diff --git a/.forgejo/workflows/ci.yml b/.forgejo/workflows/ci.yml
index 40a1875..7be5fc9 100644
--- a/.forgejo/workflows/ci.yml
+++ b/.forgejo/workflows/ci.yml
@@ -6,7 +6,14 @@ on:
   pull_request:
 
 jobs:
-  check:
+  fmt:
+    runs-on: rust-ci
+    steps:
+      - uses: actions/checkout@v4
+      - name: Format check
+        run: cargo fmt --check
+
+  clippy-native:
     runs-on: rust-ci
     steps:
       - uses: actions/checkout@v4
@@ -33,36 +40,99 @@ jobs:
           restore-keys: |
             sccache-${{ runner.os }}-
 
-      - name: Add wasm target
-        run: rustup target add wasm32-unknown-unknown
-
-      - name: Format check
-        run: cargo fmt --check
-
       - name: Clippy (native crates)
         run: cargo clippy --workspace --exclude feedsignal-web --all-targets -- -D warnings
 
+  clippy-server:
+    runs-on: rust-ci
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Cache cargo registry and build artifacts
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/registry
+            ~/.cargo/git
+            target
+          key: cargo-${{ runner.os }}-${{ hashFiles('**/Cargo.lock') }}
+          restore-keys: |
+            cargo-${{ runner.os }}-
+
+      - name: Cache sccache compilation objects
+        uses: actions/cache@v4
+        with:
+          path: /root/.cache/sccache
+          key: sccache-${{ runner.os }}-${{ github.run_id }}
+          restore-keys: |
+            sccache-${{ runner.os }}-
+
       - name: Clippy (web crate, server)
         run: cargo clippy -p feedsignal-web --no-default-features --features server --all-targets -- -D warnings
 
+  clippy-web:
+    runs-on: rust-ci
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Cache cargo registry and build artifacts
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/registry
+            ~/.cargo/git
+            target
+          key: cargo-${{ runner.os }}-${{ hashFiles('**/Cargo.lock') }}
+          restore-keys: |
+            cargo-${{ runner.os }}-
+
+      - name: Cache sccache compilation objects
+        uses: actions/cache@v4
+        with:
+          path: /root/.cache/sccache
+          key: sccache-${{ runner.os }}-${{ github.run_id }}
+          restore-keys: |
+            sccache-${{ runner.os }}-
+
+      - name: Add wasm target
+        run: rustup target add wasm32-unknown-unknown
+
       - name: Clippy (web crate, wasm client)
         run: cargo clippy -p feedsignal-web --no-default-features --features web --target wasm32-unknown-unknown -- -D warnings
 
-      # dioxus-desktop (tao/wry) needs GTK/WebKit headers to compile against
-      # on Linux; not baked into the rust-ci image since no other job needs
-      # them.
-      - name: Install desktop build dependencies
-        run: |
-          apt-get update
-          apt-get install -y --no-install-recommends \
-            libgtk-3-dev libwebkit2gtk-4.1-dev libsoup-3.0-dev \
-            libayatana-appindicator3-dev librsvg2-dev libxdo-dev
+  clippy-desktop:
+    # dioxus-desktop (tao/wry) needs GTK/WebKit headers to compile against
+    # on Linux; rust-ci-desktop is rust-ci plus those, kept as a separate
+    # image so the other jobs above don't pull a much bigger one for
+    # headers only this job needs.
+    runs-on: rust-ci-desktop
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Cache cargo registry and build artifacts
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/registry
+            ~/.cargo/git
+            target
+          key: cargo-${{ runner.os }}-${{ hashFiles('**/Cargo.lock') }}
+          restore-keys: |
+            cargo-${{ runner.os }}-
+
+      - name: Cache sccache compilation objects
+        uses: actions/cache@v4
+        with:
+          path: /root/.cache/sccache
+          key: sccache-${{ runner.os }}-${{ github.run_id }}
+          restore-keys: |
+            sccache-${{ runner.os }}-
 
       - name: Clippy (web crate, desktop)
         run: cargo clippy -p feedsignal-web --no-default-features --features desktop --all-targets -- -D warnings
 
   test:
-    needs: check
+    needs: [fmt, clippy-native, clippy-server, clippy-web, clippy-desktop]
     runs-on: rust-ci
     steps:
       - uses: actions/checkout@v4