diff --git a/.github/workflows/build-annoy.yml b/.github/workflows/build-annoy.yml
new file mode 100644
index 000000000000..91deb83af6dc
--- /dev/null
+++ b/.github/workflows/build-annoy.yml
@@ -0,0 +1,109 @@
+# SPDX-FileCopyrightText: 2026 The RISE Project
+# SPDX-License-Identifier: MIT
+---
+# Based on https://github.com/spotify/annoy/blob/v1.17.3/.github/workflows/ci.yml
+name: Build annoy wheels (riscv64)
+
+on:
+  workflow_dispatch:
+    inputs:
+      version:
+        description: 'Version glob to (re)build; empty builds every version of docs/packages/annoy.yaml not released yet'
+        required: false
+        default: ''
+  pull_request:
+    branches: [main]
+    paths:
+      - '.github/workflows/build-annoy.yml'
+      - 'docs/packages/annoy.yaml'
+  push:
+    branches: [main]
+    paths:
+      - '.github/workflows/build-annoy.yml'
+      - 'docs/packages/annoy.yaml'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
+  cancel-in-progress: true
+
+permissions:
+  contents: read  # to fetch code (actions/checkout)
+
+env:
+  MANYLINUX_RISCV64_IMAGE: quay.io/pypa/manylinux_2_39_riscv64
+
+jobs:
+  setup:
+    uses: $/.github/workflows/_setup.yml
+    with:
+      package: annoy
+      version: ${{ inputs.version }}
+
+  build_wheels:
+    needs: [setup]
+    if: needs.setup.outputs.versions != '[]'
+    name: Build annoy ${{ matrix.version }} ${{ matrix.python }}-manylinux_riscv64
+    runs-on: ubuntu-24.04-riscv
+    timeout-minutes: 60
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{ fromJSON(needs.setup.outputs.versions) }}
+        python:
+          - "cp312"
+          - "cp313"
+          - "cp314"
+          - "cp314t"
+
+    env:
+      ANNOY_VERSION: ${{ matrix.version }}
+
+    steps:
+      - name: Checkout annoy ${{ env.ANNOY_VERSION }}
+        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1  # v7.0.1
+        with:
+          repository: spotify/annoy
+          ref: v${{ env.ANNOY_VERSION }}
+          persist-credentials: false
+
+      - name: Build wheels
+        uses: pypa/cibuildwheel@1828c10ab37f080699c7b81cea34097c684a7074  # v4.2.0
+        with:
+          output-dir: wheelhouse/
+          only: ${{ matrix.python }}-manylinux_riscv64
+        env:
+          CIBW_MANYLINUX_RISCV64_IMAGE: ${{ env.MANYLINUX_RISCV64_IMAGE }}
+          CIBW_ENVIRONMENT: >-
+            PIP_EXTRA_INDEX_URL=https://pypi.riseproject.dev/simple/
+            PIP_ONLY_BINARY=numpy
+          CIBW_TEST_REQUIRES: numpy pytest
+          # The checkout's own annoy/ (pure-Python wrapper, no compiled
+          # .annoylib) would shadow the installed wheel if staged (gotcha 25);
+          # only test/ is needed.
+          CIBW_TEST_SOURCES: test
+          # accuracy_test.py downloads multi-hundred-MB datasets from
+          # ann-benchmarks.com; deselected rather than exercised in CI.
+          CIBW_TEST_COMMAND: pytest test -v --ignore=test/accuracy_test.py
+
+      - uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a  # v7.0.1
+        with:
+          name: annoy-${{ env.ANNOY_VERSION }}-${{ matrix.python }}-manylinux_riscv64
+          path: wheelhouse/*.whl
+          if-no-files-found: error
+
+  publish:
+    name: Publish annoy ${{ matrix.version }}
+    needs: [setup, build_wheels]
+    if: needs.setup.outputs.versions != '[]'
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{ fromJSON(needs.setup.outputs.versions) }}
+    permissions:
+      contents: write
+      pull-requests: write
+    uses: $/.github/workflows/_publish-wheel.yml
+    secrets:
+      app-private-key: ${{ secrets.RISEPROJECT_APP_PRIVATE_KEY }}
+    with:
+      artifact-pattern: annoy-${{ matrix.version }}-*-manylinux_riscv64
diff --git a/docs/packages/annoy.yaml b/docs/packages/annoy.yaml
new file mode 100644
index 000000000000..25c58657a16e
--- /dev/null
+++ b/docs/packages/annoy.yaml
@@ -0,0 +1,5 @@
+package-name: annoy
+source-code: https://github.com/spotify/annoy
+license: Apache-2.0
+versions:
+- version: 1.17.3