diff --git a/.github/workflows/embeddings.yml b/.github/workflows/embeddings.yml
new file mode 100644
index 0000000..64f0ff8
--- /dev/null
+++ b/.github/workflows/embeddings.yml
@@ -0,0 +1,50 @@
+name: Regenerate Embeddings
+
+on:
+  schedule:
+    - cron: '0 3 * * 0'   # weekly Sunday 03:00 UTC
+  workflow_dispatch:
+
+jobs:
+  regenerate:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+      pull-requests: write
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683
+
+      - uses: actions/setup-node@39370e3970a6d050c480ffad4ff0ed4d3fdee5af
+        with:
+          node-version: '20'
+          cache: 'npm'
+
+      - run: npm ci
+
+      - run: npm run build -w @retort-plugins/router
+
+      - name: Regenerate embeddings index
+        run: node packages/router/scripts/generate-embeddings.mjs
+
+      - name: Commit if changed
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git add packages/router/data/embeddings.json
+          if git diff --staged --quiet; then
+            echo "No changes to embeddings index."
+            exit 0
+          fi
+          git commit -m "chore(router): regenerate embeddings index [skip ci]"
+          # Try direct push first; if branch protection blocks it, open a PR instead.
+          if ! git push; then
+            echo "Direct push rejected (branch protection active) — opening a PR."
+            BRANCH="chore/embeddings-$(date +%Y%m%d)"
+            git checkout -b "$BRANCH"
+            git push origin "$BRANCH"
+            gh pr create \
+              --base main \
+              --head "$BRANCH" \
+              --title "chore(router): regenerate embeddings index" \
+              --body "Automated weekly embeddings regeneration."
+          fi
diff --git a/package-lock.json b/package-lock.json
index 3a3354b..b6fe607 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -810,6 +810,16 @@
         "node": "^12.22.0 || ^14.17.0 || >=16.0.0"
       }
     },
+    "node_modules/@huggingface/jinja": {
+      "version": "0.2.2",
+      "resolved": "https://registry.npmjs.org/@huggingface/jinja/-/jinja-0.2.2.tgz",
+      "integrity": "sha512-/KPde26khDUIPkTGU82jdtTW9UAuvUTumCAbFs/7giR0SxsvZC4hru51PBvpijH6BVkHcROcvZM/lpy5h1jRRA==",
+      "license": "MIT",
+      "optional": true,
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@humanwhocodes/config-array": {
       "version": "0.13.0",
       "resolved": "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.13.0.tgz",
@@ -973,6 +983,80 @@
         "node": ">= 8"
       }
     },
+    "node_modules/@protobufjs/aspromise": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@protobufjs/aspromise/-/aspromise-1.1.2.tgz",
+      "integrity": "sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/base64": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@protobufjs/base64/-/base64-1.1.2.tgz",
+      "integrity": "sha512-AZkcAA5vnN/v4PDqKyMR5lx7hZttPDgClv83E//FMNhR2TMcLUhfRUBHCmSl0oi9zMgDDqRUJkSxO3wm85+XLg==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/codegen": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/@protobufjs/codegen/-/codegen-2.0.4.tgz",
+      "integrity": "sha512-YyFaikqM5sH0ziFZCN3xDC7zeGaB/d0IUb9CATugHWbd1FRFwWwt4ld4OYMPWu5a3Xe01mGAULCdqhMlPl29Jg==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/eventemitter": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@protobufjs/eventemitter/-/eventemitter-1.1.0.tgz",
+      "integrity": "sha512-j9ednRT81vYJ9OfVuXG6ERSTdEL1xVsNgqpkxMsbIabzSo3goCjDIveeGv5d03om39ML71RdmrGNjG5SReBP/Q==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/fetch": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@protobufjs/fetch/-/fetch-1.1.0.tgz",
+      "integrity": "sha512-lljVXpqXebpsijW71PZaCYeIcE5on1w5DlQy5WH6GLbFryLUrBD4932W/E2BSpfRJWseIL4v/KPgBFxDOIdKpQ==",
+      "license": "BSD-3-Clause",
+      "optional": true,
+      "dependencies": {
+        "@protobufjs/aspromise": "^1.1.1",
+        "@protobufjs/inquire": "^1.1.0"
+      }
+    },
+    "node_modules/@protobufjs/float": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/@protobufjs/float/-/float-1.0.2.tgz",
+      "integrity": "sha512-Ddb+kVXlXst9d+R9PfTIxh1EdNkgoRe5tOX6t01f1lYWOvJnSPDBlG241QLzcyPdoNTsblLUdujGSE4RzrTZGQ==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/inquire": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@protobufjs/inquire/-/inquire-1.1.0.tgz",
+      "integrity": "sha512-kdSefcPdruJiFMVSbn801t4vFK7KB/5gd2fYvrxhuJYg8ILrmn9SKSX2tZdV6V+ksulWqS7aXjBcRXl3wHoD9Q==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/path": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@protobufjs/path/-/path-1.1.2.tgz",
+      "integrity": "sha512-6JOcJ5Tm08dOHAbdR3GrvP+yUUfkjG5ePsHYczMFLq3ZmMkAD98cDgcT2iA1lJ9NVwFd4tH/iSSoe44YWkltEA==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/pool": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@protobufjs/pool/-/pool-1.1.0.tgz",
+      "integrity": "sha512-0kELaGSIDBKvcgS4zkjz1PeddatrjYcmMWOlAuAPwAeccUrPHdUqo/J6LiymHHEiJT5NrF1UVwxY14f+fy4WQw==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/@protobufjs/utf8": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@protobufjs/utf8/-/utf8-1.1.0.tgz",
+      "integrity": "sha512-Vvn3zZrhQZkkBE8LSuW3em98c0FwgO4nxzv6OdSxPKJIEKY2bGbHn+mhGIPerzI4twdxaP8/0+06HBpwf345Lw==",
+      "license": "BSD-3-Clause",
+      "optional": true
+    },
     "node_modules/@retort-plugins/router": {
       "resolved": "packages/router",
       "link": true
@@ -1405,11 +1489,18 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/long": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/@types/long/-/long-4.0.2.tgz",
+      "integrity": "sha512-MqTGEo5bj5t157U6fA/BiDynNkn0YknVdh48CMPkTSpFTVmvao5UQmm7uEF6xBEo7qIMAlY/JSleYaE6VOdpaA==",
+      "license": "MIT",
+      "optional": true
+    },
     "node_modules/@types/node": {
       "version": "20.19.37",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-20.19.37.tgz",
       "integrity": "sha512-8kzdPJ3FsNsVIurqBs7oodNnCEVbni9yUEkaHbgptDACOPW04jimGagZ51E6+lXUwJjgnBw+hyko/lkFWCldqw==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "dependencies": {
         "undici-types": "~6.21.0"
@@ -1801,6 +1892,21 @@
         "node": ">=16"
       }
     },
+    "node_modules/@xenova/transformers": {
+      "version": "2.17.2",
+      "resolved": "https://registry.npmjs.org/@xenova/transformers/-/transformers-2.17.2.tgz",
+      "integrity": "sha512-lZmHqzrVIkSvZdKZEx7IYY51TK0WDrC8eR0c5IMnBsO8di8are1zzw8BlLhyO2TklZKLN5UffNGs1IJwT6oOqQ==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "@huggingface/jinja": "^0.2.2",
+        "onnxruntime-web": "1.14.0",
+        "sharp": "^0.32.0"
+      },
+      "optionalDependencies": {
+        "onnxruntime-node": "1.14.0"
+      }
+    },
     "node_modules/acorn": {
       "version": "8.16.0",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.16.0.tgz",
@@ -1937,6 +2043,124 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/bare-events": {
+      "version": "2.8.2",
+      "resolved": "https://registry.npmjs.org/bare-events/-/bare-events-2.8.2.tgz",
+      "integrity": "sha512-riJjyv1/mHLIPX4RwiK+oW9/4c3TEUeORHKefKAKnZ5kyslbN+HXowtbaVEqt4IMUB7OXlfixcs6gsFeo/jhiQ==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "peerDependencies": {
+        "bare-abort-controller": "*"
+      },
+      "peerDependenciesMeta": {
+        "bare-abort-controller": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/bare-fs": {
+      "version": "4.5.6",
+      "resolved": "https://registry.npmjs.org/bare-fs/-/bare-fs-4.5.6.tgz",
+      "integrity": "sha512-1QovqDrR80Pmt5HPAsMsXTCFcDYr+NSUKW6nd6WO5v0JBmnItc/irNRzm2KOQ5oZ69P37y+AMujNyNtG+1Rggw==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "bare-events": "^2.5.4",
+        "bare-path": "^3.0.0",
+        "bare-stream": "^2.6.4",
+        "bare-url": "^2.2.2",
+        "fast-fifo": "^1.3.2"
+      },
+      "engines": {
+        "bare": ">=1.16.0"
+      },
+      "peerDependencies": {
+        "bare-buffer": "*"
+      },
+      "peerDependenciesMeta": {
+        "bare-buffer": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/bare-os": {
+      "version": "3.8.6",
+      "resolved": "https://registry.npmjs.org/bare-os/-/bare-os-3.8.6.tgz",
+      "integrity": "sha512-l8xaNWWb/bXuzgsrlF5jaa5QYDJ9S0ddd54cP6CH+081+5iPrbJiCfBWQqrWYzmUhCbsH+WR6qxo9MeHVCr0MQ==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "engines": {
+        "bare": ">=1.14.0"
+      }
+    },
+    "node_modules/bare-path": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/bare-path/-/bare-path-3.0.0.tgz",
+      "integrity": "sha512-tyfW2cQcB5NN8Saijrhqn0Zh7AnFNsnczRcuWODH0eYAXBsJ5gVxAUuNr7tsHSC6IZ77cA0SitzT+s47kot8Mw==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "bare-os": "^3.0.1"
+      }
+    },
+    "node_modules/bare-stream": {
+      "version": "2.12.0",
+      "resolved": "https://registry.npmjs.org/bare-stream/-/bare-stream-2.12.0.tgz",
+      "integrity": "sha512-w28i8lkBgREV3rPXGbgK+BO66q+ZpKqRWrZLiCdmmUlLPrQ45CzkvRhN+7lnv00Gpi2zy5naRxnUFAxCECDm9g==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "streamx": "^2.25.0",
+        "teex": "^1.0.1"
+      },
+      "peerDependencies": {
+        "bare-abort-controller": "*",
+        "bare-buffer": "*",
+        "bare-events": "*"
+      },
+      "peerDependenciesMeta": {
+        "bare-abort-controller": {
+          "optional": true
+        },
+        "bare-buffer": {
+          "optional": true
+        },
+        "bare-events": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/bare-url": {
+      "version": "2.4.0",
+      "resolved": "https://registry.npmjs.org/bare-url/-/bare-url-2.4.0.tgz",
+      "integrity": "sha512-NSTU5WN+fy/L0DDenfE8SXQna4voXuW0FHM7wH8i3/q9khUSchfPbPezO4zSFMnDGIf9YE+mt/RWhZgNRKRIXA==",
+      "license": "Apache-2.0",
+      "optional": true,
+      "dependencies": {
+        "bare-path": "^3.0.0"
+      }
+    },
+    "node_modules/base64-js": {
+      "version": "1.5.1",
+      "resolved": "https://registry.npmjs.org/base64-js/-/base64-js-1.5.1.tgz",
+      "integrity": "sha512-AKpaYlHn8t4SVbOHCy+b5+KKgvR4vrsD8vbvrbiQJps7fKDTkjkDry6ji0rUJjC0kzbNePLwzxq8iypo41qeWA==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT",
+      "optional": true
+    },
     "node_modules/baseline-browser-mapping": {
       "version": "2.10.12",
       "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.10.12.tgz",
@@ -1962,6 +2186,33 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/bl": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/bl/-/bl-4.1.0.tgz",
+      "integrity": "sha512-1W07cM9gS6DcLperZfFSj+bWLtaPGSOHWhPiGzXmvVJbRLdG82sH/Kn8EtW1VqWVA54AKf2h5k5BbnIbwF3h6w==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "buffer": "^5.5.0",
+        "inherits": "^2.0.4",
+        "readable-stream": "^3.4.0"
+      }
+    },
+    "node_modules/bl/node_modules/readable-stream": {
+      "version": "3.6.2",
+      "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz",
+      "integrity": "sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "inherits": "^2.0.3",
+        "string_decoder": "^1.1.1",
+        "util-deprecate": "^1.0.1"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
     "node_modules/brace-expansion": {
       "version": "2.0.3",
       "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.3.tgz",
@@ -2018,6 +2269,31 @@
         "node": "^6 || ^7 || ^8 || ^9 || ^10 || ^11 || ^12 || >=13.7"
       }
     },
+    "node_modules/buffer": {
+      "version": "5.7.1",
+      "resolved": "https://registry.npmjs.org/buffer/-/buffer-5.7.1.tgz",
+      "integrity": "sha512-EHcyIPBQ4BSGlvjB16k5KgAJ27CIsHY/2JBmCRReo48y9rQ3MaUzWX3KVlBa4U7MyX02HdVj0K7C3WaB3ju7FQ==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "base64-js": "^1.3.1",
+        "ieee754": "^1.1.13"
+      }
+    },
     "node_modules/cac": {
       "version": "6.7.14",
       "resolved": "https://registry.npmjs.org/cac/-/cac-6.7.14.tgz",
@@ -2132,6 +2408,13 @@
         "fsevents": "~2.3.2"
       }
     },
+    "node_modules/chownr": {
+      "version": "1.1.4",
+      "resolved": "https://registry.npmjs.org/chownr/-/chownr-1.1.4.tgz",
+      "integrity": "sha512-jJ0bqzaylmJtVnNgzTeSOs8DPavpbYgEr/b0YL8/2GO3xJEhInFmhKMUnEJQjZumK7KXGFhUy89PrsJWlakBVg==",
+      "license": "ISC",
+      "optional": true
+    },
     "node_modules/cli-cursor": {
       "version": "5.0.0",
       "resolved": "https://registry.npmjs.org/cli-cursor/-/cli-cursor-5.0.0.tgz",
@@ -2161,11 +2444,25 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/color": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/color/-/color-4.2.3.tgz",
+      "integrity": "sha512-1rXeuUUiGGrykh+CeBdu5Ie7OJwinCgQY0bc7GCRxy5xVHy+moaqkpL/jqQq0MtQOeYcrqEz4abc5f0KtU7W4A==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "color-convert": "^2.0.1",
+        "color-string": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=12.5.0"
+      }
+    },
     "node_modules/color-convert": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
       "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "dependencies": {
         "color-name": "~1.1.4"
@@ -2178,9 +2475,20 @@
       "version": "1.1.4",
       "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
       "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT"
     },
+    "node_modules/color-string": {
+      "version": "1.9.1",
+      "resolved": "https://registry.npmjs.org/color-string/-/color-string-1.9.1.tgz",
+      "integrity": "sha512-shrVawQFojnZv6xM40anx4CkoDP+fZsw/ZerEMsW/pyzsRbElpsL/DBVW7q3ExxwusdNXI3lXpuhEZkzs8p5Eg==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "color-name": "^1.0.0",
+        "simple-swizzle": "^0.2.2"
+      }
+    },
     "node_modules/concat-map": {
       "version": "0.0.1",
       "resolved": "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz",
@@ -2249,6 +2557,22 @@
         }
       }
     },
+    "node_modules/decompress-response": {
+      "version": "6.0.0",
+      "resolved": "https://registry.npmjs.org/decompress-response/-/decompress-response-6.0.0.tgz",
+      "integrity": "sha512-aW35yZM6Bb/4oJlZncMH2LCoZtJXTRxES17vE3hoRiowU2kWHaJKFkSBDnDR+cm9J+9QhXmREyIfv0pji9ejCQ==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "mimic-response": "^3.1.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
     "node_modules/deep-eql": {
       "version": "4.1.4",
       "resolved": "https://registry.npmjs.org/deep-eql/-/deep-eql-4.1.4.tgz",
@@ -2262,6 +2586,16 @@
         "node": ">=6"
       }
     },
+    "node_modules/deep-extend": {
+      "version": "0.6.0",
+      "resolved": "https://registry.npmjs.org/deep-extend/-/deep-extend-0.6.0.tgz",
+      "integrity": "sha512-LOHxIOaPYdHlJRtCQfDIVZtfw/ufM8+rVj649RIHzcm/vGwQRXFt6OPqIFWsm2XEMrNIEtWR64sY1LEKD2vAOA==",
+      "license": "MIT",
+      "optional": true,
+      "engines": {
+        "node": ">=4.0.0"
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diff --git a/packages/router/data/embeddings.json b/packages/router/data/embeddings.json
new file mode 100644
index 0000000..3ccdcfe
--- /dev/null
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+        -0.03813433647155762,
+        -0.013968130573630333,
+        0.0004986898857168853,
+        -0.10510913282632828,
+        0.01467263326048851,
+        0.011699763126671314,
+        -0.0026082617696374655,
+        -0.04294295608997345,
+        -0.027731740847229958,
+        0.02958681993186474,
+        -0.011057361960411072,
+        0.053431734442710876,
+        0.014233332127332687,
+        -0.019927291199564934,
+        0.05573691055178642,
+        -0.08416938781738281,
+        0.05198543891310692,
+        0.04745173081755638,
+        0.01760282553732395,
+        -0.029218614101409912,
+        0.07423248142004013,
+        -0.10659876465797424,
+        0.028674395754933357,
+        0.025623954832553864,
+        0.10171014815568924,
+        -0.05481011047959328,
+        -3.0015240071179505e-8,
+        -0.020044192671775818,
+        -0.01183002907782793,
+        0.05127570033073425,
+        0.06124100834131241,
+        0.029837625101208687,
+        -0.045147594064474106,
+        0.021662786602973938,
+        0.1299700289964676,
+        0.004779753740876913,
+        0.05056752637028694,
+        0.005094616673886776,
+        -0.03433430567383766,
+        -0.07298855483531952,
+        0.025062905624508858,
+        0.0054593575187027454,
+        -0.015194898471236229,
+        -0.06957942992448807,
+        0.086735799908638,
+        -0.05461208522319794,
+        -0.05591881275177002,
+        0.009060220792889595,
+        0.06520241498947144,
+        -0.029037967324256897,
+        -0.029756536707282066,
+        0.08414335548877716,
+        -0.024328764528036118,
+        0.03467344120144844,
+        0.11570093035697937,
+        0.01803390495479107,
+        0.06191885843873024,
+        -0.03772510588169098,
+        0.06404712051153183,
+        0.0563887283205986,
+        -0.09624924510717392,
+        0.01111711747944355,
+        -0.0014045919524505734,
+        -0.06489921361207962,
+        -0.0021293421741575003,
+        -0.019521718844771385,
+        0.03985127806663513,
+        -0.03421257808804512,
+        0.0760788768529892,
+        0.0708223283290863,
+        0.05573899671435356,
+        0.03564921021461487,
+        0.01551326084882021,
+        -0.09985163807868958,
+        -0.04685385152697563,
+        0.010620815679430962,
+        -0.07832791656255722,
+        -0.002454290399327874,
+        -0.002456306479871273,
+        0.01829381100833416,
+        0.12174897640943527,
+        -0.007877175696194172,
+        0.005500650964677334,
+        0.04782789573073387,
+        0.0030828076414763927,
+        0.04987548291683197,
+        -0.02013075165450573,
+        -0.0031128062400966883,
+        -0.05104107782244682,
+        0.020768195390701294,
+        0.021991245448589325
+      ]
+    }
+  ],
+  "indexedAt": "2026-03-31T20:55:21.490Z"
+}
\ No newline at end of file
diff --git a/packages/router/package.json b/packages/router/package.json
index 2803d1d..5dc19a6 100644
--- a/packages/router/package.json
+++ b/packages/router/package.json
@@ -1,8 +1,8 @@
 {
   "name": "@retort-plugins/router",
-  "version": "0.1.0",
+  "version": "0.2.0",
   "private": true,
-  "description": "Keyword-based team/agent routing for Retort — answers natural-language questions about agent teams",
+  "description": "Keyword-based and semantic team/agent routing for Retort — answers natural-language questions about agent teams",
   "main": "dist/index.js",
   "types": "dist/index.d.ts",
   "scripts": {
@@ -16,5 +16,8 @@
     "@types/node": "^20.0.0",
     "typescript": "^5.3.0",
     "vitest": "^1.0.0"
+  },
+  "optionalDependencies": {
+    "@xenova/transformers": "^2.17.2"
   }
 }
diff --git a/packages/router/scripts/generate-embeddings.mjs b/packages/router/scripts/generate-embeddings.mjs
new file mode 100644
index 0000000..4479ee6
--- /dev/null
+++ b/packages/router/scripts/generate-embeddings.mjs
@@ -0,0 +1,147 @@
+#!/usr/bin/env node
+/**
+ * generate-embeddings.mjs
+ *
+ * Generates semantic embeddings for the 13 standard Retort agent teams and
+ * writes the result to packages/router/data/embeddings.json.
+ *
+ * Usage:
+ *   node packages/router/scripts/generate-embeddings.mjs
+ *
+ * Requires @xenova/transformers to be installed (optional dependency).
+ * The model is cached automatically in ~/.cache/huggingface.
+ */
+
+import { writeFileSync, mkdirSync } from 'node:fs'
+import { dirname, resolve } from 'node:path'
+import { fileURLToPath } from 'node:url'
+
+const __dirname = dirname(fileURLToPath(import.meta.url))
+const OUTPUT_PATH = resolve(__dirname, '../data/embeddings.json')
+
+/** The 13 standard Retort agent teams. */
+const RETORT_TEAMS = [
+  {
+    id: 'backend',
+    name: 'Backend',
+    focus: 'API, services, core logic, database integrations',
+    scope: ['apps/api/**', 'services/**'],
+    accepts: ['feature', 'bug', 'performance'],
+  },
+  {
+    id: 'frontend',
+    name: 'Frontend',
+    focus: 'UI, components, PWA, accessibility, React, Next.js',
+    scope: ['apps/web/**', 'apps/marketing/**'],
+    accepts: ['feature', 'bug', 'ui'],
+  },
+  {
+    id: 'data',
+    name: 'Data',
+    focus: 'Database models, migrations, query optimisation, Prisma',
+    scope: ['db/**', 'migrations/**', 'prisma/**'],
+    accepts: ['migration', 'feature', 'bug'],
+  },
+  {
+    id: 'infra',
+    name: 'Infrastructure',
+    focus: 'IaC, cloud resources, Terraform, Bicep, Azure',
+    scope: ['infra/**', 'terraform/**', 'bicep/**'],
+    accepts: ['chore', 'feature', 'ci'],
+  },
+  {
+    id: 'devops',
+    name: 'DevOps',
+    focus: 'CI/CD, pipelines, containers, Docker, deployment automation',
+    scope: ['.github/workflows/**', 'docker/**'],
+    accepts: ['chore', 'ci', 'performance'],
+  },
+  {
+    id: 'testing',
+    name: 'Testing',
+    focus: 'Unit tests, integration tests, E2E tests, coverage, Vitest, Playwright',
+    scope: ['**/*.test.*', 'tests/**', 'e2e/**'],
+    accepts: ['test', 'bug', 'quality'],
+  },
+  {
+    id: 'security',
+    name: 'Security',
+    focus: 'Auth, compliance, audit, secrets management, RBAC',
+    scope: ['auth/**', 'security/**'],
+    accepts: ['security', 'bug', 'compliance'],
+  },
+  {
+    id: 'docs',
+    name: 'Documentation',
+    focus: 'Technical documentation, ADRs, guides, changelogs, API docs',
+    scope: ['docs/**', 'README.md', 'CHANGELOG.md'],
+    accepts: ['docs', 'chore'],
+  },
+  {
+    id: 'product',
+    name: 'Product',
+    focus: 'Product requirements, features, roadmap, PRDs, user stories',
+    scope: ['docs/product/**', 'docs/prd/**'],
+    accepts: ['feature', 'epic', 'product'],
+  },
+  {
+    id: 'quality',
+    name: 'Quality',
+    focus: 'Code review, refactoring, bug triage, technical debt',
+    scope: ['**/*'],
+    accepts: ['bug', 'refactor', 'review'],
+  },
+  {
+    id: 'forge',
+    name: 'TeamForge',
+    focus: 'Agent team spec creation, validation, Retort sync, AgentKit configuration',
+    scope: ['.agentkit/spec/**'],
+    accepts: ['chore', 'feat', 'config'],
+  },
+  {
+    id: 'strategic-ops',
+    name: 'Strategic Ops',
+    focus: 'Cross-project coordination, planning, architectural strategy, roadmap alignment',
+    scope: ['docs/planning/**', 'docs/architecture/**'],
+    accepts: ['planning', 'strategy', 'coordination'],
+  },
+  {
+    id: 'cost-ops',
+    name: 'Cost Ops',
+    focus: 'AI cost reduction, LLM spend tracking, vendor optimisation, token budgets',
+    scope: ['docs/cost-ops/**', 'config/models/**'],
+    accepts: ['cost', 'optimisation', 'vendor'],
+  },
+]
+
+async function main() {
+  console.log('Loading @xenova/transformers pipeline…')
+
+  // Dynamic import so we get a clear error if the optional dep is missing.
+  let buildSemanticIndex
+  try {
+    const mod = await import('../dist/index.js')
+    buildSemanticIndex = mod.buildSemanticIndex
+  } catch (err) {
+    console.error(
+      'ERROR: Could not import dist/index.js. Run `npm run build -w @retort-plugins/router` first.',
+    )
+    console.error('Underlying error:', err)
+    process.exit(1)
+  }
+
+  console.log(`Generating embeddings for ${RETORT_TEAMS.length} teams…`)
+  const index = await buildSemanticIndex(RETORT_TEAMS)
+
+  mkdirSync(dirname(OUTPUT_PATH), { recursive: true })
+  writeFileSync(OUTPUT_PATH, JSON.stringify(index, null, 2), 'utf-8')
+
+  console.log(`Embeddings written to ${OUTPUT_PATH}`)
+  console.log(`Indexed at: ${index.indexedAt}`)
+  console.log(`Teams indexed: ${index.entries.length}`)
+}
+
+main().catch((err) => {
+  console.error('Fatal error:', err)
+  process.exit(1)
+})
diff --git a/packages/router/src/embed.ts b/packages/router/src/embed.ts
new file mode 100644
index 0000000..62b9adf
--- /dev/null
+++ b/packages/router/src/embed.ts
@@ -0,0 +1,64 @@
+/**
+ * Embedding helper — wraps @xenova/transformers for Phase 2 semantic routing.
+ *
+ * The pipeline is a singleton: it is loaded once and reused across calls so
+ * the model weights are not re-downloaded on every invocation.
+ */
+
+// Dynamic import keeps @xenova/transformers as an optional runtime dep; the
+// package is listed as an optionalDependency in package.json so consumers
+// that only use Phase-1 keyword routing don't have to install it.
+type PipelineType = (
+  texts: string[],
+  options?: { pooling?: string; normalize?: boolean },
+) => Promise<{ data: Float32Array | number[] }>
+
+type FeatureExtractionPipeline = (texts: string[], opts?: object) => Promise<{ data: Float32Array | number[] }>
+
+let _pipeline: FeatureExtractionPipeline | undefined
+
+/**
+ * Returns (and caches) the feature-extraction pipeline.
+ * Throws if @xenova/transformers is not installed.
+ */
+async function getPipeline(): Promise<FeatureExtractionPipeline> {
+  if (_pipeline) return _pipeline
+
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  const { pipeline } = (await import('@xenova/transformers')) as { pipeline: (task: string, model: string) => Promise<PipelineType> }
+  _pipeline = (await pipeline('feature-extraction', 'Xenova/all-MiniLM-L6-v2')) as unknown as FeatureExtractionPipeline
+  return _pipeline
+}
+
+/**
+ * Embed a batch of texts and return normalised float vectors.
+ *
+ * @param texts - Array of strings to embed (must be non-empty).
+ * @returns     - Array of normalised float arrays, one per input text.
+ */
+// all-MiniLM-L6-v2 produces 384-dimensional embeddings.
+const EMBEDDING_DIM = 384
+
+export async function embed(texts: string[]): Promise<number[][]> {
+  if (texts.length === 0) return []
+
+  const extractor = await getPipeline()
+
+  // Process the whole batch in a single pipeline call instead of N serial calls.
+  // output.data is a flat Float32Array of shape [batch_size × EMBEDDING_DIM].
+  const output = await extractor(texts, { pooling: 'mean', normalize: true })
+  const results: number[][] = []
+  for (let i = 0; i < texts.length; i++) {
+    const start = i * EMBEDDING_DIM
+    results.push(Array.from(output.data.slice(start, start + EMBEDDING_DIM)))
+  }
+  return results
+}
+
+/**
+ * Resets the cached pipeline singleton.  Intended for use in tests only.
+ * @internal
+ */
+export function _resetPipelineCache(): void {
+  _pipeline = undefined
+}
diff --git a/packages/router/src/index-builder.ts b/packages/router/src/index-builder.ts
index 6ca6e2f..0a8e798 100644
--- a/packages/router/src/index-builder.ts
+++ b/packages/router/src/index-builder.ts
@@ -34,6 +34,42 @@ export function buildIndex(teams: TeamLike[]): RouterIndex {
   return { entries, indexedAt: new Date().toISOString() }
 }
 
+/**
+ * Builds a semantic index from an array of team objects by generating
+ * embeddings for each entry.
+ *
+ * Phase 2: uses ML embeddings via @xenova/transformers.
+ * Requires the optional @xenova/transformers dependency to be installed.
+ *
+ * @param teams     - Team definitions to index.
+ * @param embedFn   - Embedding function; defaults to the built-in `embed()`.
+ * @returns           RouterIndex with `embedding` populated on each entry.
+ */
+export async function buildSemanticIndex(
+  teams: TeamLike[],
+  embedFn?: (texts: string[]) => Promise<number[][]>,
+): Promise<RouterIndex> {
+  const { embed } = await import('./embed.js')
+  const doEmbed = embedFn ?? embed
+
+  // Build plain entries first (reuse Phase-1 logic).
+  const base = buildIndex(teams)
+
+  // Compute text representations for embedding.
+  const texts = teams.map((team) =>
+    [team.name, team.focus, ...team.scope, ...team.accepts].join(' '),
+  )
+
+  const embeddings = await doEmbed(texts)
+
+  const entries: RouterEntry[] = base.entries.map((entry, i) => ({
+    ...entry,
+    embedding: embeddings[i],
+  }))
+
+  return { entries, indexedAt: base.indexedAt }
+}
+
 /** Lowercase, strip punctuation, split on whitespace, deduplicate. */
 export function tokenise(text: string): string[] {
   const tokens = text
diff --git a/packages/router/src/index.ts b/packages/router/src/index.ts
index 361bc42..835868d 100644
--- a/packages/router/src/index.ts
+++ b/packages/router/src/index.ts
@@ -1,5 +1,6 @@
-export { buildIndex, tokenise } from './index-builder.js'
+export { buildIndex, buildSemanticIndex, tokenise } from './index-builder.js'
 export type { TeamLike } from './index-builder.js'
-export { search } from './search.js'
-export { route } from './router.js'
+export { search, semanticSearch, cosineSimilarity } from './search.js'
+export { route, routeSemantic } from './router.js'
+export { embed } from './embed.js'
 export type { RouteResult, RouterEntry, RouterIndex, AskResponse } from './types.js'
diff --git a/packages/router/src/router.test.ts b/packages/router/src/router.test.ts
index febb639..972955e 100644
--- a/packages/router/src/router.test.ts
+++ b/packages/router/src/router.test.ts
@@ -1,8 +1,8 @@
-import { describe, it, expect } from 'vitest'
-import { buildIndex } from './index-builder.js'
+import { describe, it, expect, vi, beforeEach } from 'vitest'
+import { buildIndex, buildSemanticIndex } from './index-builder.js'
 import type { TeamLike } from './index-builder.js'
-import { route } from './router.js'
-import { search } from './search.js'
+import { route, routeSemantic } from './router.js'
+import { search, cosineSimilarity, semanticSearch } from './search.js'
 
 const TEAMS: TeamLike[] = [
   {
@@ -42,6 +42,10 @@ const TEAMS: TeamLike[] = [
   },
 ]
 
+// ---------------------------------------------------------------------------
+// Phase 1 tests (must all continue to pass)
+// ---------------------------------------------------------------------------
+
 describe('buildIndex', () => {
   it('creates one entry per team', () => {
     const index = buildIndex(TEAMS)
@@ -132,3 +136,158 @@ describe('search', () => {
     expect(results).toHaveLength(0)
   })
 })
+
+// ---------------------------------------------------------------------------
+// Phase 2 tests
+// ---------------------------------------------------------------------------
+
+describe('cosineSimilarity', () => {
+  it('returns 1 for identical vectors', () => {
+    const v = [1, 0, 0]
+    expect(cosineSimilarity(v, v)).toBeCloseTo(1, 5)
+  })
+
+  it('returns 0 for orthogonal vectors', () => {
+    expect(cosineSimilarity([1, 0, 0], [0, 1, 0])).toBeCloseTo(0, 5)
+  })
+
+  it('returns a positive value for similar (non-orthogonal) vectors', () => {
+    const result = cosineSimilarity([1, 1, 0], [1, 0, 0])
+    expect(result).toBeGreaterThan(0)
+    expect(result).toBeLessThan(1)
+  })
+
+  it('returns 0 for zero-magnitude vectors (no division by zero)', () => {
+    expect(cosineSimilarity([0, 0, 0], [1, 2, 3])).toBe(0)
+    expect(cosineSimilarity([0, 0, 0], [0, 0, 0])).toBe(0)
+  })
+})
+
+describe('semanticSearch', () => {
+  // Controlled mock embeddings: 3-dimensional unit vectors
+  // TEAMS order: [frontend, backend, security, devops, product]
+  // frontend → [0, 1, 0]
+  // backend  → [1, 0, 0]  ← query [1,0,0] should match this
+  // security → [0, 0, 1]
+  // devops   → [0.7071, 0.7071, 0]
+  // product  → [0, 0.7071, 0.7071]
+
+  const mockEntries = TEAMS.map((team, i) => {
+    const vectors: number[][] = [
+      [0, 1, 0],
+      [1, 0, 0],
+      [0, 0, 1],
+      [0.7071, 0.7071, 0],
+      [0, 0.7071, 0.7071],
+    ]
+    return {
+      type: 'team' as const,
+      id: team.id,
+      name: team.name,
+      keywords: [],
+      explanation: `The ${team.name} team.`,
+      embedding: vectors[i],
+    }
+  })
+
+  const mockEmbedFn = vi.fn(async (texts: string[]) => {
+    // Query "api backend" → [1, 0, 0] (points toward backend)
+    return texts.map(() => [1, 0, 0])
+  })
+
+  it('returns results sorted by descending cosine similarity', async () => {
+    const results = await semanticSearch('api backend', mockEntries, mockEmbedFn)
+    for (let i = 1; i < results.length; i++) {
+      expect(results[i - 1].confidence).toBeGreaterThanOrEqual(results[i].confidence)
+    }
+  })
+
+  it('returns the backend team first when query embedding matches backend vector', async () => {
+    const results = await semanticSearch('api backend', mockEntries, mockEmbedFn)
+    expect(results[0].id).toBe('backend')
+  })
+
+  it('calls embedFn with the query text', async () => {
+    const fn = vi.fn(async (texts: string[]) => texts.map(() => [1, 0, 0]))
+    await semanticSearch('hello', mockEntries, fn)
+    expect(fn).toHaveBeenCalledWith(['hello'])
+  })
+
+  it('falls back to keyword search when no entries have embeddings', async () => {
+    const noEmbeddingEntries = TEAMS.map((team) => ({
+      type: 'team' as const,
+      id: team.id,
+      name: team.name,
+      keywords: ['api', 'backend', 'services'],
+      explanation: `The ${team.name} team.`,
+    }))
+    const fn = vi.fn(async (texts: string[]) => texts.map(() => [1, 0, 0]))
+    const results = await semanticSearch('api backend', noEmbeddingEntries, fn)
+    // fn should NOT be called because we fell back to keyword search
+    expect(fn).not.toHaveBeenCalled()
+    // keyword search should still return results
+    expect(results.length).toBeGreaterThan(0)
+  })
+})
+
+describe('buildSemanticIndex', () => {
+  it('populates embedding on each entry', async () => {
+    const mockEmbed = vi.fn(async (texts: string[]) =>
+      texts.map(() => [0.1, 0.2, 0.3]),
+    )
+    const index = await buildSemanticIndex(TEAMS, mockEmbed)
+    for (const entry of index.entries) {
+      expect(entry.embedding).toBeDefined()
+      expect(Array.isArray(entry.embedding)).toBe(true)
+    }
+  })
+
+  it('produces one entry per team', async () => {
+    const mockEmbed = vi.fn(async (texts: string[]) =>
+      texts.map(() => [0.1, 0.2, 0.3]),
+    )
+    const index = await buildSemanticIndex(TEAMS, mockEmbed)
+    expect(index.entries).toHaveLength(TEAMS.length)
+  })
+})
+
+describe('routeSemantic', () => {
+  const mockEmbedFn = vi.fn(async (texts: string[]) =>
+    // backend-pointing vector
+    texts.map(() => [1, 0, 0]),
+  )
+
+  beforeEach(() => { mockEmbedFn.mockClear() })
+
+  it('returns results for a valid in-scope query', async () => {
+    const mockEmbed = vi.fn(async (texts: string[]) =>
+      texts.map(() => [0.1, 0.2, 0.3]),
+    )
+    const index = await buildSemanticIndex(TEAMS, mockEmbed)
+    const response = await routeSemantic('which team handles API work', index, mockEmbedFn)
+    expect(response.results.length).toBeGreaterThan(0)
+    expect(response.query).toBe('which team handles API work')
+    expect(response.scopeViolation).toBeUndefined()
+  })
+
+  it('returns scopeViolation and empty results for an off-topic query', async () => {
+    const mockEmbed = vi.fn(async (texts: string[]) =>
+      texts.map(() => [0.1, 0.2, 0.3]),
+    )
+    const index = await buildSemanticIndex(TEAMS, mockEmbed)
+    const response = await routeSemantic('write a react component', index, mockEmbedFn)
+    expect(response.scopeViolation).toBe(true)
+    expect(response.results).toHaveLength(0)
+    // embedFn should not be called for off-topic queries
+    expect(mockEmbedFn).not.toHaveBeenCalled()
+  })
+
+  it('includes indexedAt from the index', async () => {
+    const mockEmbed = vi.fn(async (texts: string[]) =>
+      texts.map(() => [0.1, 0.2, 0.3]),
+    )
+    const index = await buildSemanticIndex(TEAMS, mockEmbed)
+    const response = await routeSemantic('devops pipelines', index, mockEmbedFn)
+    expect(response.indexedAt).toBe(index.indexedAt)
+  })
+})
diff --git a/packages/router/src/router.ts b/packages/router/src/router.ts
index a9c0e59..648ac71 100644
--- a/packages/router/src/router.ts
+++ b/packages/router/src/router.ts
@@ -1,4 +1,4 @@
-import { search } from './search.js'
+import { search, semanticSearch } from './search.js'
 import type { AskResponse, RouterIndex, RouteResult } from './types.js'
 
 /**
@@ -41,3 +41,36 @@ export function route(query: string, index: RouterIndex): AskResponse {
     indexedAt: index.indexedAt,
   }
 }
+
+/**
+ * Routes a natural-language query using semantic (embedding-based) similarity.
+ *
+ * Off-topic queries still return `scopeViolation: true` without running the
+ * (potentially expensive) embedding step.
+ *
+ * @param query   - Natural-language query.
+ * @param index   - RouterIndex with `embedding` fields populated.
+ * @param embedFn - Function that embeds an array of texts into vectors.
+ */
+export async function routeSemantic(
+  query: string,
+  index: RouterIndex,
+  embedFn: (texts: string[]) => Promise<number[][]>,
+): Promise<AskResponse> {
+  if (isOffTopic(query)) {
+    return {
+      results: [],
+      query,
+      indexedAt: index.indexedAt,
+      scopeViolation: true,
+    }
+  }
+
+  const results = await semanticSearch(query, index.entries, embedFn)
+
+  return {
+    results,
+    query,
+    indexedAt: index.indexedAt,
+  }
+}
diff --git a/packages/router/src/search.ts b/packages/router/src/search.ts
index 56e3b6e..2f57448 100644
--- a/packages/router/src/search.ts
+++ b/packages/router/src/search.ts
@@ -37,3 +37,66 @@ export function search(query: string, entries: RouterEntry[]): RouteResult[] {
       suggestedCommand: entry.suggestedCommand,
     }))
 }
+
+/**
+ * Computes the cosine similarity between two equal-length vectors.
+ *
+ * Returns a value in [−1, 1].  Returns 0 for zero-magnitude vectors to avoid
+ * division by zero.
+ */
+export function cosineSimilarity(a: number[], b: number[]): number {
+  let dot = 0
+  let normA = 0
+  let normB = 0
+
+  for (let i = 0; i < a.length; i++) {
+    dot += a[i] * b[i]
+    normA += a[i] * a[i]
+    normB += b[i] * b[i]
+  }
+
+  const denom = Math.sqrt(normA) * Math.sqrt(normB)
+  return denom === 0 ? 0 : dot / denom
+}
+
+/**
+ * Semantic search using pre-computed embeddings.
+ *
+ * If entries have no embeddings (Phase-1 index), falls back to keyword
+ * `search()` so callers never need to branch on index version.
+ *
+ * @param query   - Natural-language query string.
+ * @param entries - RouterEntry array (may or may not have `embedding`).
+ * @param embedFn - Function that embeds an array of texts.
+ * @returns         Top-K results sorted by descending cosine similarity.
+ */
+export async function semanticSearch(
+  query: string,
+  entries: RouterEntry[],
+  embedFn: (texts: string[]) => Promise<number[][]>,
+): Promise<RouteResult[]> {
+  const entriesWithEmbeddings = entries.filter((e) => e.embedding !== undefined)
+
+  // Fall back to keyword search when no embeddings are available.
+  if (entriesWithEmbeddings.length === 0) {
+    return search(query, entries)
+  }
+
+  const [queryEmbedding] = await embedFn([query])
+
+  return entriesWithEmbeddings
+    .map((entry) => ({
+      entry,
+      confidence: cosineSimilarity(queryEmbedding, entry.embedding as number[]),
+    }))
+    .sort((a, b) => b.confidence - a.confidence)
+    .slice(0, TOP_K)
+    .map(({ entry, confidence }) => ({
+      type: entry.type,
+      id: entry.id,
+      name: entry.name,
+      confidence: Math.round(confidence * 100) / 100,
+      explanation: entry.explanation,
+      suggestedCommand: entry.suggestedCommand,
+    }))
+}
diff --git a/packages/router/src/types.ts b/packages/router/src/types.ts
index bfb4202..fa41f04 100644
--- a/packages/router/src/types.ts
+++ b/packages/router/src/types.ts
@@ -17,6 +17,8 @@ export interface RouterEntry {
   keywords: string[]
   explanation: string
   suggestedCommand?: string
+  /** Normalised embedding vector (Phase 2 — optional) */
+  embedding?: number[]
 }
 
 export interface RouterIndex {