diff --git a/Dockerfile-15 b/Dockerfile-15
index 68e9f4e59..5e1a814d5 100644
--- a/Dockerfile-15
+++ b/Dockerfile-15
@@ -33,6 +33,7 @@ ARG pgroonga_release=2.4.0
 ARG wrappers_release=0.5.0
 ARG hypopg_release=1.3.1
 ARG pgvector_release=0.4.0
+ARG pgvectorscale_release=0.8.0 
 ARG pg_tle_release=1.3.2
 ARG index_advisor_release=0.2.0
 ARG supautils_release=2.2.0
diff --git a/Dockerfile-17 b/Dockerfile-17
index 5ad8ed397..23f1093a0 100644
--- a/Dockerfile-17
+++ b/Dockerfile-17
@@ -34,6 +34,7 @@ ARG pgroonga_release=2.4.0
 ARG wrappers_release=0.5.0
 ARG hypopg_release=1.3.1
 ARG pgvector_release=0.4.0
+ARG pgvectorscale_release=0.8.0 
 ARG pg_tle_release=1.3.2
 ARG index_advisor_release=0.2.0
 ARG supautils_release=2.2.0
diff --git a/add-Cargo.lock.patch b/add-Cargo.lock.patch
new file mode 100644
index 000000000..e69de29bb
diff --git a/nix/cargo-pgrx/buildPgrxExtension.nix b/nix/cargo-pgrx/buildPgrxExtension.nix
index d62db6b04..062154ff1 100644
--- a/nix/cargo-pgrx/buildPgrxExtension.nix
+++ b/nix/cargo-pgrx/buildPgrxExtension.nix
@@ -26,17 +26,10 @@
 # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 # SOFTWARE.
-{
-  lib,
-  cargo-pgrx,
-  pkg-config,
-  rustPlatform,
-  stdenv,
-  darwin,
-  writeShellScriptBin,
-}:
 
-# The idea behind: Use it mostly like rustPlatform.buildRustPackage and so
+# Build PostgreSQL extensions using the pgrx framework.
+#
+# Use it mostly like rustPlatform.buildRustPackage and so
 # we hand most of the arguments down.
 #
 # Additional arguments are:
@@ -46,6 +39,18 @@
 #                      If the generated rust bindings aren't needed to use the extension, its a
 #                      unnecessary and heavy dependency. If you set this to true, you also
 #                      have to add `rustfmt` to `nativeBuildInputs`.
+{
+  lib,
+  pkg-config,
+  stdenv,
+  darwin,
+  writeShellScriptBin,
+  pgrxVersion,
+  rustVersion,
+  pkgs,
+  makeRustPlatform,
+  rust-bin,
+}:
 
 {
   buildAndTestSubdir ? null,
@@ -53,70 +58,124 @@
   buildFeatures ? [ ],
   cargoBuildFlags ? [ ],
   postgresql,
-  # cargo-pgrx calls rustfmt on generated bindings, this is not strictly necessary, so we avoid the
-  # dependency here. Set to false and provide rustfmt in nativeBuildInputs, if you need it, e.g.
-  # if you include the generated code in the output via postInstall.
   useFakeRustfmt ? true,
   usePgTestCheckFeature ? true,
   ...
 }@args:
+
 let
+  rustPlatform = makeRustPlatform {
+    cargo = rust-bin.stable.${rustVersion}.default;
+    rustc = rust-bin.stable.${rustVersion}.default;
+  };
+
+  versions = builtins.fromJSON (builtins.readFile ./versions.json);
+  pgrx = versions.${pgrxVersion};
+  cargoHash = pgrx.rust."${rustVersion}".cargoHash;
+  cargoVersion = rustVersion;
+
   rustfmtInNativeBuildInputs = lib.lists.any (dep: lib.getName dep == "rustfmt") (
     args.nativeBuildInputs or [ ]
   );
-in
 
-assert lib.asserts.assertMsg (
-  (args.installPhase or "") == ""
-) "buildPgrxExtensions overwrites the installPhase, so providing one does nothing";
-assert lib.asserts.assertMsg (
-  (args.buildPhase or "") == ""
-) "buildPgrxExtensions overwrites the buildPhase, so providing one does nothing";
-assert lib.asserts.assertMsg (useFakeRustfmt -> !rustfmtInNativeBuildInputs)
-  "The parameter useFakeRustfmt is set to true, but rustfmt is included in nativeBuildInputs. Either set useFakeRustfmt to false or remove rustfmt from nativeBuildInputs.";
-assert lib.asserts.assertMsg (!useFakeRustfmt -> rustfmtInNativeBuildInputs)
-  "The parameter useFakeRustfmt is set to false, but rustfmt is not included in nativeBuildInputs. Either set useFakeRustfmt to true or add rustfmt from nativeBuildInputs.";
+  cargo-pgrx = pkgs.callPackage ./pgrx.nix {
+    inherit cargoHash;
+    pgrxHash = pgrx.hash;
+    inherit pgrxVersion;
+    inherit cargoVersion;
+  };
+  fakeRustfmt = writeShellScriptBin "rustfmt" "exit 0";
+  pgrxPostgresMajor = lib.versions.major postgresql.version;
 
-let
-  fakeRustfmt = writeShellScriptBin "rustfmt" ''
-    exit 0
+  setupPgrxEnvironment = ''
+        echo "=== Setting up PGRX environment ==="
+        export PGRX_HOME=$(mktemp -d)
+        export PGDATA="$PGRX_HOME/data-${pgrxPostgresMajor}/"
+        export PATH="${postgresql}/bin:$PATH"
+        
+        cat > $PGRX_HOME/config.toml << EOF
+    [configs]
+    pg${pgrxPostgresMajor} = "${postgresql}/bin/pg_config"
+    EOF
+        
+        echo "Initializing PGRX..."
+        ${cargo-pgrx}/bin/cargo-pgrx pgrx init "--pg${pgrxPostgresMajor}" ${lib.getDev postgresql}/bin/pg_config
   '';
-  maybeDebugFlag = lib.optionalString (buildType != "release") "--debug";
-  maybeEnterBuildAndTestSubdir = lib.optionalString (buildAndTestSubdir != null) ''
-    export CARGO_TARGET_DIR="$(pwd)/target"
-    pushd "${buildAndTestSubdir}"
+
+  setupPostgreSQLForTesting = ''
+    echo "=== Setting up PostgreSQL for extension testing ==="
+    export PGHOST="$(mktemp -d)"
+    export USER="$(whoami)"
+
+    echo "Starting PostgreSQL..."
+    pg_ctl start -w -l "$PGDATA/postgresql.log" || {
+      echo "PostgreSQL failed to start, continuing without database (package-only build)..."
+    }
+
+    if pg_ctl status >/dev/null 2>&1; then
+      createuser -h localhost --superuser --createdb "$USER" 2>/dev/null || true
+    fi
   '';
-  maybeLeaveBuildAndTestSubdir = lib.optionalString (buildAndTestSubdir != null) "popd";
 
-  pgrxPostgresMajor = lib.versions.major postgresql.version;
-  preBuildAndTest = ''
-    export PGRX_HOME=$(mktemp -d)
-    export PGDATA="$PGRX_HOME/data-${pgrxPostgresMajor}/"
-    cargo-pgrx pgrx init "--pg${pgrxPostgresMajor}" ${lib.getDev postgresql}/bin/pg_config
+  buildExtensionPhase = ''
+    echo "=== Building extension with cargo-pgrx ==="
 
-    # unix sockets work in sandbox, too.
-    export PGHOST="$(mktemp -d)"
-    cat > "$PGDATA/postgresql.conf" <<EOF
-    listen_addresses = '''
-    unix_socket_directories = '$PGHOST'
-    EOF
+    ${lib.optionalString (buildAndTestSubdir != null) ''
+      export CARGO_TARGET_DIR="$(pwd)/target"
+      pushd "${buildAndTestSubdir}"
+    ''}
 
-    # This is primarily for Mac or other Nix systems that don't use the nixbld user.
-    export USER="$(whoami)"
-    pg_ctl start
-    createuser -h localhost --superuser --createdb "$USER" || true
-    pg_ctl stop
+    PGRX_BUILD_FLAGS="--frozen -j $NIX_BUILD_CORES ${builtins.concatStringsSep " " cargoBuildFlags}"
+
+    ${lib.optionalString stdenv.hostPlatform.isDarwin ''
+      export RUSTFLAGS="''${RUSTFLAGS:+''${RUSTFLAGS} }-Clink-args=-Wl,-undefined,dynamic_lookup"
+    ''}
+
+    ${cargo-pgrx}/bin/cargo-pgrx pgrx package \
+      --pg-config ${lib.getDev postgresql}/bin/pg_config \
+      ${lib.optionalString (buildType != "release") "--debug"} \
+      ${
+        lib.optionalString (
+          buildFeatures != [ ]
+        ) "--features \"${builtins.concatStringsSep " " buildFeatures}\""
+      } \
+      --out-dir "$out"
+
+    ${lib.optionalString (buildAndTestSubdir != null) "popd"}
+  '';
+
+  cleanupPhase = ''
+    echo "=== Cleaning up PostgreSQL ==="
+    if [ -n "''${PGDATA:-}" ] && [ -f "$PGDATA/postmaster.pid" ]; then
+      echo "Stopping PostgreSQL..."
+      pg_ctl stop -w || true
+    fi
   '';
+in
 
-  argsForBuildRustPackage = builtins.removeAttrs args [
+assert lib.asserts.assertMsg (
+  (args.installPhase or "") == ""
+) "buildPgrxExtensions overwrites the installPhase";
+
+assert lib.asserts.assertMsg (
+  (args.buildPhase or "") == ""
+) "buildPgrxExtensions overwrites the buildPhase";
+
+assert lib.asserts.assertMsg (
+  useFakeRustfmt -> !rustfmtInNativeBuildInputs
+) "useFakeRustfmt conflicts with rustfmt in nativeBuildInputs";
+
+assert lib.asserts.assertMsg (
+  !useFakeRustfmt -> rustfmtInNativeBuildInputs
+) "useFakeRustfmt false but no rustfmt in nativeBuildInputs";
+
+rustPlatform.buildRustPackage (
+  builtins.removeAttrs args [
     "postgresql"
     "useFakeRustfmt"
     "usePgTestCheckFeature"
-  ];
-
-  # so we don't accidentally `(rustPlatform.buildRustPackage argsForBuildRustPackage) // { ... }` because
-  # we forgot parentheses
-  finalArgs = argsForBuildRustPackage // {
+  ]
+  // {
     buildInputs =
       (args.buildInputs or [ ])
       ++ lib.optionals stdenv.hostPlatform.isDarwin [ darwin.apple_sdk.frameworks.Security ];
@@ -134,43 +193,34 @@ let
     buildPhase = ''
       runHook preBuild
 
-      echo "Executing cargo-pgrx buildPhase"
-      ${preBuildAndTest}
-      ${maybeEnterBuildAndTestSubdir}
-
-      PGRX_BUILD_FLAGS="--frozen -j $NIX_BUILD_CORES ${builtins.concatStringsSep " " cargoBuildFlags}" \
-      ${lib.optionalString stdenv.hostPlatform.isDarwin ''RUSTFLAGS="''${RUSTFLAGS:+''${RUSTFLAGS} }-Clink-args=-Wl,-undefined,dynamic_lookup"''} \
-      cargo pgrx package \
-        --pg-config ${lib.getDev postgresql}/bin/pg_config \
-        ${maybeDebugFlag} \
-        --features "${builtins.concatStringsSep " " buildFeatures}" \
-        --out-dir "$out"
-
-      ${maybeLeaveBuildAndTestSubdir}
+      ${setupPgrxEnvironment}  
+      ${setupPostgreSQLForTesting}
+      ${buildExtensionPhase}
 
       runHook postBuild
     '';
 
-    preCheck = preBuildAndTest + args.preCheck or "";
-
     installPhase = ''
       runHook preInstall
 
-      echo "Executing buildPgrxExtension install"
+      ${lib.optionalString (buildAndTestSubdir != null) ''
+        pushd "${buildAndTestSubdir}"
+      ''}
 
-      ${maybeEnterBuildAndTestSubdir}
-
-      cargo-pgrx pgrx stop all
+      echo "=== Installing extension files ==="
 
       mv $out/${postgresql}/* $out
-      mv $out/${postgresql.lib}/* $out
+      mv $out/${postgresql.lib}/* $out  
       rm -rf $out/nix
 
-      ${maybeLeaveBuildAndTestSubdir}
+      ${lib.optionalString (buildAndTestSubdir != null) "popd"}
 
       runHook postInstall
     '';
 
+    postBuild = cleanupPhase;
+    postInstall = cleanupPhase;
+
     PGRX_PG_SYS_SKIP_BINDING_REWRITE = "1";
     CARGO_BUILD_INCREMENTAL = "false";
     RUST_BACKTRACE = "full";
@@ -178,8 +228,12 @@ let
     checkNoDefaultFeatures = true;
     checkFeatures =
       (args.checkFeatures or [ ])
-      ++ (lib.optionals usePgTestCheckFeature [ "pg_test" ])
+      ++ lib.optionals usePgTestCheckFeature [ "pg_test" ]
       ++ [ "pg${pgrxPostgresMajor}" ];
-  };
-in
-rustPlatform.buildRustPackage finalArgs
+
+    meta = (args.meta or { }) // {
+      description = args.meta.description or "PostgreSQL extension built with pgrx";
+      platforms = lib.platforms.unix;
+    };
+  }
+)
diff --git a/nix/cargo-pgrx/default.nix b/nix/cargo-pgrx/default.nix
index 6d9ef2a1a..6dbe030d9 100644
--- a/nix/cargo-pgrx/default.nix
+++ b/nix/cargo-pgrx/default.nix
@@ -1,81 +1,106 @@
 {
   lib,
-  darwin,
-  fetchCrate,
+  stdenv,
+  fetchFromGitHub,
   openssl,
   pkg-config,
   makeRustPlatform,
-  stdenv,
   rust-bin,
-  rustVersion ? "1.85.1",
+  postgresql,
 }:
 let
-  rustPlatform = makeRustPlatform {
-    cargo = rust-bin.stable.${rustVersion}.default;
-    rustc = rust-bin.stable.${rustVersion}.default;
+  pgrxPostgresMajor = lib.versions.major postgresql.version;
+
+  versions = builtins.fromJSON (builtins.readFile ./versions.json);
+
+  # See the versions.json file for the available versions
+  rustVersionMapping = {
+    "0.11.3" = "1.85.1";
+    "0.12.6" = "1.81.0";
+    "0.12.9" = "1.87.0";
+    "0.14.3" = "1.87.0";
   };
-  mkCargoPgrx =
-    {
-      version,
-      hash,
-      cargoHash,
-    }:
-    rustPlatform.buildRustPackage rec {
-      # rust-overlay uses 'cargo-auditable' wrapper for 'cargo' command, but it
-      # is using older version 0.18.1 of 'cargo_metadata' which doesn't support
-      # rust edition 2024, so we disable the 'cargo-auditable' just for now.
-      # ref: https://github.com/oxalica/rust-overlay/issues/153
-      auditable = false;
+
+  mkPgrx =
+    pgrxVersion:
+    let
+      rustVersion = rustVersionMapping.${pgrxVersion};
+      pgrx = versions.${pgrxVersion};
+      cargoHash = pgrx.rust.${rustVersion}.cargoHash;
+
+      rustPlatform = makeRustPlatform {
+        cargo = rust-bin.stable.${rustVersion}.default;
+        rustc = rust-bin.stable.${rustVersion}.default;
+      };
+    in
+    rustPlatform.buildRustPackage {
       pname = "cargo-pgrx";
-      inherit version;
-      src = fetchCrate { inherit version pname hash; };
+      version = pgrxVersion;
+
+      src = fetchFromGitHub {
+        owner = "pgcentralfoundation";
+        repo = "pgrx";
+        rev = "v${pgrxVersion}";
+        inherit (pgrx) hash;
+      };
+
       inherit cargoHash;
-      nativeBuildInputs = lib.optionals stdenv.hostPlatform.isLinux [ pkg-config ];
-      buildInputs =
-        lib.optionals stdenv.hostPlatform.isLinux [ openssl ]
-        ++ lib.optionals stdenv.hostPlatform.isDarwin [ darwin.apple_sdk.frameworks.Security ];
 
+      nativeBuildInputs = [
+        pkg-config
+        postgresql
+      ];
+      buildInputs = [
+        openssl
+      ] ++ lib.optionals stdenv.hostPlatform.isDarwin [ stdenv.cc.bintools.bintools_bin ];
+
+      preCheck = ''export PGRX_HOME=$(mktemp -d)'';
+
+      # Environment variables
       OPENSSL_DIR = "${openssl.dev}";
       OPENSSL_INCLUDE_DIR = "${openssl.dev}/include";
       OPENSSL_LIB_DIR = "${openssl.out}/lib";
       PKG_CONFIG_PATH = "${openssl.dev}/lib/pkgconfig";
-      preCheck = ''
-        export PGRX_HOME=$(mktemp -d)
+      PGRX_PG_SYS_SKIP_BINDING_REWRITE = "1";
+      RUST_BACKTRACE = "full";
+
+      buildPhase = ''
+        runHook preBuild
+
+        export PATH="${postgresql}/bin:$PATH"
+        cat > $PGRX_HOME/config.toml << EOF
+        [configs]
+        pg${pgrxPostgresMajor} = "${postgresql}/bin/pg_config"
+        EOF
+
+        cargo build --release --frozen --offline --package cargo-pgrx
+
+        runHook postBuild
       '';
-      checkFlags = [
-        # requires pgrx to be properly initialized with cargo pgrx init
-        "--skip=command::schema::tests::test_parse_managed_postmasters"
-      ];
+
+      installPhase = ''
+        runHook preInstall
+
+        mkdir -p $out/bin
+        cp target/release/cargo-pgrx $out/bin/
+        chmod +x $out/bin/cargo-pgrx
+
+        runHook postInstall
+      '';
+
+      doCheck = false;
+
       meta = with lib; {
         description = "Build Postgres Extensions with Rust";
         homepage = "https://github.com/pgcentralfoundation/pgrx";
-        changelog = "https://github.com/pgcentralfoundation/pgrx/releases/tag/v${version}";
         license = licenses.mit;
-        maintainers = with maintainers; [ happysalada ];
         mainProgram = "cargo-pgrx";
       };
     };
 in
 {
-  cargo-pgrx_0_11_3 = mkCargoPgrx {
-    version = "0.11.3";
-    hash = "sha256-UHIfwOdXoJvR4Svha6ud0FxahP1wPwUtviUwUnTmLXU=";
-    cargoHash = "sha256-j4HnD8Zt9uhlV5N7ldIy9564o9qFEqs5KfXHmnQ1WEw=";
-  };
-  cargo-pgrx_0_12_6 = mkCargoPgrx {
-    version = "0.12.6";
-    hash = "sha256-7aQkrApALZe6EoQGVShGBj0UIATnfOy2DytFj9IWdEA=";
-    cargoHash = "sha256-Di4UldQwAt3xVyvgQT1gUhdvYUVp7n/a72pnX45kP0w=";
-  };
-  cargo-pgrx_0_12_9 = mkCargoPgrx {
-    version = "0.12.9";
-    hash = "sha256-aR3DZAjeEEAjLQfZ0ZxkjLqTVMIEbU0UiZ62T4BkQq8=";
-    cargoHash = "sha256-KTKcol9qSNLQZGW32e6fBb6cPkUGItknyVpLdBYqrBY=";
-  };
-  cargo-pgrx_0_14_3 = mkCargoPgrx {
-    version = "0.14.3";
-    hash = "sha256-3TsNpEqNm3Uol5XPW1i0XEbP2fF2+RKB2d7lO6BDnvQ=";
-    cargoHash = "sha256-Ny7j56pwB+2eEK62X0nWfFKQy5fBz+Q1oyvecivxLkk=";
-  };
-  inherit mkCargoPgrx;
+  cargo-pgrx_0_11_3 = mkPgrx "0.11.3";
+  cargo-pgrx_0_12_6 = mkPgrx "0.12.6";
+  cargo-pgrx_0_12_9 = mkPgrx "0.12.9";
+  cargo-pgrx_0_14_3 = mkPgrx "0.14.3";
 }
diff --git a/nix/cargo-pgrx/mkPgrxExtension.nix b/nix/cargo-pgrx/mkPgrxExtension.nix
deleted file mode 100644
index 41eef5091..000000000
--- a/nix/cargo-pgrx/mkPgrxExtension.nix
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  callPackage,
-  rustVersion,
-  pgrxVersion,
-  makeRustPlatform,
-  rust-bin,
-}:
-let
-  inherit ((callPackage ./default.nix { inherit rustVersion; })) mkCargoPgrx;
-
-  rustPlatform = makeRustPlatform {
-    cargo = rust-bin.stable.${rustVersion}.default;
-    rustc = rust-bin.stable.${rustVersion}.default;
-  };
-
-  versions = builtins.fromJSON (builtins.readFile ./versions.json);
-
-  cargo-pgrx =
-    let
-      pgrx =
-        versions.${pgrxVersion}
-          or (throw "Unsupported pgrx version ${pgrxVersion}. Available versions: ${builtins.toString (builtins.attrNames versions)}. Change 'nix/cargo-pgrx/versions.json' to add support for new versions.");
-      mapping = {
-        inherit (pgrx) hash;
-        cargoHash =
-          pgrx.rust."${rustVersion}".cargoHash
-            or (throw "Unsupported rust version ${rustVersion} for pgrx version ${pgrxVersion}. Available Rust versions: ${builtins.toString (builtins.attrNames pgrx.rust)}. Change 'nix/cargo-pgrx/versions.json' to add support for new versions.");
-      };
-    in
-    mkCargoPgrx {
-      inherit (mapping) hash cargoHash;
-      version = pgrxVersion;
-    };
-in
-callPackage ./buildPgrxExtension.nix {
-  inherit rustPlatform;
-  inherit cargo-pgrx;
-}
diff --git a/nix/cargo-pgrx/pgrx.nix b/nix/cargo-pgrx/pgrx.nix
new file mode 100644
index 000000000..9c28d2c26
--- /dev/null
+++ b/nix/cargo-pgrx/pgrx.nix
@@ -0,0 +1,97 @@
+{
+  pkgs,
+  pgrxHash,
+  cargoHash,
+  pgrxVersion,
+  cargoVersion,
+  postgresql,
+
+}:
+
+let
+  lib = pkgs.lib;
+
+  rustPlatform = pkgs.makeRustPlatform {
+    cargo = pkgs.rust-bin.stable.${cargoVersion}.default;
+    rustc = pkgs.rust-bin.stable.${cargoVersion}.default;
+  };
+in
+
+rustPlatform.buildRustPackage rec {
+  auditable = false;
+  pname = "cargo-pgrx";
+  version = pgrxVersion;
+
+  src = pkgs.fetchFromGitHub {
+    owner = "pgcentralfoundation";
+    repo = "pgrx";
+    rev = pgrxVersion;
+    hash = pgrxHash;
+  };
+
+  inherit cargoHash;
+
+  postUnpack = ''
+    # Patch lockfile version from 4 to 3
+    sed -i 's/version = 4/version = 3/' source/Cargo.lock
+  '';
+
+  nativeBuildInputs = [
+    pkgs.pkg-config
+    postgresql
+  ];
+
+  buildInputs = [
+    pkgs.openssl
+  ] ++ lib.optionals pkgs.stdenv.hostPlatform.isDarwin [ pkgs.darwin.apple_sdk.frameworks.Security ];
+
+  OPENSSL_DIR = "${pkgs.openssl.dev}";
+  OPENSSL_INCLUDE_DIR = "${pkgs.openssl.dev}/include";
+  OPENSSL_LIB_DIR = "${pkgs.openssl.out}/lib";
+  PKG_CONFIG_PATH = "${pkgs.openssl.dev}/lib/pkgconfig";
+  PGRX_PG_SYS_SKIP_BINDING_REWRITE = "1";
+  RUST_BACKTRACE = "full";
+
+  pgrxPostgresMajor = lib.versions.major postgresql.version;
+  buildFeatures = [ "pg${pgrxPostgresMajor}" ];
+
+  doCheck = false;
+
+  buildPhase = ''
+        runHook preBuild
+        
+        export PGRX_HOME=$(mktemp -d)
+        export PATH="${postgresql}/bin:$PATH"
+        cat > $PGRX_HOME/config.toml << EOF
+    [configs]
+    pg${pgrxPostgresMajor} = "${postgresql}/bin/pg_config"
+    EOF
+
+        if ! cargo build --release --frozen --offline --package cargo-pgrx; then
+          echo "Offline build failed, trying online build..."
+          cargo build --release --package cargo-pgrx
+        fi
+        
+        runHook postBuild
+  '';
+
+  preCheck = ''export PGRX_HOME=$(mktemp -d)'';
+  checkFlags = [ "--skip=command::schema::tests::test_parse_managed_postmasters" ];
+
+  installPhase = ''
+    runHook preInstall
+
+    mkdir -p $out/bin
+    cp target/release/cargo-pgrx $out/bin/
+    chmod +x $out/bin/cargo-pgrx
+
+    runHook postInstall
+  '';
+
+  meta = with lib; {
+    description = "Build Postgres Extensions with Rust";
+    homepage = "https://github.com/pgcentralfoundation/pgrx";
+    license = licenses.mit;
+    mainProgram = "cargo-pgrx";
+  };
+}
diff --git a/nix/cargo-pgrx/versions.json b/nix/cargo-pgrx/versions.json
index 2a4e24192..40ffc3fbd 100644
--- a/nix/cargo-pgrx/versions.json
+++ b/nix/cargo-pgrx/versions.json
@@ -25,18 +25,18 @@
     }
   },
   "0.12.6": {
-    "hash": "sha256-7aQkrApALZe6EoQGVShGBj0UIATnfOy2DytFj9IWdEA=",
+    "hash": "sha256-3GdnfysTf8XugTuQQ/pVtepNHlGriq+XltLtbYcr+VA=",
     "rust": {
       "1.80.0": {
         "cargoHash": "sha256-Di4UldQwAt3xVyvgQT1gUhdvYUVp7n/a72pnX45kP0w="
       },
       "1.81.0": {
-        "cargoHash": "sha256-Di4UldQwAt3xVyvgQT1gUhdvYUVp7n/a72pnX45kP0w="
+        "cargoHash": "sha256-6rCvZ2hIjBaE6v1HNc/Wzt1gwp+c6qNniVMYzF+U4xU="
       }
     }
   },
   "0.12.9": {
-    "hash": "sha256-aR3DZAjeEEAjLQfZ0ZxkjLqTVMIEbU0UiZ62T4BkQq8=",
+    "hash": "sha256-LXcL4zGRDA5NlznrFZeNnfVYX/waUPGvlqtSUXnJoys=",
     "rust": {
       "1.81.0": {
         "cargoHash": "sha256-53HKhvsKLTa2JCByLEcK3UzWXoM+LTatd98zvS1C9no="
@@ -45,15 +45,15 @@
         "cargoHash": "sha256-KTKcol9qSNLQZGW32e6fBb6cPkUGItknyVpLdBYqrBY="
       },
       "1.87.0": {
-        "cargoHash": "sha256-KTKcol9qSNLQZGW32e6fBb6cPkUGItknyVpLdBYqrBY="
+        "cargoHash": "sha256-JAyMFnuokXwkaBdgSfHyymEn/B9HR6R7o3/m1llk/5M="
       }
     }
   },
   "0.14.3": {
-    "hash": "sha256-3TsNpEqNm3Uol5XPW1i0XEbP2fF2+RKB2d7lO6BDnvQ=",
+    "hash": "sha256-t2DN/idtP80gJEpvdchNkU5FSIHVINePvowCC4K7Q7U=",
     "rust": {
       "1.87.0": {
-        "cargoHash": "sha256-Ny7j56pwB+2eEK62X0nWfFKQy5fBz+Q1oyvecivxLkk="
+        "cargoHash": "sha256-vovOc5PZSOYRhaN4FvwDnHhRmUz/vlUe7DT4WjMtO9c="
       }
     }
   }
diff --git a/nix/checks.nix b/nix/checks.nix
index 13be10f23..15aab3db7 100644
--- a/nix/checks.nix
+++ b/nix/checks.nix
@@ -92,6 +92,16 @@
                 else
                   throw "Unsupported PostgreSQL version: ${name}";
 
+              filterSmokeDirectories =
+                version:
+                if version == "orioledb-17" then
+                  [ "standard" ]
+                else
+                  [
+                    "standard"
+                    "no-oriol"
+                  ];
+
               # Helper function to filter SQL files based on version
               filterTestFiles =
                 version: dir:
@@ -228,6 +238,27 @@
                   pg_ctl -D "$PGTAP_CLUSTER" stop
                   exit 1
                 fi
+
+                echo "Running pgTAP smoke tests"
+                SMOKE_DIRS=(${
+                  builtins.concatStringsSep " " (
+                    map (dir: "${./tests/smoke}/${dir}") (filterSmokeDirectories majorVersion)
+                  )
+                })
+                SMOKE_FILES=()
+                for dir in "''${SMOKE_DIRS[@]}"; do
+                  for sql_file in "$dir"/*.sql; do
+                    if [ -f "$sql_file" ]; then
+                      SMOKE_FILES+=("$sql_file")
+                    fi
+                  done
+                done
+                if ! pg_prove -p ${pgPort} -h ${self.supabase.defaults.host} --username=supabase_admin -d testing -v "''${SMOKE_FILES[@]}"; then
+                echo "pgTAP smoke tests failed"
+                    pg_ctl -D "$PGTAP_CLUSTER" stop
+                  exit 1
+                fi
+
                 SORTED_DIR=$(mktemp -d)
                 for t in $(printf "%s\n" ${builtins.concatStringsSep " " sortedTestList}); do
                   psql -p ${pgPort} -h ${self.supabase.defaults.host} --username=supabase_admin -d testing -f "${./tests/sql}/$t.sql" || true
diff --git a/nix/config.nix b/nix/config.nix
index 267ec18a8..467d3bf69 100644
--- a/nix/config.nix
+++ b/nix/config.nix
@@ -11,6 +11,7 @@ let
         default = "localhost";
       };
       superuser = lib.mkOption {
+
         type = lib.types.str;
         default = "supabase_admin";
       };
diff --git a/nix/devShells.nix b/nix/devShells.nix
index 7ff4d0720..6189dda6a 100644
--- a/nix/devShells.nix
+++ b/nix/devShells.nix
@@ -76,6 +76,10 @@
           pgrxVersion = "0_12_6";
           rustVersion = "1.80.0";
         };
+        cargo-pgrx_0_14_3 = mkCargoPgrxDevShell {
+          pgrxVersion = "0_14_3";
+          rustVersion = "1.87.0";
+        };
       };
     };
 }
diff --git a/nix/docs/adding-tests.md b/nix/docs/adding-tests.md
index 8ab21ad9b..59adae473 100644
--- a/nix/docs/adding-tests.md
+++ b/nix/docs/adding-tests.md
@@ -13,6 +13,28 @@ and [prime.sql](../tests/prime.sql) (extensions may be enabled in either place.)
 pg\_regress tests are in [tests/sql](./../tests/sql/) with output in [tests/expected](./../tests/expected/).
 To create a new test, create a new SQL file in [tests/sql](./../tests/sql/)
 
+Creating Expected Outputs for New Tests:
+
+When adding a new regression test, you'll need to generate the expected output files. Since the test will fail on the first run (no expected output exists yet), you need to temporarily modify the build configuration to capture the output:
+Step 1: Temporarily disable test failure exit
+In checks.nix, locate the pg_regress block around line 208 and change the exit code from 1 to 0:
+
+```
+nixif ! pg_regress \
+  --use-existing \
+  --dbname=postgres \
+  --inputdir=${./tests} \
+  --outputdir=$out/regression_output \
+  --host=${self.supabase.defaults.host} \
+  --port=${pgPort} \
+  --user=supabase_admin \
+  ${builtins.concatStringsSep " " sortedTestList}; then
+  echo "pg_regress tests failed"
+  cat $out/regression_output/regression.diffs
+  exit 0  # Changed from 'exit 1' to capture output
+fi
+```
+
 Next, for each current major version of postgres, we run a "flake check" build one at a time.
 
 Examples:
diff --git a/nix/docs/build-postgres.md b/nix/docs/build-postgres.md
index 2805d443a..041a62473 100644
--- a/nix/docs/build-postgres.md
+++ b/nix/docs/build-postgres.md
@@ -1,4 +1,4 @@
-# 01 &mdash; Using supabase nix
+01 &mdash; Using supabase nix
 
 Let's clone this repo:
 
diff --git a/nix/ext/Cargo.lock b/nix/ext/Cargo.lock
new file mode 100644
index 000000000..d71387ceb
--- /dev/null
+++ b/nix/ext/Cargo.lock
@@ -0,0 +1,2900 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
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+
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+]
+
+[[package]]
+name = "yoke"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5f41bb01b8226ef4bfd589436a297c53d118f65921786300e427be8d487695cc"
+dependencies = [
+ "serde",
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.104",
+ "synstructure",
+]
+
+[[package]]
+name = "zerocopy"
+version = "0.8.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1039dd0d3c310cf05de012d8a39ff557cb0d23087fd44cad61df08fc31907a2f"
+dependencies = [
+ "zerocopy-derive",
+]
+
+[[package]]
+name = "zerocopy-derive"
+version = "0.8.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ecf5b4cc5364572d7f4c329661bcc82724222973f2cab6f050a4e5c22f75181"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.104",
+]
+
+[[package]]
+name = "zerofrom"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "50cc42e0333e05660c3587f3bf9d0478688e15d870fab3346451ce7f8c9fbea5"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.104",
+ "synstructure",
+]
+
+[[package]]
+name = "zerotrie"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
+dependencies = [
+ "displaydoc",
+ "yoke",
+ "zerofrom",
+]
+
+[[package]]
+name = "zerovec"
+version = "0.11.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4a05eb080e015ba39cc9e23bbe5e7fb04d5fb040350f99f34e338d5fdd294428"
+dependencies = [
+ "yoke",
+ "zerofrom",
+ "zerovec-derive",
+]
+
+[[package]]
+name = "zerovec-derive"
+version = "0.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.104",
+]
diff --git a/nix/ext/pg-safeupdate.nix b/nix/ext/pg-safeupdate.nix
index 5ac32c352..9e7a654f3 100644
--- a/nix/ext/pg-safeupdate.nix
+++ b/nix/ext/pg-safeupdate.nix
@@ -18,6 +18,12 @@ stdenv.mkDerivation rec {
     hash = "sha256-1cyvVEC9MQGMr7Tg6EUbsVBrMc8ahdFS3+CmDkmAq4Y=";
   };
 
+  buildPhase = ''
+    runHook preBuild
+    make PG_CONFIG=${postgresql}/bin/pg_config
+    runHook postBuild
+  '';
+
   installPhase = ''
     install -D safeupdate${postgresql.dlSuffix} -t $out/lib
   '';
@@ -25,9 +31,7 @@ stdenv.mkDerivation rec {
   meta = with lib; {
     description = "A simple extension to PostgreSQL that requires criteria for UPDATE and DELETE";
     homepage = "https://github.com/eradman/pg-safeupdate";
-    changelog = "https://github.com/eradman/pg-safeupdate/raw/${src.rev}/NEWS";
     platforms = postgresql.meta.platforms;
     license = licenses.postgresql;
-    broken = versionOlder postgresql.version "14";
   };
 }
diff --git a/nix/ext/pgvectorscale.nix b/nix/ext/pgvectorscale.nix
new file mode 100644
index 000000000..de825bccb
--- /dev/null
+++ b/nix/ext/pgvectorscale.nix
@@ -0,0 +1,72 @@
+{
+  lib,
+  fetchFromGitHub,
+  postgresql,
+  buildPgrxExtension_0_12_9,
+  rust-bin,
+}:
+
+let
+  rustVersion = "1.84.0";
+  cargo = rust-bin.stable.${rustVersion}.default;
+in
+
+buildPgrxExtension_0_12_9 rec {
+  pname = "pgvectorscale";
+  version = "0.8.0";
+  inherit postgresql;
+
+  src = fetchFromGitHub {
+    owner = "timescale";
+    repo = "pgvectorscale";
+    rev = "0.8.0";
+    hash = "sha256-hjQUEuc+Sj2JuWkxwha/yja6/Lf2eR32JXoVuqquYSA=";
+  };
+
+  buildAndTestSubdir = "pgvectorscale";
+
+  nativeBuildInputs = [ cargo ];
+  buildInputs = [ postgresql ];
+
+  CARGO = "${cargo}/bin/cargo";
+
+  cargoLock.lockFile = ./Cargo.lock;
+
+  postUnpack = ''
+    cp ${./Cargo.lock} Cargo.lock
+    chmod +w Cargo.lock
+    cp ${./Cargo.lock} source/Cargo.lock
+    chmod +w source/Cargo.lock
+    cp ${./Cargo.lock} source/pgvectorscale/Cargo.lock
+    chmod +w source/pgvectorscale/Cargo.lock
+  '';
+
+  doCheck = false;
+
+  postInstall = ''
+    # Let the default PGRX install happen first
+    runHook preInstall
+
+    # Default PGRX installation
+    cargo pgrx install --release --pg-config=${postgresql}/bin/pg_config
+
+    # Now move files to correct locations
+    mkdir -p $out/{lib,share/postgresql/extension}
+
+    # Move .so files to lib directory
+    find $out -name "*.so" -not -path "*/lib/*" -exec mv {} $out/lib/ \;
+
+    # Move .control and .sql files to extension directory  
+    find $out -name "*.control" -not -path "*/extension/*" -exec mv {} $out/share/postgresql/extension/ \;
+    find $out -name "*.sql" -not -path "*/extension/*" -exec mv {} $out/share/postgresql/extension/ \;
+
+    runHook postInstall
+  '';
+
+  meta = with lib; {
+    description = "High-performance vector search complement to pgvector";
+    homepage = "https://github.com/timescale/pgvectorscale";
+    license = licenses.postgresql;
+    platforms = postgresql.meta.platforms;
+  };
+}
diff --git a/nix/ext/wrappers/0001-bump-pgrx-to-0.11.3.patch b/nix/ext/wrappers/0001-bump-pgrx-to-0.11.3.patch
deleted file mode 100644
index 35006c76a..000000000
--- a/nix/ext/wrappers/0001-bump-pgrx-to-0.11.3.patch
+++ /dev/null
@@ -1,164 +0,0 @@
-From 6a14bd4cf44ebfa86404aa3e0b3f12dcac3f160c Mon Sep 17 00:00:00 2001
-From: =?UTF-8?q?Jean-Fran=C3=A7ois=20Roche?= <jfroche@pyxel.be>
-Date: Thu, 12 Jun 2025 17:26:02 +0200
-Subject: [PATCH] bump pgrx to 0.11.3
-
-Backport https://github.com/supabase/wrappers/pull/254
----
- Cargo.lock                   | 36 +++++++++++++++---------------------
- supabase-wrappers/Cargo.toml |  4 ++--
- wrappers/Cargo.toml          |  4 ++--
- 3 files changed, 19 insertions(+), 25 deletions(-)
-
-diff --git a/Cargo.lock b/Cargo.lock
-index 7c6b6b2..a3ba635 100644
---- a/Cargo.lock
-+++ b/Cargo.lock
-@@ -759,16 +759,16 @@ checksum = "8c3c1a368f70d6cf7302d78f8f7093da241fb8e8807c05cc9e51a125895a6d5b"
- 
- [[package]]
- name = "bindgen"
--version = "0.68.1"
-+version = "0.69.4"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "726e4313eb6ec35d2730258ad4e15b547ee75d6afaa1361a922e78e59b7d8078"
-+checksum = "a00dc851838a2120612785d195287475a3ac45514741da670b735818822129a0"
- dependencies = [
-  "bitflags 2.4.0",
-  "cexpr",
-  "clang-sys",
-+ "itertools",
-  "lazy_static",
-  "lazycell",
-- "peeking_take_while",
-  "proc-macro2",
-  "quote",
-  "regex",
-@@ -2815,12 +2815,6 @@ dependencies = [
-  "libc",
- ]
- 
--[[package]]
--name = "peeking_take_while"
--version = "0.1.2"
--source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "19b17cddbe7ec3f8bc800887bab5e717348c95ea2ca0b1bf0837fb964dc67099"
--
- [[package]]
- name = "percent-encoding"
- version = "2.3.0"
-@@ -2849,9 +2843,9 @@ dependencies = [
- 
- [[package]]
- name = "pgrx"
--version = "0.11.2"
-+version = "0.11.3"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "cb44171122605250e719ca2ae49afb357bdb2fce4b3c876fcf2225165237328a"
-+checksum = "2102faa5ef4a7bf096fefcf67692b293583efd18f9236340ad3169807dfc2b73"
- dependencies = [
-  "atomic-traits",
-  "bitflags 2.4.0",
-@@ -2874,9 +2868,9 @@ dependencies = [
- 
- [[package]]
- name = "pgrx-macros"
--version = "0.11.2"
-+version = "0.11.3"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "a18ac8628b7de2f29a93d0abdbdcaee95a0e0ef4b59fd4de99cc117e166e843b"
-+checksum = "c26810d09910ec987a6708d48d243efb5f879331e01c6fec0893714d0eb12bae"
- dependencies = [
-  "pgrx-sql-entity-graph",
-  "proc-macro2",
-@@ -2886,9 +2880,9 @@ dependencies = [
- 
- [[package]]
- name = "pgrx-pg-config"
--version = "0.11.2"
-+version = "0.11.3"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "acd45ac6eb1142c5690df63c4e0bdfb74f27c9f93a7af84f064dc2c0a2c2d6f7"
-+checksum = "0b0099ba4b635dfe1e34afc8bca8be43e9577c5d726aaf1dc7dd23a78f6c8a60"
- dependencies = [
-  "cargo_toml",
-  "dirs",
-@@ -2904,9 +2898,9 @@ dependencies = [
- 
- [[package]]
- name = "pgrx-pg-sys"
--version = "0.11.2"
-+version = "0.11.3"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "81c6207939582934fc26fceb651cb5338e363c06ddc6b2d50ca71867f7c70ffe"
-+checksum = "3f40315259c41fede51eb23b791b48d0a112b0f47d0dcb6862b798d1fa1db6ea"
- dependencies = [
-  "bindgen",
-  "clang-sys",
-@@ -2928,9 +2922,9 @@ dependencies = [
- 
- [[package]]
- name = "pgrx-sql-entity-graph"
--version = "0.11.2"
-+version = "0.11.3"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "a50083de83b1fac2484e8f2c2a7da5fed0193904e2578fa6c4ce02262c455c2b"
-+checksum = "7d47a4e991c8c66162c5d6b0fc2bd382e43a58fc893ce05a6a15ddcb1bf7eee4"
- dependencies = [
-  "convert_case",
-  "eyre",
-@@ -2943,9 +2937,9 @@ dependencies = [
- 
- [[package]]
- name = "pgrx-tests"
--version = "0.11.2"
-+version = "0.11.3"
- source = "registry+https://github.com/rust-lang/crates.io-index"
--checksum = "6ba0115cd80d9e3ca1d5d2a8ab8b7320d6ed614a53d025b86152696a8b3caa75"
-+checksum = "ab3abc01e2bb930b072bd660d04c8eaa69a29d4727d5b2a641f946c603c1605e"
- dependencies = [
-  "clap-cargo",
-  "eyre",
-diff --git a/supabase-wrappers/Cargo.toml b/supabase-wrappers/Cargo.toml
-index a825fea..be66f25 100644
---- a/supabase-wrappers/Cargo.toml
-+++ b/supabase-wrappers/Cargo.toml
-@@ -19,14 +19,14 @@ pg16 = ["pgrx/pg16", "pgrx-tests/pg16"]
- pg_test = []
- 
- [dependencies]
--pgrx = { version = "=0.11.2", default-features = false }
-+pgrx = { version = "=0.11.3", default-features = false }
- thiserror = "1.0.48"
- tokio = { version = "1.35", features = ["rt", "net"] }
- uuid = { version = "1.2.2" }
- supabase-wrappers-macros = { version = "0.1", path = "../supabase-wrappers-macros" }
- 
- [dev-dependencies]
--pgrx-tests = "=0.11.2"
-+pgrx-tests = "=0.11.3"
- 
- [package.metadata.docs.rs]
- features = ["pg15", "cshim"]
-diff --git a/wrappers/Cargo.toml b/wrappers/Cargo.toml
-index a6dd573..6f63519 100644
---- a/wrappers/Cargo.toml
-+++ b/wrappers/Cargo.toml
-@@ -134,7 +134,7 @@ all_fdws = [
- ]
- 
- [dependencies]
--pgrx = { version = "=0.11.2" }
-+pgrx = { version = "=0.11.3" }
- #supabase-wrappers = "0.1"
- supabase-wrappers = { path = "../supabase-wrappers", default-features = false }
- 
-@@ -204,4 +204,4 @@ redis = { version = "0.24.0", features = ["streams"], optional = true }
- thiserror = { version = "1.0.48", optional = true }
- 
- [dev-dependencies]
--pgrx-tests = "=0.11.2"
-+pgrx-tests = "=0.11.3"
--- 
-2.49.0
-
diff --git a/nix/ext/wrappers/Cargo.lock b/nix/ext/wrappers/Cargo.lock
new file mode 100644
index 000000000..674178979
--- /dev/null
+++ b/nix/ext/wrappers/Cargo.lock
@@ -0,0 +1,9952 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "addr2line"
+version = "0.24.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
+dependencies = [
+ "gimli",
+]
+
+[[package]]
+name = "adler2"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
+
+[[package]]
+name = "adler32"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aae1277d39aeec15cb388266ecc24b11c80469deae6067e17a1a7aa9e5c1f234"
+
+[[package]]
+name = "aes"
+version = "0.8.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b169f7a6d4742236a0a00c541b845991d0ac43e546831af1249753ab4c3aa3a0"
+dependencies = [
+ "cfg-if",
+ "cipher",
+ "cpufeatures",
+]
+
+[[package]]
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+version = "0.7.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "891477e0c6a8957309ee5c45a6368af3ae14bb510732d2684ffa19af310920f9"
+dependencies = [
+ "getrandom 0.2.16",
+ "once_cell",
+ "version_check",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "cfg-if",
+ "const-random",
+ "getrandom 0.3.3",
+ "once_cell",
+ "version_check",
+ "zerocopy",
+]
+
+[[package]]
+name = "aho-corasick"
+version = "1.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
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+ "memchr",
+]
+
+[[package]]
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+
+[[package]]
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+checksum = "94fb8275041c72129eb51b7d0322c29b8387a0386127718b096429201a5d6ece"
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+ "alloc-no-stdlib",
+]
+
+[[package]]
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+checksum = "683d7910e743518b0e34f1186f92494becacb047c7b6bf616c96772180fef923"
+
+[[package]]
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+checksum = "e999941b234f3131b00bc13c22d06e8c5ff726d1b6318ac7eb276997bbb4fef0"
+
+[[package]]
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+checksum = "819e7219dbd41043ac279b19830f2efc897156490d7fd6ea916720117ee66311"
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+ "libc",
+]
+
+[[package]]
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+checksum = "710e8eae58854cdc1790fcb56cca04d712a17be849eeb81da2a724bf4bae2bc4"
+dependencies = [
+ "anstyle",
+ "unicode-width 0.2.0",
+]
+
+[[package]]
+name = "ansi_term"
+version = "0.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d52a9bb7ec0cf484c551830a7ce27bd20d67eac647e1befb56b0be4ee39a55d2"
+dependencies = [
+ "winapi",
+]
+
+[[package]]
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+checksum = "8acc5369981196006228e28809f761875c0327210a891e941f4c683b3a99529b"
+dependencies = [
+ "anstyle",
+ "anstyle-parse",
+ "anstyle-query",
+ "anstyle-wincon",
+ "colorchoice",
+ "is_terminal_polyfill",
+ "utf8parse",
+]
+
+[[package]]
+name = "anstyle"
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+ "anstyle",
+ "once_cell_polyfill",
+ "windows-sys 0.59.0",
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+ "bigdecimal",
+ "digest",
+ "libflate",
+ "log",
+ "num-bigint",
+ "quad-rand",
+ "rand 0.8.5",
+ "regex-lite",
+ "serde 1.0.219",
+ "serde_bytes",
+ "serde_json",
+ "strum 0.26.3",
+ "strum_macros 0.26.4",
+ "thiserror 1.0.69",
+ "typed-builder 0.19.1",
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- "zerocopy-derive",
-]
-
-[[package]]
-name = "zerocopy-derive"
-version = "0.7.32"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.32",
-]
-
-[[package]]
-name = "zeroize"
-version = "1.7.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "525b4ec142c6b68a2d10f01f7bbf6755599ca3f81ea53b8431b7dd348f5fdb2d"
-
-[[package]]
-name = "zstd"
-version = "0.12.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a27595e173641171fc74a1232b7b1c7a7cb6e18222c11e9dfb9888fa424c53c"
-dependencies = [
- "zstd-safe",
-]
-
-[[package]]
-name = "zstd-safe"
-version = "6.0.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee98ffd0b48ee95e6c5168188e44a54550b1564d9d530ee21d5f0eaed1069581"
-dependencies = [
- "libc",
- "zstd-sys",
-]
-
-[[package]]
-name = "zstd-sys"
-version = "2.0.9+zstd.1.5.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e16efa8a874a0481a574084d34cc26fdb3b99627480f785888deb6386506656"
-dependencies = [
- "cc",
- "pkg-config",
-]
diff --git a/nix/ext/wrappers/default.nix b/nix/ext/wrappers/default.nix
index 218c65e77..ce4136e45 100644
--- a/nix/ext/wrappers/default.nix
+++ b/nix/ext/wrappers/default.nix
@@ -19,152 +19,143 @@ let
       cargo = rust-bin.stable.${rustVersion}.default;
       #previousVersions = lib.filter (v: v != version) versions; # FIXME
       mkPgrxExtension = callPackages ../../cargo-pgrx/mkPgrxExtension.nix {
-        inherit rustVersion pgrxVersion;
+        inherit rustVersion;
+        inherit pgrxVersion;
       };
     in
-    mkPgrxExtension (
-      rec {
-        inherit pname version postgresql;
-
-        src = fetchFromGitHub {
-          owner = "supabase";
-          repo = "wrappers";
-          rev = "v${version}";
-          inherit hash;
-        };
-
-        nativeBuildInputs = [
-          pkg-config
-          cargo
-          git
+    mkPgrxExtension rec {
+      inherit pname version postgresql;
+
+      src = fetchFromGitHub {
+        owner = "supabase";
+        repo = "wrappers";
+        rev = "v${version}";
+        inherit hash;
+      };
+
+      nativeBuildInputs = [
+        pkg-config
+        cargo
+        git
+      ];
+      buildInputs =
+        [
+          openssl
+          postgresql
+        ]
+        ++ lib.optionals stdenv.isDarwin [
+          darwin.apple_sdk.frameworks.CoreFoundation
+          darwin.apple_sdk.frameworks.Security
+          darwin.apple_sdk.frameworks.SystemConfiguration
         ];
-        buildInputs =
-          [
-            openssl
-            postgresql
-          ]
-          ++ lib.optionals stdenv.isDarwin [
-            darwin.apple_sdk.frameworks.CoreFoundation
-            darwin.apple_sdk.frameworks.Security
-            darwin.apple_sdk.frameworks.SystemConfiguration
-          ];
-
-        NIX_LDFLAGS = "-L${postgresql}/lib -lpq";
-
-        # Set necessary environment variables for pgrx in darwin only
-        env = lib.optionalAttrs stdenv.isDarwin {
-          POSTGRES_LIB = "${postgresql}/lib";
-          RUSTFLAGS = "-C link-arg=-undefined -C link-arg=dynamic_lookup";
-        };
-
-        OPENSSL_NO_VENDOR = 1;
-        #need to set this to 2 to avoid cpu starvation
-        CARGO_BUILD_JOBS = "2";
-        CARGO = "${cargo}/bin/cargo";
-
-        cargoLock = {
-          lockFile = "${src}/Cargo.lock";
-          outputHashes =
-            if builtins.compareVersions "0.4.2" version >= 0 then
-              { "clickhouse-rs-1.0.0-alpha.1" = "sha256-0zmoUo/GLyCKDLkpBsnLAyGs1xz6cubJhn+eVqMEMaw="; }
-            else if builtins.compareVersions "0.5.0" version >= 0 then
-              { "clickhouse-rs-1.1.0-alpha.1" = "sha256-G+v4lNP5eK2U45D1fL90Dq24pUSlpIysNCxuZ17eac0="; }
-            else if builtins.compareVersions "0.5.2" version == 0 then
-              {
-                "clickhouse-rs-1.1.0-alpha.1" = "sha256-nKiGzdsAgJej8NgyVOqHaD1sZLrNF1RPfEhu2pRwZ6o=";
-                "iceberg-catalog-s3tables-0.5.1" = "sha256-1JkB2JExukABlbW1lZPolNQCYb9URi8xNYY3APmiGq0=";
-              }
-            else if builtins.compareVersions "0.5.3" version == 0 then
-              {
-                "clickhouse-rs-1.1.0-alpha.1" = "sha256-nKiGzdsAgJej8NgyVOqHaD1sZLrNF1RPfEhu2pRwZ6o=";
-                "iceberg-catalog-s3tables-0.5.1" = "sha256-1JkB2JExukABlbW1lZPolNQCYb9URi8xNYY3APmiGq0=";
-              }
-            else
-              {
-                "clickhouse-rs-1.1.0-alpha.1" = "sha256-nKiGzdsAgJej8NgyVOqHaD1sZLrNF1RPfEhu2pRwZ6o=";
-                "iceberg-0.5.0" = "sha256-dYPZdpP7kcp49UxsCZrZi3xMJ4rJiB8H65dMMR9Z1Yk=";
-              };
-        };
-
-        preConfigure = ''
-          cd wrappers
-
-          # update the clickhouse-rs dependency
-          # append the branch name to the git URL to help cargo locate the commit
-          # while maintaining the rev for reproducibility
-          awk -i inplace '
-          /\[dependencies.clickhouse-rs\]/ {
-            print
-            getline
-            if ($0 ~ /git =/) {
-              print "git = \"https://github.com/burmecia/clickhouse-rs/supabase-patch\""
-            } else {
-              print
+
+      NIX_LDFLAGS = "-L${postgresql}/lib -lpq";
+
+      # Set necessary environment variables for pgrx in darwin only
+      env = lib.optionalAttrs stdenv.isDarwin {
+        POSTGRES_LIB = "${postgresql}/lib";
+        RUSTFLAGS = " -C link-arg=-undefined -C link-arg=dynamic_lookup";
+      };
+
+      OPENSSL_NO_VENDOR = 1;
+      #need to set this to 2 to avoid cpu starvation
+      CARGO_BUILD_JOBS = "2";
+      CARGO = "${cargo}/bin/cargo";
+
+      cargoLock = {
+        lockFile = "${src}/Cargo.lock";
+        outputHashes =
+          if builtins.compareVersions "0.4.2" version >= 0 then
+            { "clickhouse-rs-1.0.0-alpha.1" = "sha256-0zmoUo/GLyCKDLkpBsnLAyGs1xz6cubJhn+eVqMEMaw="; }
+          else if builtins.compareVersions "0.5.0" version >= 0 then
+            { "clickhouse-rs-1.1.0-alpha.1" = "sha256-G+v4lNP5eK2U45D1fL90Dq24pUSlpIysNCxuZ17eac0="; }
+          else if builtins.compareVersions "0.5.2" version == 0 then
+            {
+              "clickhouse-rs-1.1.0-alpha.1" = "sha256-nKiGzdsAgJej8NgyVOqHaD1sZLrNF1RPfEhu2pRwZ6o=";
+              "iceberg-catalog-s3tables-0.5.1" = "sha256-1JkB2JExukABlbW1lZPolNQCYb9URi8xNYY3APmiGq0=";
             }
-            while ($0 !~ /^\[/ && NF > 0) {
-              getline
-              if ($0 ~ /rev =/) print
-              if ($0 ~ /^\[/) print
+          else if builtins.compareVersions "0.5.3" version == 0 then
+            {
+              "clickhouse-rs-1.1.0-alpha.1" = "sha256-nKiGzdsAgJej8NgyVOqHaD1sZLrNF1RPfEhu2pRwZ6o=";
+              "iceberg-catalog-s3tables-0.5.1" = "sha256-1JkB2JExukABlbW1lZPolNQCYb9URi8xNYY3APmiGq0=";
             }
-            next
+          else
+            {
+              "clickhouse-rs-1.1.0-alpha.1" = "sha256-nKiGzdsAgJej8NgyVOqHaD1sZLrNF1RPfEhu2pRwZ6o=";
+              "iceberg-0.5.0" = "sha256-dYPZdpP7kcp49UxsCZrZi3xMJ4rJiB8H65dMMR9Z1Yk=";
+            };
+      };
+
+      preConfigure = ''
+        cd wrappers
+
+        # update the clickhouse-rs dependency
+        # append the branch name to the git URL to help cargo locate the commit
+        # while maintaining the rev for reproducibility
+        awk -i inplace '
+        /\[dependencies.clickhouse-rs\]/ {
+          print
+          getline
+          if ($0 ~ /git =/) {
+            print "git = \"https://github.com/burmecia/clickhouse-rs/supabase-patch\""
+          } else {
+            print
           }
-          { print }
-          ' Cargo.toml
-
-          # Verify the file is still valid TOML, break build with this erroru
-          # if it is not
-          if ! cargo verify-project 2>/dev/null; then
-            echo "Failed to maintain valid TOML syntax"
-            exit 1
-          fi
-
-          cd ..
-        '';
-
-        buildAndTestSubdir = "wrappers";
-        buildFeatures = [
-          "helloworld_fdw"
-          "all_fdws"
-        ];
-        doCheck = false;
-
-        postInstall = ''
-           create_control_files() {
-             sed -e "/^default_version =/d" \
-                 -e "s|^module_pathname = .*|module_pathname = '\$libdir/${pname}'|" \
-               $out/share/postgresql/extension/${pname}.control > $out/share/postgresql/extension/${pname}--${version}.control
-             rm $out/share/postgresql/extension/${pname}.control
-
-             if [[ "${version}" == "${latestVersion}" ]]; then
-               {
-                 echo "default_version = '${latestVersion}'"
-                 cat $out/share/postgresql/extension/${pname}--${latestVersion}.control
-               } > $out/share/postgresql/extension/${pname}.control
-               ln -sfn ${pname}-${latestVersion}${postgresql.dlSuffix} $out/lib/${pname}${postgresql.dlSuffix}
-             fi
-           }
-
-          create_control_files
-        '';
-
-        meta = with lib; {
-          description = "Various Foreign Data Wrappers (FDWs) for PostreSQL";
-          homepage = "https://github.com/supabase/wrappers";
-          license = licenses.postgresql;
-          inherit (postgresql.meta) platforms;
-        };
-      }
-      // lib.optionalAttrs (version == "0.3.0") {
-        patches = [ ./0001-bump-pgrx-to-0.11.3.patch ];
-
-        cargoLock = {
-          lockFile = ./Cargo.lock-0.3.0;
-          outputHashes = {
-            "clickhouse-rs-1.0.0-alpha.1" = "sha256-0zmoUo/GLyCKDLkpBsnLAyGs1xz6cubJhn+eVqMEMaw=";
-          };
-        };
-      }
-    );
+          while ($0 !~ /^\[/ && NF > 0) {
+            getline
+            if ($0 ~ /rev =/) print
+            if ($0 ~ /^\[/) print
+          }
+          next
+        }
+        { print }
+        ' Cargo.toml
+
+        # Verify the file is still valid TOML, break build with this erroru
+        # if it is not
+        if ! cargo verify-project 2>/dev/null; then
+          echo "Failed to maintain valid TOML syntax"
+          exit 1
+        fi
+
+        cd ..
+      '';
+
+      buildAndTestSubdir = "wrappers";
+      buildFeatures = [
+        "helloworld_fdw"
+        "all_fdws"
+      ];
+      doCheck = false;
+
+      postInstall = ''
+         create_control_files() {
+           sed -e "/^default_version =/d" \
+               -e "s|^module_pathname = .*|module_pathname = '\$libdir/${pname}'|" \
+             $out/share/postgresql/extension/${pname}.control > $out/share/postgresql/extension/${pname}--${version}.control
+           rm $out/share/postgresql/extension/${pname}.control
+
+           if [[ "${version}" == "${latestVersion}" ]]; then
+             {
+               echo "default_version = '${latestVersion}'"
+               cat $out/share/postgresql/extension/${pname}--${latestVersion}.control
+             } > $out/share/postgresql/extension/${pname}.control
+             ln -sfn ${pname}-${latestVersion}${postgresql.dlSuffix} $out/lib/${pname}${postgresql.dlSuffix}
+           fi
+         }
+
+        create_control_files
+      '';
+
+      meta = with lib; {
+        description = "Various Foreign Data Wrappers (FDWs) for PostreSQL";
+        homepage = "https://github.com/supabase/wrappers";
+        license = licenses.postgresql;
+        inherit (postgresql.meta) platforms;
+      };
+    }
+
+  ;
   allVersions = (builtins.fromJSON (builtins.readFile ../versions.json)).wrappers;
   supportedVersions = lib.filterAttrs (
     _: value: builtins.elem (lib.versions.major postgresql.version) value.postgresql
@@ -186,9 +177,7 @@ buildEnv {
   postBuild = ''
     # checks
     (set -x
-       test "$(ls -A $out/lib/${pname}*${postgresql.dlSuffix} | wc -l)" = "${
-         toString (numberOfVersions + 1)
-       }"
+       test "$(ls -A $out/lib/${pname}*${postgresql.dlSuffix} | wc -l)" = "${toString numberOfVersions}"
     )
 
     create_sql_files() {
diff --git a/nix/overlays/cargo-pgrx-0-11-3.nix b/nix/overlays/cargo-pgrx-0-11-3.nix
deleted file mode 100644
index 41ba97d4c..000000000
--- a/nix/overlays/cargo-pgrx-0-11-3.nix
+++ /dev/null
@@ -1,7 +0,0 @@
-final: prev: {
-  #cargo-pgrx_0_11_3 = cargo-pgrx.cargo-pgrx_0_11_3;
-
-  buildPgrxExtension_0_11_3 = prev.buildPgrxExtension.override {
-    cargo-pgrx = final.cargo-pgrx_0_11_3;
-  };
-}
diff --git a/nix/overlays/default.nix b/nix/overlays/default.nix
index f6eda4243..ea8046581 100644
--- a/nix/overlays/default.nix
+++ b/nix/overlays/default.nix
@@ -1,11 +1,6 @@
 { self, ... }:
 {
-  flake.overlays.default = final: prev: {
-    # NOTE: add any needed overlays here. in theory we could
-    # pull them from the overlays/ directory automatically, but we don't
-    # want to have an arbitrary order, since it might matter. being
-    # explicit is better.
-
+  flake.overlays.default = final: _prev: {
     inherit (self.packages.${final.system})
       postgresql_15
       postgresql_17
@@ -15,41 +10,14 @@
 
     xmrig = throw "The xmrig package has been explicitly disabled in this flake.";
 
-    cargo-pgrx = final.callPackage ../cargo-pgrx/default.nix {
-      inherit (final) lib;
-      inherit (final) darwin;
-      inherit (final) fetchCrate;
-      inherit (final) openssl;
-      inherit (final) pkg-config;
-      inherit (final) makeRustPlatform;
-      inherit (final) stdenv;
-      inherit (final) rust-bin;
-    };
-
-    buildPgrxExtension = final.callPackage ../cargo-pgrx/buildPgrxExtension.nix {
-      inherit (final) cargo-pgrx;
-      inherit (final) lib;
-      inherit (final) Security;
-      inherit (final) pkg-config;
-      inherit (final) makeRustPlatform;
-      inherit (final) stdenv;
-      inherit (final) writeShellScriptBin;
-    };
-
-    buildPgrxExtension_0_11_3 = prev.buildPgrxExtension.override {
-      cargo-pgrx = final.cargo-pgrx.cargo-pgrx_0_11_3;
-    };
-
-    buildPgrxExtension_0_12_6 = prev.buildPgrxExtension.override {
-      cargo-pgrx = final.cargo-pgrx.cargo-pgrx_0_12_6;
-    };
-
-    buildPgrxExtension_0_12_9 = prev.buildPgrxExtension.override {
-      cargo-pgrx = final.cargo-pgrx.cargo-pgrx_0_12_9;
+    buildPgrxExtension_0_12_6 = final.callPackage ../cargo-pgrx/buildPgrxExtension.nix {
+      rustVersion = "1.81.0";
+      pgrxVersion = "0.12.6";
     };
 
-    buildPgrxExtension_0_14_3 = prev.buildPgrxExtension.override {
-      cargo-pgrx = final.cargo-pgrx.cargo-pgrx_0_14_3;
+    buildPgrxExtension_0_12_9 = final.callPackage ../cargo-pgrx/buildPgrxExtension.nix {
+      rustVersion = "1.87.0";
+      pgrxVersion = "0.12.9";
     };
   };
 }
diff --git a/nix/packages/default.nix b/nix/packages/default.nix
index cd6d6a1d0..6399ffe9c 100644
--- a/nix/packages/default.nix
+++ b/nix/packages/default.nix
@@ -60,7 +60,7 @@
           trigger-nix-build = pkgs.callPackage ./trigger-nix-build.nix { };
           update-readme = pkgs.callPackage ./update-readme.nix { };
           inherit (pkgs.callPackage ./wal-g.nix { }) wal-g-2 wal-g-3;
-          inherit (pkgs.cargo-pgrx)
+          inherit (pkgs.callPackage ../cargo-pgrx/default.nix { })
             cargo-pgrx_0_11_3
             cargo-pgrx_0_12_6
             cargo-pgrx_0_12_9
diff --git a/nix/packages/postgres.nix b/nix/packages/postgres.nix
index bf8710b4d..5736ac948 100644
--- a/nix/packages/postgres.nix
+++ b/nix/packages/postgres.nix
@@ -42,6 +42,7 @@
         ../ext/pg_stat_monitor.nix
         ../ext/pg_jsonschema.nix
         ../ext/pgvector.nix
+        ../ext/pgvectorscale.nix
         ../ext/vault.nix
         ../ext/hypopg.nix
         ../ext/pg_tle.nix
@@ -52,13 +53,17 @@
 
       #Where we import and build the orioledb extension, we add on our custom extensions
       # plus the orioledb option
-      #we're not using timescaledb or plv8 in the orioledb-17 version or pg 17 of supabase extensions
-      orioleFilteredExtensions = builtins.filter (
+      #we're not using timescaledb, plv8, or pgvectorscale in the orioledb-17 version
+      #pgvectorscale is incompatible with OrioleDB's modified PostgreSQL APIs
+      commonFilteredExtensions = builtins.filter (
         x: x != ../ext/timescaledb.nix && x != ../ext/timescaledb-2.9.1.nix && x != ../ext/plv8.nix
       ) ourExtensions;
 
-      orioledbExtensions = orioleFilteredExtensions ++ [ ../ext/orioledb.nix ];
-      dbExtensions17 = orioleFilteredExtensions;
+      orioledbExtensions =
+        builtins.filter (x: x != ../ext/pgvectorscale.nix) commonFilteredExtensions
+        ++ [ ../ext/orioledb.nix ];
+
+      dbExtensions17 = commonFilteredExtensions;
       getPostgresqlPackage = version: pkgs."postgresql_${version}";
       # Create a 'receipt' file for a given postgresql package. This is a way
       # of adding a bit of metadata to the package, which can be used by other
diff --git a/nix/tests/expected/z_15_ext_interface.out b/nix/tests/expected/z_15_ext_interface.out
index c652a95eb..dd09bdc55 100644
--- a/nix/tests/expected/z_15_ext_interface.out
+++ b/nix/tests/expected/z_15_ext_interface.out
@@ -126,9 +126,10 @@ order by
  unaccent                     | t
  uuid-ossp                    | t
  vector                       | t
+ vectorscale                  | f
  wrappers                     | t
  xml2                         | f
-(79 rows)
+(80 rows)
 
 /*
 
@@ -1161,9 +1162,11 @@ order by
  pg_net                 | net                      | _urlencode_string                                | string character varying                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | text
  pg_net                 | net                      | check_worker_is_up                               |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
  pg_net                 | net                      | http_collect_response                            | request_id bigint, async boolean                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | net.http_response_result
- pg_net                 | net                      | http_delete                                      | url text, params jsonb, headers jsonb, timeout_milliseconds integer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | bigint
+ pg_net                 | net                      | http_delete                                      | url text, params jsonb, headers jsonb, timeout_milliseconds integer, body jsonb                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | bigint
  pg_net                 | net                      | http_get                                         | url text, params jsonb, headers jsonb, timeout_milliseconds integer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | bigint
  pg_net                 | net                      | http_post                                        | url text, body jsonb, params jsonb, headers jsonb, timeout_milliseconds integer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | bigint
+ pg_net                 | net                      | wait_until_running                               |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
+ pg_net                 | net                      | wake                                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
  pg_net                 | net                      | worker_restart                                   |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | boolean
  pg_prewarm             | public                   | autoprewarm_dump_now                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | bigint
  pg_prewarm             | public                   | autoprewarm_start_worker                         |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
@@ -5169,6 +5172,11 @@ order by
  vector                 | public                   | vector_to_halfvec                                | vector, integer, boolean                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | halfvec
  vector                 | public                   | vector_to_sparsevec                              | vector, integer, boolean                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | sparsevec
  vector                 | public                   | vector_typmod_in                                 | cstring[]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | integer
+ vectorscale            | public                   | diskann_amhandler                                | internal                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | index_am_handler
+ vectorscale            | public                   | distance_type_cosine                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | smallint
+ vectorscale            | public                   | distance_type_inner_product                      |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | smallint
+ vectorscale            | public                   | distance_type_l2                                 |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | smallint
+ vectorscale            | public                   | smallint_array_overlap                           | "left" smallint[], "right" smallint[]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | boolean
  wrappers               | public                   | airtable_fdw_handler                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | fdw_handler
  wrappers               | public                   | airtable_fdw_meta                                |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | TABLE(name text, version text, author text, website text)
  wrappers               | public                   | airtable_fdw_validator                           | options text[], catalog oid                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | void
@@ -5227,7 +5235,7 @@ order by
  xml2                   | public                   | xpath_table                                      | text, text, text, text, text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | SETOF record
  xml2                   | public                   | xslt_process                                     | text, text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | text
  xml2                   | public                   | xslt_process                                     | text, text, text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | text
-(5057 rows)
+(5064 rows)
 
 /*
 
diff --git a/nix/tests/expected/z_15_pgvectorscale.out b/nix/tests/expected/z_15_pgvectorscale.out
new file mode 100644
index 000000000..0e3b1622d
--- /dev/null
+++ b/nix/tests/expected/z_15_pgvectorscale.out
@@ -0,0 +1,123 @@
+CREATE EXTENSION IF NOT EXISTS vectorscale CASCADE;
+NOTICE:  extension "vectorscale" already exists, skipping
+CREATE SCHEMA diskann_test;
+CREATE TABLE diskann_test.documents (
+    id SERIAL PRIMARY KEY,
+    embedding VECTOR(3),
+    labels SMALLINT[],
+    content TEXT
+);
+INSERT INTO diskann_test.documents (embedding, labels, content) VALUES
+    ('[1,2,3]', ARRAY[1,2], 'First document'),
+    ('[2,3,4]', ARRAY[2,3], 'Second document'),
+    ('[3,4,5]', ARRAY[1,3], 'Third document'),
+    ('[4,5,6]', ARRAY[1], 'Fourth document'),
+    ('[5,6,7]', ARRAY[2], 'Fifth document'),
+    ('[6,7,8]', NULL, 'Sixth document'),
+    (NULL, ARRAY[1,2], 'Seventh document');
+CREATE INDEX diskann_cosine_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+CREATE INDEX diskann_l2_idx ON diskann_test.documents USING diskann (embedding vector_l2_ops);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+CREATE INDEX diskann_ip_idx ON diskann_test.documents USING diskann (embedding vector_ip_ops);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+CREATE INDEX diskann_label_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops, labels);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+SELECT id, embedding, content 
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+ id | embedding |     content     
+----+-----------+-----------------
+  4 | [4,5,6]   | Fourth document
+  3 | [3,4,5]   | Third document
+  5 | [5,6,7]   | Fifth document
+(3 rows)
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents  
+WHERE labels && ARRAY[1]
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+ id | embedding | labels |     content     
+----+-----------+--------+-----------------
+  4 | [4,5,6]   | {1}    | Fourth document
+  3 | [3,4,5]   | {1,3}  | Third document
+  1 | [1,2,3]   | {1,2}  | First document
+(3 rows)
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE labels && ARRAY[2,3]
+ORDER BY embedding <-> '[3,3,4]'
+LIMIT 3;
+ id | embedding | labels |     content     
+----+-----------+--------+-----------------
+  2 | [2,3,4]   | {2,3}  | Second document
+  3 | [3,4,5]   | {1,3}  | Third document
+  1 | [1,2,3]   | {1,2}  | First document
+(3 rows)
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE content LIKE '%Third%'
+ORDER BY embedding <#> '[3,3,4]'
+LIMIT 2;
+ id | embedding | labels |    content     
+----+-----------+--------+----------------
+  3 | [3,4,5]   | {1,3}  | Third document
+(1 row)
+
+CREATE INDEX diskann_custom_idx ON diskann_test.documents 
+USING diskann (embedding vector_cosine_ops) 
+WITH (num_neighbors=30, search_list_size=80);
+NOTICE:  Starting index build with num_neighbors=30, search_list_size=80, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[1,1,2]'
+LIMIT 2;
+ id | embedding |     content     
+----+-----------+-----------------
+  2 | [2,3,4]   | Second document
+  1 | [1,2,3]   | First document
+(2 rows)
+
+SET diskann.query_rescore = 20;
+SET diskann.query_search_list_size = 50;
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[4,4,5]'
+LIMIT 2;
+ id | embedding |    content     
+----+-----------+----------------
+  6 | [6,7,8]   | Sixth document
+  5 | [5,6,7]   | Fifth document
+(2 rows)
+
+RESET diskann.query_rescore;
+RESET diskann.query_search_list_size;
+WITH ranked_results AS MATERIALIZED (
+    SELECT id, embedding, embedding <=> '[3,3,3]' AS distance
+    FROM diskann_test.documents
+    WHERE embedding IS NOT NULL
+    ORDER BY distance
+    LIMIT 3
+)
+SELECT id, distance FROM ranked_results ORDER BY distance;
+ id |      distance       
+----+---------------------
+  6 | 0.00673408333515557
+  5 | 0.00913261138627552
+  4 |  0.0130724575603465
+(3 rows)
+
+DROP SCHEMA diskann_test CASCADE;
+NOTICE:  drop cascades to table diskann_test.documents
diff --git a/nix/tests/expected/z_17_ext_interface.out b/nix/tests/expected/z_17_ext_interface.out
index d31894bc3..070e65f33 100644
--- a/nix/tests/expected/z_17_ext_interface.out
+++ b/nix/tests/expected/z_17_ext_interface.out
@@ -113,9 +113,10 @@ order by
  unaccent                     | t
  uuid-ossp                    | t
  vector                       | t
+ vectorscale                  | f
  wrappers                     | t
  xml2                         | f
-(72 rows)
+(73 rows)
 
 /*
 
@@ -1146,9 +1147,11 @@ order by
  pg_net               | net            | _urlencode_string                                | string character varying                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | text
  pg_net               | net            | check_worker_is_up                               |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
  pg_net               | net            | http_collect_response                            | request_id bigint, async boolean                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | net.http_response_result
- pg_net               | net            | http_delete                                      | url text, params jsonb, headers jsonb, timeout_milliseconds integer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | bigint
+ pg_net               | net            | http_delete                                      | url text, params jsonb, headers jsonb, timeout_milliseconds integer, body jsonb                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | bigint
  pg_net               | net            | http_get                                         | url text, params jsonb, headers jsonb, timeout_milliseconds integer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | bigint
  pg_net               | net            | http_post                                        | url text, body jsonb, params jsonb, headers jsonb, timeout_milliseconds integer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | bigint
+ pg_net               | net            | wait_until_running                               |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
+ pg_net               | net            | wake                                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
  pg_net               | net            | worker_restart                                   |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | boolean
  pg_prewarm           | public         | autoprewarm_dump_now                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | bigint
  pg_prewarm           | public         | autoprewarm_start_worker                         |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | void
@@ -4813,6 +4816,11 @@ order by
  vector               | public         | vector_to_halfvec                                | vector, integer, boolean                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | halfvec
  vector               | public         | vector_to_sparsevec                              | vector, integer, boolean                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | sparsevec
  vector               | public         | vector_typmod_in                                 | cstring[]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | integer
+ vectorscale          | public         | diskann_amhandler                                | internal                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | index_am_handler
+ vectorscale          | public         | distance_type_cosine                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | smallint
+ vectorscale          | public         | distance_type_inner_product                      |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | smallint
+ vectorscale          | public         | distance_type_l2                                 |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | smallint
+ vectorscale          | public         | smallint_array_overlap                           | "left" smallint[], "right" smallint[]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | boolean
  wrappers             | public         | airtable_fdw_handler                             |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | fdw_handler
  wrappers             | public         | airtable_fdw_meta                                |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | TABLE(name text, version text, author text, website text)
  wrappers             | public         | airtable_fdw_validator                           | options text[], catalog oid                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | void
@@ -4871,7 +4879,7 @@ order by
  xml2                 | public         | xpath_table                                      | text, text, text, text, text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | SETOF record
  xml2                 | public         | xslt_process                                     | text, text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | text
  xml2                 | public         | xslt_process                                     | text, text, text                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | text
-(4714 rows)
+(4721 rows)
 
 /*
 
diff --git a/nix/tests/expected/z_17_pgvectorscale.out b/nix/tests/expected/z_17_pgvectorscale.out
new file mode 100644
index 000000000..0e3b1622d
--- /dev/null
+++ b/nix/tests/expected/z_17_pgvectorscale.out
@@ -0,0 +1,123 @@
+CREATE EXTENSION IF NOT EXISTS vectorscale CASCADE;
+NOTICE:  extension "vectorscale" already exists, skipping
+CREATE SCHEMA diskann_test;
+CREATE TABLE diskann_test.documents (
+    id SERIAL PRIMARY KEY,
+    embedding VECTOR(3),
+    labels SMALLINT[],
+    content TEXT
+);
+INSERT INTO diskann_test.documents (embedding, labels, content) VALUES
+    ('[1,2,3]', ARRAY[1,2], 'First document'),
+    ('[2,3,4]', ARRAY[2,3], 'Second document'),
+    ('[3,4,5]', ARRAY[1,3], 'Third document'),
+    ('[4,5,6]', ARRAY[1], 'Fourth document'),
+    ('[5,6,7]', ARRAY[2], 'Fifth document'),
+    ('[6,7,8]', NULL, 'Sixth document'),
+    (NULL, ARRAY[1,2], 'Seventh document');
+CREATE INDEX diskann_cosine_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+CREATE INDEX diskann_l2_idx ON diskann_test.documents USING diskann (embedding vector_l2_ops);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+CREATE INDEX diskann_ip_idx ON diskann_test.documents USING diskann (embedding vector_ip_ops);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+CREATE INDEX diskann_label_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops, labels);
+NOTICE:  Starting index build with num_neighbors=-1, search_list_size=100, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+SELECT id, embedding, content 
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+ id | embedding |     content     
+----+-----------+-----------------
+  4 | [4,5,6]   | Fourth document
+  3 | [3,4,5]   | Third document
+  5 | [5,6,7]   | Fifth document
+(3 rows)
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents  
+WHERE labels && ARRAY[1]
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+ id | embedding | labels |     content     
+----+-----------+--------+-----------------
+  4 | [4,5,6]   | {1}    | Fourth document
+  3 | [3,4,5]   | {1,3}  | Third document
+  1 | [1,2,3]   | {1,2}  | First document
+(3 rows)
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE labels && ARRAY[2,3]
+ORDER BY embedding <-> '[3,3,4]'
+LIMIT 3;
+ id | embedding | labels |     content     
+----+-----------+--------+-----------------
+  2 | [2,3,4]   | {2,3}  | Second document
+  3 | [3,4,5]   | {1,3}  | Third document
+  1 | [1,2,3]   | {1,2}  | First document
+(3 rows)
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE content LIKE '%Third%'
+ORDER BY embedding <#> '[3,3,4]'
+LIMIT 2;
+ id | embedding | labels |    content     
+----+-----------+--------+----------------
+  3 | [3,4,5]   | {1,3}  | Third document
+(1 row)
+
+CREATE INDEX diskann_custom_idx ON diskann_test.documents 
+USING diskann (embedding vector_cosine_ops) 
+WITH (num_neighbors=30, search_list_size=80);
+NOTICE:  Starting index build with num_neighbors=30, search_list_size=80, max_alpha=1.2, storage_layout=SbqCompression.
+NOTICE:  Indexed 6 tuples
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[1,1,2]'
+LIMIT 2;
+ id | embedding |     content     
+----+-----------+-----------------
+  2 | [2,3,4]   | Second document
+  1 | [1,2,3]   | First document
+(2 rows)
+
+SET diskann.query_rescore = 20;
+SET diskann.query_search_list_size = 50;
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[4,4,5]'
+LIMIT 2;
+ id | embedding |    content     
+----+-----------+----------------
+  6 | [6,7,8]   | Sixth document
+  5 | [5,6,7]   | Fifth document
+(2 rows)
+
+RESET diskann.query_rescore;
+RESET diskann.query_search_list_size;
+WITH ranked_results AS MATERIALIZED (
+    SELECT id, embedding, embedding <=> '[3,3,3]' AS distance
+    FROM diskann_test.documents
+    WHERE embedding IS NOT NULL
+    ORDER BY distance
+    LIMIT 3
+)
+SELECT id, distance FROM ranked_results ORDER BY distance;
+ id |      distance       
+----+---------------------
+  6 | 0.00673408333515557
+  5 | 0.00913261138627552
+  4 |  0.0130724575603465
+(3 rows)
+
+DROP SCHEMA diskann_test CASCADE;
+NOTICE:  drop cascades to table diskann_test.documents
diff --git a/nix/tests/prime.sql b/nix/tests/prime.sql
index fb724847f..55520c308 100644
--- a/nix/tests/prime.sql
+++ b/nix/tests/prime.sql
@@ -83,3 +83,4 @@ create extension if not exists "uuid-ossp";
 create extension if not exists vector;
 create extension if not exists wrappers;
 create extension if not exists xml2;
+create extension if not exists vectorscale;
diff --git a/nix/tests/smoke/0003-pgsodium-vault.sql b/nix/tests/smoke/0003-pgsodium-vault.sql
deleted file mode 100644
index 1c9cedf91..000000000
--- a/nix/tests/smoke/0003-pgsodium-vault.sql
+++ /dev/null
@@ -1,40 +0,0 @@
-BEGIN;
-
-select plan(3);
-
-select id as test_new_key_id from pgsodium.create_key(name:='test_new_key') \gset
-
-select vault.create_secret (
-	's3kr3t_k3y', 'a_name', 'this is the foo secret key') test_secret_id \gset
-
-select vault.create_secret (
-	's3kr3t_k3y_2', 'another_name', 'this is another foo key',
-	(select id from pgsodium.key where name = 'test_new_key')) test_secret_id_2 \gset
-
-SELECT results_eq(
-    $$
-    SELECT decrypted_secret = 's3kr3t_k3y', description = 'this is the foo secret key'
-    FROM vault.decrypted_secrets WHERE name = 'a_name';
-    $$,
-    $$VALUES (true, true)$$,
-    'can select from masking view with custom key');
-
-SELECT results_eq(
-    $$
-    SELECT decrypted_secret = 's3kr3t_k3y_2', description = 'this is another foo key'
-    FROM vault.decrypted_secrets WHERE key_id = (select id from pgsodium.key where name = 'test_new_key');
-    $$,
-    $$VALUES (true, true)$$,
-    'can select from masking view');
-
-SELECT lives_ok(
-	format($test$
-	select vault.update_secret(
-	    %L::uuid, new_name:='a_new_name',
-	    new_secret:='new_s3kr3t_k3y', new_description:='this is the bar key')
-	$test$, :'test_secret_id'),
-	'can update name, secret and description'
-	);
-
-SELECT * FROM finish();
-ROLLBACK;
diff --git a/nix/tests/smoke/0002-supautils.sql b/nix/tests/smoke/no-oriol/0005-pg_vectorscale.sql
similarity index 100%
rename from nix/tests/smoke/0002-supautils.sql
rename to nix/tests/smoke/no-oriol/0005-pg_vectorscale.sql
diff --git a/nix/tests/smoke/0000-hello-world.sql b/nix/tests/smoke/standard/0000-hello-world.sql
similarity index 100%
rename from nix/tests/smoke/0000-hello-world.sql
rename to nix/tests/smoke/standard/0000-hello-world.sql
diff --git a/nix/tests/smoke/0001-pg_graphql.sql b/nix/tests/smoke/standard/0001-pg_graphql.sql
similarity index 100%
rename from nix/tests/smoke/0001-pg_graphql.sql
rename to nix/tests/smoke/standard/0001-pg_graphql.sql
diff --git a/nix/tests/smoke/standard/0002-supautils.sql b/nix/tests/smoke/standard/0002-supautils.sql
new file mode 100644
index 000000000..7a2160639
--- /dev/null
+++ b/nix/tests/smoke/standard/0002-supautils.sql
@@ -0,0 +1,17 @@
+BEGIN;
+SELECT plan(2);
+
+-- the setting doesn't exist when supautils is not loaded
+SELECT throws_ok($$
+  select current_setting('supautils.privileged_extensions', false)
+$$);
+
+LOAD 'supautils';
+
+-- now it does
+SELECT ok(
+  current_setting('supautils.privileged_extensions', false) = ''
+);
+
+SELECT * FROM finish();
+ROLLBACK;
diff --git a/nix/tests/smoke/0004-index_advisor.sql b/nix/tests/smoke/standard/0003-index_advisor.sql
similarity index 100%
rename from nix/tests/smoke/0004-index_advisor.sql
rename to nix/tests/smoke/standard/0003-index_advisor.sql
diff --git a/nix/tests/smoke/0005-test_pgroonga_mecab.sql b/nix/tests/smoke/standard/0004-test_pgroonga_mecab.sql
similarity index 100%
rename from nix/tests/smoke/0005-test_pgroonga_mecab.sql
rename to nix/tests/smoke/standard/0004-test_pgroonga_mecab.sql
diff --git a/nix/tests/sql/z_15_pgvectorscale.sql b/nix/tests/sql/z_15_pgvectorscale.sql
new file mode 100644
index 000000000..0629b3c72
--- /dev/null
+++ b/nix/tests/sql/z_15_pgvectorscale.sql
@@ -0,0 +1,82 @@
+CREATE EXTENSION IF NOT EXISTS vectorscale CASCADE;
+
+CREATE SCHEMA diskann_test;
+
+CREATE TABLE diskann_test.documents (
+    id SERIAL PRIMARY KEY,
+    embedding VECTOR(3),
+    labels SMALLINT[],
+    content TEXT
+);
+
+INSERT INTO diskann_test.documents (embedding, labels, content) VALUES
+    ('[1,2,3]', ARRAY[1,2], 'First document'),
+    ('[2,3,4]', ARRAY[2,3], 'Second document'),
+    ('[3,4,5]', ARRAY[1,3], 'Third document'),
+    ('[4,5,6]', ARRAY[1], 'Fourth document'),
+    ('[5,6,7]', ARRAY[2], 'Fifth document'),
+    ('[6,7,8]', NULL, 'Sixth document'),
+    (NULL, ARRAY[1,2], 'Seventh document');
+
+CREATE INDEX diskann_cosine_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops);
+CREATE INDEX diskann_l2_idx ON diskann_test.documents USING diskann (embedding vector_l2_ops);
+CREATE INDEX diskann_ip_idx ON diskann_test.documents USING diskann (embedding vector_ip_ops);
+
+CREATE INDEX diskann_label_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops, labels);
+
+SELECT id, embedding, content 
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents  
+WHERE labels && ARRAY[1]
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE labels && ARRAY[2,3]
+ORDER BY embedding <-> '[3,3,4]'
+LIMIT 3;
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE content LIKE '%Third%'
+ORDER BY embedding <#> '[3,3,4]'
+LIMIT 2;
+
+CREATE INDEX diskann_custom_idx ON diskann_test.documents 
+USING diskann (embedding vector_cosine_ops) 
+WITH (num_neighbors=30, search_list_size=80);
+
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[1,1,2]'
+LIMIT 2;
+
+SET diskann.query_rescore = 20;
+SET diskann.query_search_list_size = 50;
+
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[4,4,5]'
+LIMIT 2;
+
+RESET diskann.query_rescore;
+RESET diskann.query_search_list_size;
+
+WITH ranked_results AS MATERIALIZED (
+    SELECT id, embedding, embedding <=> '[3,3,3]' AS distance
+    FROM diskann_test.documents
+    WHERE embedding IS NOT NULL
+    ORDER BY distance
+    LIMIT 3
+)
+SELECT id, distance FROM ranked_results ORDER BY distance;
+
+DROP SCHEMA diskann_test CASCADE;
\ No newline at end of file
diff --git a/nix/tests/sql/z_17_pgvectorscale.sql b/nix/tests/sql/z_17_pgvectorscale.sql
new file mode 100644
index 000000000..0629b3c72
--- /dev/null
+++ b/nix/tests/sql/z_17_pgvectorscale.sql
@@ -0,0 +1,82 @@
+CREATE EXTENSION IF NOT EXISTS vectorscale CASCADE;
+
+CREATE SCHEMA diskann_test;
+
+CREATE TABLE diskann_test.documents (
+    id SERIAL PRIMARY KEY,
+    embedding VECTOR(3),
+    labels SMALLINT[],
+    content TEXT
+);
+
+INSERT INTO diskann_test.documents (embedding, labels, content) VALUES
+    ('[1,2,3]', ARRAY[1,2], 'First document'),
+    ('[2,3,4]', ARRAY[2,3], 'Second document'),
+    ('[3,4,5]', ARRAY[1,3], 'Third document'),
+    ('[4,5,6]', ARRAY[1], 'Fourth document'),
+    ('[5,6,7]', ARRAY[2], 'Fifth document'),
+    ('[6,7,8]', NULL, 'Sixth document'),
+    (NULL, ARRAY[1,2], 'Seventh document');
+
+CREATE INDEX diskann_cosine_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops);
+CREATE INDEX diskann_l2_idx ON diskann_test.documents USING diskann (embedding vector_l2_ops);
+CREATE INDEX diskann_ip_idx ON diskann_test.documents USING diskann (embedding vector_ip_ops);
+
+CREATE INDEX diskann_label_idx ON diskann_test.documents USING diskann (embedding vector_cosine_ops, labels);
+
+SELECT id, embedding, content 
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents  
+WHERE labels && ARRAY[1]
+ORDER BY embedding <=> '[2,2,3]'
+LIMIT 3;
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE labels && ARRAY[2,3]
+ORDER BY embedding <-> '[3,3,4]'
+LIMIT 3;
+
+SELECT id, embedding, labels, content
+FROM diskann_test.documents
+WHERE content LIKE '%Third%'
+ORDER BY embedding <#> '[3,3,4]'
+LIMIT 2;
+
+CREATE INDEX diskann_custom_idx ON diskann_test.documents 
+USING diskann (embedding vector_cosine_ops) 
+WITH (num_neighbors=30, search_list_size=80);
+
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[1,1,2]'
+LIMIT 2;
+
+SET diskann.query_rescore = 20;
+SET diskann.query_search_list_size = 50;
+
+SELECT id, embedding, content
+FROM diskann_test.documents
+WHERE embedding IS NOT NULL
+ORDER BY embedding <=> '[4,4,5]'
+LIMIT 2;
+
+RESET diskann.query_rescore;
+RESET diskann.query_search_list_size;
+
+WITH ranked_results AS MATERIALIZED (
+    SELECT id, embedding, embedding <=> '[3,3,3]' AS distance
+    FROM diskann_test.documents
+    WHERE embedding IS NOT NULL
+    ORDER BY distance
+    LIMIT 3
+)
+SELECT id, distance FROM ranked_results ORDER BY distance;
+
+DROP SCHEMA diskann_test CASCADE;
\ No newline at end of file
diff --git a/nixd-wrapper.bat b/nixd-wrapper.bat
new file mode 100644
index 000000000..c573912b0
--- /dev/null
+++ b/nixd-wrapper.bat
@@ -0,0 +1,2 @@
+@echo off
+wsl bash -c "source ~/.nix-profile/etc/profile.d/nix.sh && exec nix --extra-experimental-features 'nix-command flakes' run nixpkgs#nixd"
\ No newline at end of file
diff --git a/wrappers_build_inputs.json b/wrappers_build_inputs.json
new file mode 100644
index 000000000..fe51488c7
--- /dev/null
+++ b/wrappers_build_inputs.json
@@ -0,0 +1 @@
+[]