rng();
+    let mut rng = rand::rng();
     format!(
         "{:08x}-{:04x}-{:04x}-{:04x}-{:012x}",
-        rng.gen::<u32>(),
-        rng.gen::<u16>(),
-        rng.gen::<u16>(),
-        rng.gen::<u16>(),
-        rng.gen::<u64>() & 0xffffffffffff,
+        rng.random::<u32>(),
+        rng.random::<u16>(),
+        rng.random::<u16>(),
+        rng.random::<u16>(),
+        rng.random::<u64>() & 0xffffffffffff,
     )
 }
 
 fn new_url_from_token(endpoint: &str, usertoken: &str) -> reqwest::Url {
     Url::parse_with_params(
-        &format!("{}{}", API_URL, endpoint),
+        &format!("{API_URL}{endpoint}"),
         &[
             ("app_id", APP_ID),
             ("usertoken", usertoken),
@@ -503,6 +503,6 @@ mod tests {
     fn t_sign_url() {
         let mut url = Url::parse("https://apic.musixmatch.com/ws/1.1/track.subtitle.get?app_id=android-player-v1.0&usertoken=22092860c49e8d783b569a7bd847cd5b289bbec306f8a0bb2d3771&format=json&track_spotify_id=7Ga0ByppmSXWuKXdsD8JGL&subtitle_format=mxm").unwrap();
         sign_url_with_date(&mut url, datetime!(2022-09-28 0:00 UTC));
-        assert_eq!(url.as_str(), "https://apic.musixmatch.com/ws/1.1/track.subtitle.get?app_id=android-player-v1.0&usertoken=22092860c49e8d783b569a7bd847cd5b289bbec306f8a0bb2d3771&format=json&track_spotify_id=7Ga0ByppmSXWuKXdsD8JGL&subtitle_format=mxm&signature=cvXbedVvGneT7o4k8QG6jfk9pAM%3D%0A&signature_protocol=sha1")
+        assert_eq!(url.as_str(), "https://apic.musixmatch.com/ws/1.1/track.subtitle.get?app_id=android-player-v1.0&usertoken=22092860c49e8d783b569a7bd847cd5b289bbec306f8a0bb2d3771&format=json&track_spotify_id=7Ga0ByppmSXWuKXdsD8JGL&subtitle_format=mxm&signature=78ywxkeXlazpevI%2BbD8E3YluLPc%3D%0A&signature_protocol=sha1")
     }
 }
diff --git a/src/models/album.rs b/src/models/album.rs
index afc0d59..9d4e8f7 100644
--- a/src/models/album.rs
+++ b/src/models/album.rs
@@ -15,6 +15,7 @@ pub(crate) struct AlbumListBody {
 
 /// Album: an album of songs in the Musixmatch database.
 #[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)]
+#[non_exhaustive]
 pub struct Album {
     /// Unique Musixmatch Album ID
     pub album_id: u64,
diff --git a/src/models/artist.rs b/src/models/artist.rs
index e6d1a76..0d85dd7 100644
--- a/src/models/artist.rs
+++ b/src/models/artist.rs
@@ -15,6 +15,7 @@ pub(crate) struct ArtistListBody {
 
 /// Artist: an artist in the Musixmatch database.
 #[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)]
+#[non_exhaustive]
 pub struct Artist {
     /// Musixmatch Artist ID
     pub artist_id: u64,
@@ -85,10 +86,14 @@ pub struct Artist {
     /// End date of the artist's presence
     #[serde(default, with = "crate::api_model::optional_date")]
     pub end_date: Option<Date>,
+    /// Pictures of the artist
+    #[serde(default, deserialize_with = "crate::api_model::single_or_vec")]
+    pub artist_image: Vec<ArtistImage>,
 }
 
 /// Alternative artist name (e.g. different languages)
 #[derive(Clone, Debug, PartialEq, Eq, Default, Serialize, Deserialize)]
+#[non_exhaustive]
 pub struct ArtistAlias {
     /// Alternative artist name
     pub artist_alias: String,
@@ -96,6 +101,7 @@ pub struct ArtistAlias {
 
 /// Artist name in another language
 #[derive(Clone, Debug, PartialEq, Eq, Default, Serialize, Deserialize)]
+#[non_exhaustive]
 pub struct ArtistNameTranslation {
     /// Artist name in another language
     pub artist_name_translation: ArtistNameTranslationInner,
@@ -103,6 +109,7 @@ pub struct ArtistNameTranslation {
 
 /// Alternative artist name (e.g. different languages)
 #[derive(Clone, Debug, PartialEq, Eq, Default, Serialize, Deserialize)]
+#[non_exhaustive]
 pub struct ArtistNameTranslationInner {
     /// Language code (e.g. "EN")
     ///
@@ -111,3 +118,42 @@ pub struct ArtistNameTranslationInner {
     /// Translated name
     pub translation: String,
 }
+
+/// Artist image
+#[derive(Clone, Debug, PartialEq, Eq, Default, Serialize, Deserialize)]
+#[non_exhaustive]
+pub struct ArtistImage {
+    /// ID of the image in the Musixmatch database
+    pub image_id: u64,
+    pub image_source_id: u32,
+    /// Author who created the image
+    #[serde(default, deserialize_with = "crate::api_model::null_if_empty")]
+    pub image_author: Option<String>,
+    /// Copyright info for the image
+    #[serde(default, deserialize_with = "crate::api_model::null_if_empty")]
+    pub image_copyright: Option<String>,
+    /// Image tags
+    #[serde(default, deserialize_with = "crate::api_model::null_if_empty")]
+    pub image_tags: Option<String>,
+    // List of image files scaled to different sizes
+    pub image_format_list: Vec<ImageFormatWrap>,
+}
+
+/// Image file (wrapper struct)
+#[derive(Clone, Debug, PartialEq, Eq, Default, Serialize, Deserialize)]
+#[non_exhaustive]
+pub struct ImageFormatWrap {
+    pub image_format: ImageFormat,
+}
+
+/// Image file
+#[derive(Clone, Debug, PartialEq, Eq, Default, Serialize, Deserialize)]
+#[non_exhaustive]
+pub struct ImageFormat {
+    /// URL to the image file
+    pub image_url: String,
+    /// Image width in pixels
+    pub width: u32,
+    /// Image height in pixels
+    pub height: u32,
+}
diff --git a/src/models/id.rs b/src/models/id.rs
index 2e8879a..3753c49 100644
--- a/src/models/id.rs
+++ b/src/models/id.rs
@@ -1,4 +1,8 @@
-use std::borrow::Cow;
+use std::{borrow::Cow, convert::Infallible, fmt::Write, str::FromStr};
+
+use serde::{de::Visitor, Deserialize, Serialize};
+
+use crate::IdError;
 
 /// Track identifiers from different sources
 #[derive(Debug, Clone, PartialEq, Eq)]
@@ -25,7 +29,7 @@ pub enum TrackId<'a> {
     Spotify(Cow<'a, str>),
 }
 
-impl<'a> TrackId<'a> {
+impl TrackId<'_> {
     pub(crate) fn to_param(&self) -> (&'static str, String) {
         match self {
             TrackId::Commontrack(id) => ("commontrack_id", id.to_string()),
@@ -50,7 +54,7 @@ pub enum ArtistId<'a> {
     Musicbrainz(&'a str),
 }
 
-impl<'a> ArtistId<'a> {
+impl ArtistId<'_> {
     pub(crate) fn to_param(&self) -> (&'static str, String) {
         match self {
             ArtistId::ArtistId(id) => ("artist_id", id.to_string()),
@@ -71,7 +75,7 @@ pub enum AlbumId<'a> {
     Musicbrainz(&'a str),
 }
 
-impl<'a> AlbumId<'a> {
+impl AlbumId<'_> {
     pub(crate) fn to_param(&self) -> (&'static str, String) {
         match self {
             AlbumId::AlbumId(id) => ("album_id", id.to_string()),
@@ -96,3 +100,130 @@ impl SortOrder {
         }
     }
 }
+
+/// Musixmatch fully qualified ID
+#[derive(Clone, Copy, PartialEq, Eq)]
+pub struct Fqid {
+    /// Numeric Musixmatch ID
+    pub id: u64,
+    /// Entity type
+    pub typ: MxmEntityType,
+}
+
+/// Musixmatch entity type
+#[derive(Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
+#[serde(rename_all = "lowercase")]
+#[allow(missing_docs)]
+#[non_exhaustive]
+pub enum MxmEntityType {
+    Artist,
+    #[serde(other)]
+    Unknown,
+}
+
+impl std::fmt::Display for MxmEntityType {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let s = match self {
+            MxmEntityType::Artist => "artist",
+            MxmEntityType::Unknown => "unknown",
+        };
+        f.write_str(s)
+    }
+}
+
+impl FromStr for MxmEntityType {
+    type Err = Infallible;
+
+    fn from_str(s: &str) -> Result<Self, Self::Err> {
+        Ok(match s {
+            "artist" => Self::Artist,
+            _ => Self::Unknown,
+        })
+    }
+}
+
+impl std::fmt::Debug for MxmEntityType {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        std::fmt::Display::fmt(&self, f)
+    }
+}
+
+impl std::fmt::Display for Fqid {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "mxm:{}:{}", self.typ, self.id)
+    }
+}
+
+impl std::fmt::Debug for Fqid {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.write_char('"')?;
+        std::fmt::Display::fmt(&self, f)?;
+        f.write_char('"')
+    }
+}
+
+impl FromStr for Fqid {
+    type Err = IdError;
+
+    fn from_str(s: &str) -> Result<Self, Self::Err> {
+        let wo_pfx = s.strip_prefix("mxm:").ok_or(IdError)?;
+        let (typ_s, id_s) = wo_pfx.split_once(':').ok_or(IdError)?;
+        let id = id_s.parse().map_err(|_| IdError)?;
+        let typ = typ_s.parse().unwrap();
+        Ok(Self { id, typ })
+    }
+}
+
+impl Serialize for Fqid {
+    fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
+    where
+        S: serde::Serializer,
+    {
+        serializer.serialize_str(&self.to_string())
+    }
+}
+
+impl<'de> Deserialize<'de> for Fqid {
+    fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
+    where
+        D: serde::Deserializer<'de>,
+    {
+        struct FqidVisitor;
+
+        impl Visitor<'_> for FqidVisitor {
+            type Value = Fqid;
+
+            fn expecting(&self, formatter: &mut std::fmt::Formatter) -> std::fmt::Result {
+                formatter.write_str("Musixmatch FQID")
+            }
+
+            fn visit_str<E>(self, v: &str) -> Result<Self::Value, E>
+            where
+                E: serde::de::Error,
+            {
+                v.parse().map_err(serde::de::Error::custom)
+            }
+        }
+
+        deserializer.deserialize_str(FqidVisitor)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::Fqid;
+
+    #[test]
+    fn serialize_fqid() {
+        let json = r#""mxm:artist:27853427""#;
+        let id = serde_json::from_str::<Fqid>(json).unwrap();
+        assert_eq!(
+            id,
+            Fqid {
+                id: 27853427,
+                typ: crate::models::id::MxmEntityType::Artist
+            }
+        );
+        assert_eq!(serde_json::to_string(&id).unwrap(), json)
+    }
+}
diff --git a/src/models/mod.rs b/src/models/mod.rs
index 720d4e6..8aef72e 100644
--- a/src/models/mod.rs
+++ b/src/models/mod.rs
@@ -10,6 +10,8 @@ pub use subtitle::SubtitleTime;
 mod id;
 pub use id::AlbumId;
 pub use id::ArtistId;
+pub use id::Fqid;
+pub use id::MxmEntityType;
 pub use id::SortOrder;
 pub use id::TrackId;
 
@@ -23,8 +25,12 @@ pub use translation::TranslationMap;
 
 pub(crate) mod track;
 pub use track::ChartName;
+pub use track::Performer;
+pub use track::PerformerTaggingPart;
+pub use track::PerformerTaggingResources;
 pub use track::Track;
 pub use track::TrackLyricsTranslationStatus;
+pub use track::TrackPerformerTagging;
 
 mod genre;
 pub use genre::Genre;
diff --git a/src/models/snippet.rs b/src/models/snippet.rs
index 9dc03a9..fa9944b 100644
--- a/src/models/snippet.rs
+++ b/src/models/snippet.rs
@@ -14,6 +14,7 @@ pub(crate) struct SnippetBody {
 ///
 /// Example: "There's not a thing that I would change"
 #[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)]
+#[allow(missing_docs)]
 pub struct Snippet {
     /// Unique Musixmatch Snippet ID
     pub snippet_id: u64,
diff --git a/src/models/track.rs b/src/models/track.rs
index 7c72a62..bfb1980 100644
--- a/src/models/track.rs
+++ b/src/models/track.rs
@@ -1,7 +1,7 @@
 use serde::{Deserialize, Serialize};
 use time::OffsetDateTime;
 
-use super::Genres;
+use super::{Artist, Fqid, Genres};
 
 #[derive(Debug, Deserialize)]
 pub(crate) struct TrackBody {
@@ -140,6 +140,8 @@ pub struct Track {
     /// Status of lyrics translation
     #[serde(default)]
     pub track_lyrics_translation_status: Vec<TrackLyricsTranslationStatus>,
+    /// Lyrics parts marked with the performer who is singing them
+    pub performer_tagging: Option<TrackPerformerTagging>,
 }
 
 /// Status of lyrics translation (language + progress)
@@ -156,6 +158,72 @@ pub struct TrackLyricsTranslationStatus {
     pub perc: f32,
 }
 
+/// Lyrics parts marked with the performer who is singing them
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+pub struct TrackPerformerTagging {
+    /// Musixmatch user ID of the user who added the performer tags
+    ///
+    /// Format: `mxm:<16 byte hex>`
+    pub user_id: String,
+    /// True if the lyrics are completely tagged
+    #[serde(default)]
+    pub completed: bool,
+    /// True if the lyrics have unknown performers
+    #[serde(default)]
+    pub has_unknown: bool,
+    /// True if the lyrics contain parts that are intended to be sung by the
+    /// audience during concerts
+    #[serde(default)]
+    pub has_fan_chant: bool,
+    /// List of tagged lyrics parts
+    #[serde(default)]
+    pub content: Vec<PerformerTaggingPart>,
+    /// Artists (and possibly other objects) that are referenced by the tagged parts
+    #[serde(default)]
+    pub resources: PerformerTaggingResources,
+}
+
+/// Performer-tagged lyrics part
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+pub struct PerformerTaggingPart {
+    /// Part of the lyrics text
+    ///
+    /// Includes whitespace (spaces and newline characters).
+    pub snippet: String,
+    /// Unknown
+    ///
+    /// Values: 0-3
+    pub position: u32,
+    /// List of performers singing this part
+    pub performers: Vec<Performer>,
+}
+
+/// Lyrics performer
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+pub struct Performer {
+    /// artist / unknown
+    #[serde(rename = "type")]
+    pub typ: Option<String>,
+    /// Fully-qualified performer ID
+    pub fqid: Option<Fqid>,
+    /// Unbekannt
+    ///
+    /// 9
+    pub category_id: Option<std::num::NonZeroU32>,
+    /// Unbekannt
+    ///
+    /// 405
+    pub credit_role_id: Option<std::num::NonZeroU32>,
+}
+
+/// Artists (and possibly other objects) that are referenced by the tagged parts
+#[derive(Default, Clone, Debug, PartialEq, Serialize, Deserialize)]
+#[serde(default)]
+pub struct PerformerTaggingResources {
+    /// List of artists tagged as performers
+    pub artists: Vec<Artist>,
+}
+
 /// Available track charts
 #[derive(Debug, Copy, Clone, PartialEq, Eq)]
 pub enum ChartName {
diff --git a/tests/tests.rs b/tests/tests.rs
index aa762f9..70d1fc8 100644
--- a/tests/tests.rs
+++ b/tests/tests.rs
@@ -1,7 +1,7 @@
 use std::{
-    num::NonZeroU32,
     path::{Path, PathBuf},
     sync::LazyLock,
+    time::Duration,
 };
 
 use governor::{DefaultDirectRateLimiter, Quota, RateLimiter};
@@ -21,8 +21,13 @@ fn testfile<P: AsRef<Path>>(name: P) -> PathBuf {
 #[fixture]
 async fn mxm() -> Musixmatch {
     static LOGIN_LOCK: tokio::sync::OnceCell<()> = tokio::sync::OnceCell::const_new();
-    static MXM_LIMITER: LazyLock<DefaultDirectRateLimiter> =
-        LazyLock::new(|| RateLimiter::direct(Quota::per_second(NonZeroU32::new(1).unwrap())));
+    static MXM_LIMITER: LazyLock<DefaultDirectRateLimiter> = LazyLock::new(|| {
+        RateLimiter::direct(if std::env::var("CI").is_ok() {
+            Quota::with_period(Duration::from_millis(2000)).unwrap()
+        } else {
+            Quota::with_period(Duration::from_millis(500)).unwrap()
+        })
+    });
 
     MXM_LIMITER.until_ready().await;
 
@@ -47,18 +52,19 @@ mod album {
 
     #[rstest]
     #[case::id(AlbumId::AlbumId(14248253))]
-    #[case::musicbrainz(AlbumId::Musicbrainz("6c3cf9d8-88a8-43ed-850b-55813f01e451"))]
+    // #[case::musicbrainz(AlbumId::Musicbrainz("6c3cf9d8-88a8-43ed-850b-55813f01e451"))]
     #[tokio::test]
     async fn by_id(#[case] album_id: AlbumId<'_>, #[future] mxm: Musixmatch) {
         let album = mxm.await.album(album_id).await.unwrap();
+        // dbg!(&album);
 
         assert_eq!(album.album_id, 14248253);
-        assert_eq!(
-            album.album_mbid.unwrap(),
-            "6c3cf9d8-88a8-43ed-850b-55813f01e451"
-        );
+        // assert_eq!(
+        //     album.album_mbid.expect("mbid"),
+        //     "6c3cf9d8-88a8-43ed-850b-55813f01e451"
+        // );
         assert_eq!(album.album_name, "Gangnam Style (강남스타일)");
-        assert!(album.album_rating > 20);
+        assert!(album.album_rating > 12);
         assert_eq!(album.album_track_count, 1);
         assert_eq!(album.album_release_date.unwrap(), date!(2012 - 01 - 01));
         assert_eq!(album.album_release_type, AlbumType::Single);
@@ -115,11 +121,12 @@ mod album {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]
     #[tokio::test]
+    #[ignore]
     async fn artist_albums(#[future] mxm: Musixmatch) {
         let albums = mxm
             .await
@@ -139,7 +146,7 @@ mod album {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]
@@ -156,7 +163,7 @@ mod artist {
 
     #[rstest]
     #[case::id(ArtistId::ArtistId(410698))]
-    #[case::musicbrainz(ArtistId::Musicbrainz("f99b7d67-4e63-4678-aa66-4c6ac0f7d24a"))]
+    // #[case::musicbrainz(ArtistId::Musicbrainz("f99b7d67-4e63-4678-aa66-4c6ac0f7d24a"))]
     #[tokio::test]
     async fn by_id(#[case] artist_id: ArtistId<'_>, #[future] mxm: Musixmatch) {
         let artist = mxm.await.artist(artist_id).await.unwrap();
@@ -165,7 +172,7 @@ mod artist {
 
         assert_eq!(artist.artist_id, 410698);
         assert_eq!(
-            artist.artist_mbid.unwrap(),
+            artist.artist_mbid.expect("mbid"),
             "f99b7d67-4e63-4678-aa66-4c6ac0f7d24a"
         );
         assert_eq!(artist.artist_name, "PSY");
@@ -178,7 +185,11 @@ mod artist {
             artist.artist_name_translation_list
         );
         assert_eq!(artist.artist_country.unwrap(), "KR");
-        assert!(artist.artist_rating > 50);
+        assert!(
+            artist.artist_rating > 10,
+            "rating: {}",
+            artist.artist_rating
+        );
         let first_genre = &artist.primary_genres.music_genre_list[0].music_genre;
         assert_eq!(first_genre.music_genre_id, 14);
         assert_eq!(first_genre.music_genre_parent_id, 34);
@@ -199,6 +210,21 @@ mod artist {
         assert_eq!(artist.begin_date.unwrap(), date!(1977 - 12 - 31));
         assert_eq!(artist.end_date_year, None);
         assert_eq!(artist.end_date, None);
+        let image = artist.artist_image.first().expect("artist image");
+        assert_eq!(image.image_id, 20511);
+        let image_format = &image
+            .image_format_list
+            .iter()
+            .find(|img| img.image_format.height == 250 && img.image_format.width == 250)
+            .expect("image format 250px")
+            .image_format;
+        assert!(
+            image_format.image_url.starts_with(
+                "https://static.musixmatch.com/images-storage/mxmimages/1/1/5/0/2/20511_14.jpg?"
+            ),
+            "url: {}",
+            image_format.image_url
+        );
     }
 
     #[rstest]
@@ -210,31 +236,7 @@ mod artist {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
-    }
-
-    #[rstest]
-    #[tokio::test]
-    async fn related(#[future] mxm: Musixmatch) {
-        let artists = mxm
-            .await
-            .artist_related(ArtistId::ArtistId(26485840), 10, 1)
-            .await
-            .unwrap();
-
-        assert_eq!(artists.len(), 10);
-    }
-
-    #[rstest]
-    #[tokio::test]
-    async fn related_missing(#[future] mxm: Musixmatch) {
-        let err = mxm
-            .await
-            .artist_related(ArtistId::ArtistId(999999999999), 10, 1)
-            .await
-            .unwrap_err();
-
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]
@@ -285,8 +287,10 @@ mod artist {
 }
 
 mod track {
+    use std::collections::HashMap;
+
     use super::*;
-    use musixmatch_inofficial::models::{ChartName, SortOrder};
+    use musixmatch_inofficial::models::{ChartName, MxmEntityType, SortOrder};
 
     #[rstest]
     #[case::no_translation(false, false)]
@@ -301,66 +305,65 @@ mod track {
         let track = mxm
             .await
             .matcher_track(
-                "Poker Face",
-                "Lady Gaga",
-                "The Fame",
+                "Du fehlst hier",
+                "Silbermond",
+                "Himmel auf",
                 translation_status,
                 lang_3c,
+                false,
             )
             .await
             .unwrap();
 
         // dbg!(&track);
 
-        assert_eq!(track.track_id, 85213841);
-        // assert_eq!(
-        //     track.track_mbid.unwrap(),
-        //     "080975b0-39b1-493c-ae64-5cb3292409bb"
-        // );
-        // assert_eq!(track.track_isrc.unwrap(), "USUM70824409");
+        assert_eq!(track.track_id, 17633259);
+        assert_eq!(
+            track.track_mbid.unwrap(),
+            "746af8c4-703e-4461-a40d-74ecdbcd755e"
+        );
+        assert_eq!(track.track_isrc.unwrap(), "DEE861200095");
         assert!(
             track.commontrack_isrcs[0]
                 .iter()
-                .any(|isrc| isrc == "USUM70824409"),
+                .any(|isrc| isrc == "DEE861200095"),
             "commontrack_isrcs: {:?}",
             &track.commontrack_isrcs[0],
         );
-        assert_eq!(track.track_spotify_id.unwrap(), "1QV6tiMFM6fSOKOGLMHYYg");
+        assert_eq!(track.track_spotify_id.unwrap(), "3wZwbYSozyMLnJJcT3e51Q");
         assert!(
             track
                 .commontrack_spotify_ids
                 .iter()
-                .any(|spid| spid == "1QV6tiMFM6fSOKOGLMHYYg"),
+                .any(|spid| spid == "7lsi0kAFXHUCRjJzKlCZdA"),
             "commontrack_spotify_ids: {:?}",
             track.commontrack_spotify_ids,
         );
-        assert_eq!(track.track_name, "Poker Face");
-        assert!(track.track_rating > 50);
-        assert_eq!(track.commontrack_id, 47672612);
+        assert_eq!(track.track_name, "Du fehlst hier");
+        assert!(track.track_rating > 25);
+        assert_eq!(track.commontrack_id, 10514065);
         assert!(!track.instrumental);
-        assert!(track.explicit);
+        assert!(!track.explicit);
+        assert!(track.has_lyrics);
         assert!(track.has_subtitles);
-        assert!(track.has_richsync);
-        assert!(track.has_track_structure);
-        assert!(track.num_favourite > 50);
-        assert!(track.lyrics_id.is_some());
-        assert_eq!(track.subtitle_id.unwrap(), 36450705);
-        assert_eq!(track.album_id, 20960801);
-        assert_eq!(track.album_name, "The Fame");
-        assert_eq!(track.artist_id, 378462);
+        assert_eq!(track.lyrics_id.unwrap(), 34727375);
+        assert_eq!(track.subtitle_id.unwrap(), 15014656);
+        assert_eq!(track.album_id, 14122870);
+        assert_eq!(track.album_name, "Himmel auf");
+        assert_eq!(track.artist_id, 84849);
         assert_eq!(
             track.artist_mbid.unwrap(),
-            "650e7db6-b795-4eb5-a702-5ea2fc46c848"
+            "34d42823-6b56-4861-a675-1565bf40d557"
         );
-        assert_eq!(track.artist_name, "Lady Gaga");
-        assert_imgurl(&track.album_coverart_100x100, "/32133892.jpg");
-        assert_imgurl(&track.album_coverart_350x350, "/32133892_350_350.jpg");
-        assert_imgurl(&track.album_coverart_500x500, "/32133892_500_500.jpg");
-        assert_imgurl(&track.album_coverart_800x800, "/32133892_800_800.jpg");
-        assert_eq!(track.commontrack_vanity_id, "Lady-Gaga/poker-face-1");
+        assert_eq!(track.artist_name, "Silbermond");
+        assert_imgurl(&track.album_coverart_100x100, "/30913494.jpg");
+        assert_imgurl(&track.album_coverart_350x350, "/30913494_350_350.jpg");
+        assert_imgurl(&track.album_coverart_500x500, "/30913494_500_500.jpg");
+        assert_imgurl(&track.album_coverart_800x800, "/30913494_800_800.jpg");
+        assert_eq!(track.commontrack_vanity_id, "Silbermond/Du-fehlst-hier");
         let first_release = track.first_release_date.unwrap();
-        assert_eq!(first_release.date(), date!(2008 - 1 - 1));
-        assert!(track.updated_time > datetime!(2023-1-17 0:00 UTC));
+        assert_eq!(first_release.date(), date!(2012 - 3 - 23));
+        assert!(track.updated_time > datetime!(2024-2-22 11:00 UTC));
 
         let first_pri_genre = &track.primary_genres.music_genre_list[0].music_genre;
         assert_eq!(first_pri_genre.music_genre_id, 14);
@@ -369,23 +372,13 @@ mod track {
         assert_eq!(first_pri_genre.music_genre_name_extended, "Pop");
         assert_eq!(first_pri_genre.music_genre_vanity.as_ref().unwrap(), "Pop");
 
-        let first_sec_genre = &track.secondary_genres.music_genre_list[0].music_genre;
-        assert_eq!(first_sec_genre.music_genre_id, 17);
-        assert_eq!(first_sec_genre.music_genre_parent_id, 34);
-        assert_eq!(first_sec_genre.music_genre_name, "Dance");
-        assert_eq!(first_sec_genre.music_genre_name_extended, "Dance");
-        assert_eq!(
-            first_sec_genre.music_genre_vanity.as_ref().unwrap(),
-            "Dance"
-        );
-
         if translation_status {
             assert!(
                 track.track_lyrics_translation_status.iter().all(|tl| {
                     (if lang_3c {
-                        tl.from.as_deref() == Some("eng")
+                        tl.from.as_deref() == Some("deu")
                     } else {
-                        tl.from.as_deref() == Some("en")
+                        tl.from.as_deref() == Some("de")
                     }) && tl.perc >= 0.0
                         && tl.perc <= 1.0
                 }),
@@ -398,48 +391,86 @@ mod track {
     }
 
     #[rstest]
-    #[case::trackid(TrackId::TrackId(205688271))]
-    #[case::commontrack(TrackId::Commontrack(118480583))]
-    #[case::vanity(TrackId::CommontrackVanity("aespa/Black-Mamba".into()))]
-    #[case::isrc(TrackId::Isrc("KRA302000590".into()))]
-    #[case::spotify(TrackId::Spotify("1t2qYCAjUAoGfeFeoBlK51".into()))]
+    #[case::trackid(TrackId::TrackId(167254015))]
+    #[case::commontrack(TrackId::Commontrack(93933821))]
+    #[case::vanity(TrackId::CommontrackVanity("Nightbirde-2/Girl-in-a-Bubble".into()))]
+    #[case::isrc(TrackId::Isrc("QZDA41918667".into()))]
+    #[case::spotify(TrackId::Spotify("2roGy5AYlaJpmL9CuXj6tT".into()))]
     #[tokio::test]
     async fn from_id(#[case] track_id: TrackId<'_>, #[future] mxm: Musixmatch) {
-        let track = mxm.await.track(track_id, true, false).await.unwrap();
+        let track = mxm.await.track(track_id, true, false, false).await.unwrap();
 
         // dbg!(&track);
 
-        assert_eq!(track.track_id, 205688271);
-        assert_eq!(track.track_isrc.unwrap(), "KRA302000590");
-        assert_eq!(track.track_spotify_id.unwrap(), "1t2qYCAjUAoGfeFeoBlK51");
-        assert_eq!(track.track_name, "Black Mamba");
-        assert!(track.track_rating > 50);
-        assert_eq!(track.track_length, 175);
+        assert_eq!(track.track_id, 167254015);
+        assert_eq!(track.track_isrc.unwrap(), "QZDA41918667");
+        assert_eq!(track.track_spotify_id.unwrap(), "2roGy5AYlaJpmL9CuXj6tT");
+        assert_eq!(track.track_name, "Girl in a Bubble");
+        assert!(track.track_rating > 40);
+        assert_eq!(track.track_length, 238);
         assert!(!track.explicit);
         assert!(track.has_lyrics);
         assert!(track.has_subtitles);
-        assert!(track.has_richsync);
-        assert!(track.num_favourite > 200);
-        assert!(track.lyrics_id.is_some());
-        assert_eq!(track.subtitle_id.unwrap(), 36476905);
-        assert_eq!(track.album_id, 41035954);
-        assert_eq!(track.album_name, "Black Mamba");
-        assert_eq!(track.artist_id, 46970441);
-        assert_eq!(track.artist_name, "aespa");
-        assert_imgurl(&track.album_coverart_100x100, "/52156772.jpg");
-        assert_imgurl(&track.album_coverart_350x350, "/52156772_350_350.jpg");
-        assert_imgurl(&track.album_coverart_500x500, "/52156772_500_500.jpg");
-        assert_eq!(track.commontrack_vanity_id, "aespa/Black-Mamba");
+        assert!(track.num_favourite > 1);
+        assert_eq!(track.lyrics_id.unwrap(), 25830616);
+        assert_eq!(track.subtitle_id.unwrap(), 34307878);
+        assert_eq!(track.album_id, 31842378);
+        assert_eq!(track.album_name, "Girl in a Bubble");
+        assert_eq!(track.artist_id, 38035381);
+        assert_eq!(track.artist_name, "Nightbirde");
+        assert_imgurl(&track.album_coverart_100x100, "/43015335.jpg");
+        assert_imgurl(&track.album_coverart_350x350, "/43015335_350_350.jpg");
+        assert_imgurl(&track.album_coverart_500x500, "/43015335_500_500.jpg");
+        assert_eq!(track.commontrack_vanity_id, "Nightbirde-2/Girl-in-a-Bubble");
 
         let release_date = track.first_release_date.unwrap();
-        assert_eq!(release_date.date(), date!(2020 - 11 - 17));
+        assert_eq!(release_date.date(), date!(2019 - 03 - 22));
         assert!(track.updated_time > datetime!(2022-8-27 0:00 UTC));
 
         let first_tstatus = &track.track_lyrics_translation_status[0];
-        assert_eq!(first_tstatus.from.as_deref(), Some("ko"));
+        assert_eq!(first_tstatus.from.as_deref(), Some("en"));
         assert!(first_tstatus.perc >= 0.0 && first_tstatus.perc <= 1.0);
     }
 
+    #[rstest]
+    #[tokio::test]
+    #[test_log::test]
+    async fn performer(#[future] mxm: Musixmatch) {
+        let track = mxm
+            .await
+            .track(TrackId::TrackId(206591653), false, false, true)
+            .await
+            .unwrap();
+        let perf = track.performer_tagging.expect("performer tagging");
+        assert!(perf.completed);
+        assert!(!perf.has_unknown);
+        assert!(!perf.has_fan_chant);
+
+        let artists = perf
+            .resources
+            .artists
+            .into_iter()
+            .map(|a| (a.artist_id, a))
+            .collect::<HashMap<_, _>>();
+
+        assert_eq!(artists.len(), 2);
+        let jhayco = &artists[&53077263];
+        let bad_bunny = &artists[&33491954];
+        assert_eq!(jhayco.artist_name, "Jhayco");
+        assert_eq!(bad_bunny.artist_name, "Bad Bunny");
+        assert_eq!(bad_bunny.artist_image.len(), 1);
+
+        for part in perf.content {
+            assert!(!part.snippet.trim().is_empty(), "empty snippet");
+            assert_gte(part.performers.len(), 1, "part performers");
+            for performer in &part.performers {
+                let pid = performer.fqid.expect("performer id");
+                assert_eq!(pid.typ, MxmEntityType::Artist);
+                assert!(artists.contains_key(&pid.id))
+            }
+        }
+    }
+
     #[rstest]
     #[case::no_translation(false, false)]
     #[case::translation_2c(true, false)]
@@ -452,7 +483,12 @@ mod track {
     ) {
         let track = mxm
             .await
-            .track(TrackId::Commontrack(47672612), translation_status, lang_3c)
+            .track(
+                TrackId::Commontrack(47672612),
+                translation_status,
+                lang_3c,
+                false,
+            )
             .await
             .unwrap();
 
@@ -548,11 +584,11 @@ mod track {
     async fn from_id_missing(#[future] mxm: Musixmatch) {
         let err = mxm
             .await
-            .track(TrackId::TrackId(999999999999), false, false)
+            .track(TrackId::TrackId(999999999999), false, false, false)
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]
@@ -605,7 +641,7 @@ mod track {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]
@@ -748,7 +784,7 @@ mod lyrics {
 
         // dbg!(&lyrics);
 
-        assert_eq!(lyrics.lyrics_id, 30126001);
+        assert_eq!(lyrics.lyrics_id, 36846057);
         assert_eq!(lyrics.lyrics_language.unwrap(), "ko");
         assert_eq!(lyrics.lyrics_language_description.unwrap(), "Korean");
         let copyright = lyrics.lyrics_copyright.unwrap();
@@ -785,11 +821,11 @@ mod lyrics {
     async fn missing(#[future] mxm: Musixmatch) {
         let err = mxm
             .await
-            .track_lyrics(TrackId::Spotify("674JwwTP7xCje81T0DRrLn".into()))
+            .track_lyrics(TrackId::Spotify("2gwMMr1a4aXXN5L6KC80Pu".into()))
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]
@@ -936,7 +972,7 @@ mod subtitles {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     /// This track has not been synced
@@ -954,7 +990,7 @@ mod subtitles {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     /// Try to get subtitles with wrong length parameter
@@ -972,7 +1008,7 @@ mod subtitles {
             .await
             .unwrap_err();
 
-        assert!(matches!(err, Error::NotFound));
+        assert!(matches!(err, Error::NotFound), "got: {err:?}");
     }
 
     #[rstest]