diff --git a/package-lock.json b/package-lock.json
index 9271599c..aecf89e6 100644
--- a/package-lock.json
+++ b/package-lock.json
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           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41139,7 +40868,6 @@
       "version": "4.0.17",
       "resolved": "https://registry.npmjs.org/@smithy/util-defaults-mode-node/-/util-defaults-mode-node-4.0.17.tgz",
       "integrity": "sha512-RfU2A5LjFhEHw4Nwl1GZNitK4AUWu5jGtigAUDoQtfDUvYHpQxcuLw2QGAdKDtKRflIiHSZ8wXBDR36H9R2Ang==",
-      "dev": true,
       "requires": {
         "@smithy/config-resolver": "^4.1.4",
         "@smithy/credential-provider-imds": "^4.0.6",
@@ -41153,8 +40881,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41162,7 +40889,6 @@
       "version": "3.0.6",
       "resolved": "https://registry.npmjs.org/@smithy/util-endpoints/-/util-endpoints-3.0.6.tgz",
       "integrity": "sha512-YARl3tFL3WgPuLzljRUnrS2ngLiUtkwhQtj8PAL13XZSyUiNLQxwG3fBBq3QXFqGFUXepIN73pINp3y8c2nBmA==",
-      "dev": true,
       "requires": {
         "@smithy/node-config-provider": "^4.1.3",
         "@smithy/types": "^4.3.1",
@@ -41172,8 +40898,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41181,7 +40906,6 @@
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/@smithy/util-hex-encoding/-/util-hex-encoding-4.0.0.tgz",
       "integrity": "sha512-Yk5mLhHtfIgW2W2WQZWSg5kuMZCVbvhFmC7rV4IO2QqnZdbEFPmQnCcGMAX2z/8Qj3B9hYYNjZOhWym+RwhePw==",
-      "dev": true,
       "requires": {
         "tslib": "^2.6.2"
       },
@@ -41189,8 +40913,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41198,7 +40921,6 @@
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/@smithy/util-middleware/-/util-middleware-4.0.4.tgz",
       "integrity": "sha512-9MLKmkBmf4PRb0ONJikCbCwORACcil6gUWojwARCClT7RmLzF04hUR4WdRprIXal7XVyrddadYNfp2eF3nrvtQ==",
-      "dev": true,
       "requires": {
         "@smithy/types": "^4.3.1",
         "tslib": "^2.6.2"
@@ -41207,8 +40929,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41216,7 +40937,6 @@
       "version": "4.0.5",
       "resolved": "https://registry.npmjs.org/@smithy/util-retry/-/util-retry-4.0.5.tgz",
       "integrity": "sha512-V7MSjVDTlEt/plmOFBn1762Dyu5uqMrV2Pl2X0dYk4XvWfdWJNe9Bs5Bzb56wkCuiWjSfClVMGcsuKrGj7S/yg==",
-      "dev": true,
       "requires": {
         "@smithy/service-error-classification": "^4.0.5",
         "@smithy/types": "^4.3.1",
@@ -41226,8 +40946,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41235,7 +40954,6 @@
       "version": "4.2.2",
       "resolved": "https://registry.npmjs.org/@smithy/util-stream/-/util-stream-4.2.2.tgz",
       "integrity": "sha512-aI+GLi7MJoVxg24/3J1ipwLoYzgkB4kUfogZfnslcYlynj3xsQ0e7vk4TnTro9hhsS5PvX1mwmkRqqHQjwcU7w==",
-      "dev": true,
       "requires": {
         "@smithy/fetch-http-handler": "^5.0.4",
         "@smithy/node-http-handler": "^4.0.6",
@@ -41250,8 +40968,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41259,7 +40976,6 @@
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/@smithy/util-uri-escape/-/util-uri-escape-4.0.0.tgz",
       "integrity": "sha512-77yfbCbQMtgtTylO9itEAdpPXSog3ZxMe09AEhm0dU0NLTalV70ghDZFR+Nfi1C60jnJoh/Re4090/DuZh2Omg==",
-      "dev": true,
       "requires": {
         "tslib": "^2.6.2"
       },
@@ -41267,8 +40983,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -41276,7 +40991,6 @@
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-4.0.0.tgz",
       "integrity": "sha512-b+zebfKCfRdgNJDknHCob3O7FpeYQN6ZG6YLExMcasDHsCXlsXCEuiPZeLnJLpwa5dvPetGlnGCiMHuLwGvFow==",
-      "dev": true,
       "requires": {
         "@smithy/util-buffer-from": "^4.0.0",
         "tslib": "^2.6.2"
@@ -41285,8 +40999,7 @@
         "tslib": {
           "version": "2.8.1",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
-          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-          "dev": true
+          "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
         }
       }
     },
@@ -43106,8 +42819,7 @@
     "bowser": {
       "version": "2.11.0",
       "resolved": "https://registry.npmjs.org/bowser/-/bowser-2.11.0.tgz",
-      "integrity": "sha512-AlcaJBi/pqqJBIQ8U9Mcpc9i8Aqxn88Skv5d+xBX006BY5u8N3mGLHa5Lgppa7L/HfwgwLgZ6NYs+Ag6uUmJRA==",
-      "dev": true
+      "integrity": "sha512-AlcaJBi/pqqJBIQ8U9Mcpc9i8Aqxn88Skv5d+xBX006BY5u8N3mGLHa5Lgppa7L/HfwgwLgZ6NYs+Ag6uUmJRA=="
     },
     "bplist-parser": {
       "version": "0.2.0",
@@ -50761,7 +50473,6 @@
       "version": "1.7.2",
       "resolved": "https://registry.npmjs.org/mongodb-build-info/-/mongodb-build-info-1.7.2.tgz",
       "integrity": "sha512-eoLFZvCIjcwijYJdxvYupj1c+55VAVm0o4gBJjrcDxxmmpm+bC4Ix9ayZbyhQdVXDZAGDi03NA0GghXjBVXnxg==",
-      "dev": true,
       "requires": {
         "mongodb-connection-string-url": "^3.0.0"
       }
@@ -55135,8 +54846,7 @@
     "strnum": {
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/strnum/-/strnum-1.0.5.tgz",
-      "integrity": "sha512-J8bbNyKKXl5qYcR36TIO8W3mVGVHrmmxsd5PAItGkmyzwJvybiw2IVq5nqd0i4LSNSkB/sx9VHllbfFdr9k1JA==",
-      "dev": true
+      "integrity": "sha512-J8bbNyKKXl5qYcR36TIO8W3mVGVHrmmxsd5PAItGkmyzwJvybiw2IVq5nqd0i4LSNSkB/sx9VHllbfFdr9k1JA=="
     },
     "strong-log-transformer": {
       "version": "2.1.0",
diff --git a/packages/mongodb-ts-autocomplete/package.json b/packages/mongodb-ts-autocomplete/package.json
index b5a50235..66c91500 100644
--- a/packages/mongodb-ts-autocomplete/package.json
+++ b/packages/mongodb-ts-autocomplete/package.json
@@ -54,21 +54,25 @@
   },
   "dependencies": {
     "@mongodb-js/ts-autocomplete": "^0.3.3",
+    "@mongosh/shell-api": "^3.16.2",
     "mongodb-schema": "^12.6.2",
     "node-cache": "^5.1.2",
-    "typescript": "^5.0.4"
+    "typescript": "^5.0.4",
+    "debug": "^4.4.0",
+    "lodash": "^4.17.21"
   },
   "devDependencies": {
     "@mongodb-js/eslint-config-devtools": "0.9.11",
     "@mongodb-js/mocha-config-devtools": "^1.0.5",
     "@mongodb-js/prettier-config-devtools": "^1.0.2",
     "@mongodb-js/tsconfig-devtools": "^1.0.3",
-    "@mongosh/shell-api": "^3.13.0",
+    "@mongodb-js/mql-typescript": "^0.2.3",
     "@types/chai": "^4.2.21",
     "@types/mocha": "^9.1.1",
     "@types/node": "^22.15.30",
     "@types/sinon-chai": "^3.2.5",
     "bson": "^6.10.3",
+    "mongodb": "^6.9.0",
     "chai": "^4.5.0",
     "depcheck": "^1.4.7",
     "eslint": "^7.25.0",
diff --git a/packages/mongodb-ts-autocomplete/scripts/extract-types.ts b/packages/mongodb-ts-autocomplete/scripts/extract-types.ts
index de992594..a4498889 100644
--- a/packages/mongodb-ts-autocomplete/scripts/extract-types.ts
+++ b/packages/mongodb-ts-autocomplete/scripts/extract-types.ts
@@ -15,8 +15,28 @@ async function loadSources(sources: Record<string, string>) {
 
 async function run() {
   const input: Record<string, string> = {
+    // mql imports bson but right now so does shell-api. We could bake the types
+    // those use into the files we generate using api-extractor, but maybe
+    // including it just once is not so bad.
     '/bson.ts': path.join(require.resolve('bson'), '..', '..', 'bson.d.ts'),
-    '/mql.ts': path.join(__dirname, '..', 'src', 'fixtures', 'mql.ts'),
+    // mql imports the mongodb driver. We could also use api-extractor there to
+    // bake the few mongodb types we use into the schema.
+    '/mongodb.ts': path.join(
+      require.resolve('mongodb'),
+      '..',
+      '..',
+      'mongodb.d.ts',
+    ),
+    // We wouldn't have to include mql if we used it straight from shell-api,
+    // but since we're using it straight here for now to bypass the complicated
+    // generics on the shell-api side it is included here for now.
+    '/mql.ts': path.join(
+      require.resolve('@mongodb-js/mql-typescript'),
+      '..',
+      '..',
+      'out',
+      'schema.d.ts',
+    ),
   };
   const files = await loadSources(input);
   const code = `
@@ -32,6 +52,7 @@ export default files;
     'autocomplete-types.ts',
   );
   console.log(filepath);
+  await fs.mkdir(path.dirname(filepath), { recursive: true });
   await fs.writeFile(filepath, code, 'utf-8');
 }
 
diff --git a/packages/mongodb-ts-autocomplete/src/autocompleter.spec.ts b/packages/mongodb-ts-autocomplete/src/autocompleter.spec.ts
index 8fc41365..b0d2de75 100644
--- a/packages/mongodb-ts-autocomplete/src/autocompleter.spec.ts
+++ b/packages/mongodb-ts-autocomplete/src/autocompleter.spec.ts
@@ -24,19 +24,42 @@ describe('MongoDBAutocompleter', function () {
         connectionId,
         databaseName,
       }),
-      databasesForConnection: () => Promise.resolve(['db1', 'db2']),
-      collectionsForDatabase: () => Promise.resolve(['foo', 'bar', 'baz']),
-      schemaInformationForCollection: async () => {
-        const docs = [
-          {
-            foo: 'foo',
-            bar: 1,
-            baz: {
-              a: 1,
-              b: 'b',
-            },
-          },
-        ];
+      databasesForConnection: () =>
+        Promise.resolve(['db1', 'db2', databaseName]),
+      collectionsForDatabase: () =>
+        Promise.resolve(['foo', 'bar', 'baz', collectionName]),
+      schemaInformationForCollection: async (
+        connectionId: string,
+        databaseName: string,
+        collectionName: string,
+      ) => {
+        let docs;
+        switch (collectionName) {
+          case 'foo': {
+            docs = [
+              {
+                foo: 'foo',
+                bar: 1,
+                baz: {
+                  a: 1,
+                  b: 'b',
+                },
+              },
+            ];
+            break;
+          }
+          case 'bar': {
+            docs = [
+              {
+                myField: 'myValue',
+              },
+            ];
+            break;
+          }
+          default: {
+            docs = [];
+          }
+        }
 
         const analyzedDocuments = await analyzeDocuments(docs);
         const schema = await analyzedDocuments.getMongoDBJsonSchema();
@@ -50,133 +73,152 @@ describe('MongoDBAutocompleter', function () {
   });
 
   it('deals with no connection', async function () {
-    autocompleterContext.currentDatabaseAndConnection = () => {
-      return undefined;
-    };
+    // The body of tests are all wrapped in loops so that we exercise the
+    // caching logic in the autocompleter.
+    for (let i = 0; i < 2; i++) {
+      autocompleterContext.currentDatabaseAndConnection = () => {
+        return undefined;
+      };
 
-    const completions = await autocompleter.autocomplete('db.');
-    expect(completions).to.deep.equal([]);
+      const completions = await autocompleter.autocomplete('db.');
+      expect(completions).to.deep.equal([]);
+    }
   });
 
   it('does not leak the bson package', async function () {
-    const completions = await autocompleter.autocomplete('bson.');
-    expect(completions).to.deep.equal([]);
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('bson.');
+      expect(completions).to.deep.equal([]);
+    }
   });
 
   it('does not leak the ShellAPI package', async function () {
-    const completions = await autocompleter.autocomplete('ShellAPI.');
-    expect(completions).to.deep.equal([]);
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('ShellAPI.');
+      expect(completions).to.deep.equal([]);
+    }
   });
 
   it('completes a bson expression', async function () {
-    const completions = await autocompleter.autocomplete('Ob');
-    expect(completions).to.deep.equal([
-      {
-        kind: 'keyword',
-        name: 'object',
-        result: 'object',
-      },
-      {
-        kind: 'var',
-        name: 'Object',
-        result: 'Object',
-      },
-      {
-        kind: 'const',
-        name: 'ObjectId',
-        result: 'ObjectId',
-      },
-    ]);
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('Ob');
+      expect(completions).to.deep.equal([
+        {
+          kind: 'keyword',
+          name: 'object',
+          result: 'object',
+        },
+        {
+          kind: 'var',
+          name: 'Object',
+          result: 'Object',
+        },
+        {
+          kind: 'const',
+          name: 'ObjectId',
+          result: 'ObjectId',
+        },
+      ]);
+    }
   });
 
   it('completes a db method', async function () {
-    const completions = await autocompleter.autocomplete('db.hostIn');
-    expect(completions).to.deep.equal([
-      {
-        kind: 'method',
-        name: 'hostInfo',
-        result: 'db.hostInfo',
-      },
-    ]);
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('db.hostIn');
+      expect(completions).to.deep.equal([
+        {
+          kind: 'method',
+          name: 'hostInfo',
+          result: 'db.hostInfo',
+        },
+      ]);
+    }
   });
 
   it('completes a collection name', async function () {
-    const completions = await autocompleter.autocomplete('db.fo');
-    // Note that the types are all blank objects for now because we haven't
-    // sampled any of these collections' schemas yet
-    expect(completions).to.deep.equal([
-      {
-        kind: 'property',
-        name: 'foo',
-        result: 'db.foo',
-      },
-    ]);
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('db.fo');
+      // Note that the types are all blank objects for now because we haven't
+      // sampled any of these collections' schemas yet
+      expect(completions).to.deep.equal([
+        {
+          kind: 'property',
+          name: 'foo',
+          result: 'db.foo',
+        },
+      ]);
+    }
   });
 
   it('completes a collection method', async function () {
-    const completions = await autocompleter.autocomplete('db.foo.fi');
-    expect(completions).to.deep.equal([
-      {
-        kind: 'method',
-        name: 'find',
-        result: 'db.foo.find',
-      },
-      {
-        kind: 'method',
-        name: 'findAndModify',
-        result: 'db.foo.findAndModify',
-      },
-      {
-        kind: 'method',
-        name: 'findOne',
-        result: 'db.foo.findOne',
-      },
-      {
-        kind: 'method',
-        name: 'findOneAndDelete',
-        result: 'db.foo.findOneAndDelete',
-      },
-      {
-        kind: 'method',
-        name: 'findOneAndReplace',
-        result: 'db.foo.findOneAndReplace',
-      },
-      {
-        kind: 'method',
-        name: 'findOneAndUpdate',
-        result: 'db.foo.findOneAndUpdate',
-      },
-    ]);
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('db.foo.fi');
+      expect(completions).to.deep.equal([
+        {
+          kind: 'method',
+          name: 'find',
+          result: 'db.foo.find',
+        },
+        {
+          kind: 'method',
+          name: 'findAndModify',
+          result: 'db.foo.findAndModify',
+        },
+        {
+          kind: 'method',
+          name: 'findOne',
+          result: 'db.foo.findOne',
+        },
+        {
+          kind: 'method',
+          name: 'findOneAndDelete',
+          result: 'db.foo.findOneAndDelete',
+        },
+        {
+          kind: 'method',
+          name: 'findOneAndReplace',
+          result: 'db.foo.findOneAndReplace',
+        },
+        {
+          kind: 'method',
+          name: 'findOneAndUpdate',
+          result: 'db.foo.findOneAndUpdate',
+        },
+      ]);
+    }
   });
 
-  // TODO: We need MONGOSH-2170 so that we can use the generated MQL types via
-  // the Shell API to autocomplete fields in
-  // ServerSchema[databaseName][collectionName].schema
-  it.skip('completes a collection field name in a query', async function () {
-    const completions = await autocompleter.autocomplete('db.foo.find({ fo');
+  it('completes a collection field name in a query', async function () {
+    // hit the same collection & schema and everythign twice
+    for (let i = 0; i < 2; i++) {
+      const completions = await autocompleter.autocomplete('db.foo.find({ fo');
+
+      expect(
+        completions.filter((c) => /^(foo|bar|baz|myField)$/.test(c.name)),
+      ).to.deep.equal([
+        {
+          kind: 'property',
+          name: 'foo',
+          result: 'db.foo.find({ foo',
+        },
+      ]);
+    }
+
+    // then hit a different collection to make sure the caching works
+    const completions = await autocompleter.autocomplete('db.bar.find({ myF');
 
     expect(
-      completions.filter((c) => /^(foo|bar|baz)$/.test(c.name)),
+      completions.filter((c) => /^(foo|bar|baz|myField)$/.test(c.name)),
     ).to.deep.equal([
       {
         kind: 'property',
-        name: 'bar',
-        result: 'db.foo.find({ bar',
-      },
-      {
-        kind: 'property',
-        name: 'baz',
-        result: 'db.foo.find({ baz',
-      },
-      {
-        kind: 'property',
-        name: 'foo',
-        result: 'db.foo.find({ foo',
+        name: 'myField',
+        result: 'db.bar.find({ myField',
       },
     ]);
   });
 
-  describe('getConnectionCode', function () {
+  describe('getConnectionSchemaCode', function () {
     it('generates code for a connection', async function () {
       const docs = [
         {
@@ -194,14 +236,17 @@ describe('MongoDBAutocompleter', function () {
 
       const connection = autocompleter.addConnection(connectionId);
       connection.addCollectionSchema(databaseName, collectionName, schema);
-      const code = autocompleter.getConnectionCode(connectionId);
+      const code = autocompleter.getConnectionSchemaCode(
+        connectionId,
+        `ServerSchema[${JSON.stringify(databaseName)}][${JSON.stringify(collectionName)}]['schema']`,
+      );
       expect(code).to.equal(`
-import * as ShellAPI from '/shell-api.ts';
 import * as bson from '/bson.ts';
+import * as mql from '/mql.ts';
 
 export type ServerSchema = {
-  ${JSON.stringify(databaseName)}: {
-    ${JSON.stringify(collectionName)}: {
+  "my-'\\ndatabaseName": {
+    "my-'\\ncollectionName": {
       schema: {
         bar?: bson.Double | number;
         baz?: {
@@ -213,6 +258,10 @@ export type ServerSchema = {
     };
   }
 };
+
+export type ConnectionMQLQuery = mql.Query<ServerSchema["my-'\\ndatabaseName"]["my-'\\ncollectionName"]['schema']>;
+export type ConnectionMQLPipeline = mql.Pipeline<ServerSchema["my-'\\ndatabaseName"]["my-'\\ncollectionName"]['schema']>;
+export type ConnectionMQLDocument = ServerSchema["my-'\\ndatabaseName"]["my-'\\ncollectionName"]['schema'];
 `);
     });
   });
diff --git a/packages/mongodb-ts-autocomplete/src/autocompleter.ts b/packages/mongodb-ts-autocomplete/src/autocompleter.ts
index 742d320e..6ba1f95b 100644
--- a/packages/mongodb-ts-autocomplete/src/autocompleter.ts
+++ b/packages/mongodb-ts-autocomplete/src/autocompleter.ts
@@ -1,3 +1,5 @@
+import createDebug from 'debug';
+import _ from 'lodash';
 import Autocompleter from '@mongodb-js/ts-autocomplete';
 import type { AutoCompletion } from '@mongodb-js/ts-autocomplete';
 import autocompleteTypes from './fixtures/autocomplete-types';
@@ -15,6 +17,8 @@ import {
 import { CachingAutocompletionContext } from './autocompletion-context';
 import type { AutocompletionContext } from './autocompletion-context';
 
+const debug = createDebug('mongodb-ts-autocomplete');
+
 type MongoDBAutocompleterOptions = {
   context: AutocompletionContext;
 };
@@ -26,11 +30,14 @@ class DatabaseSchema {
     this.collectionSchemas = Object.create(null);
   }
 
-  setCollectionNames(collectionNames: string[]): void {
+  setCollectionNames(collectionNames: string[]): boolean {
+    let changed = false;
+
     // add the missing ones as undefined
     for (const collectionName of collectionNames) {
       if (!this.collectionSchemas[collectionName]) {
         this.collectionSchemas[collectionName] = undefined;
+        changed = true;
       }
     }
 
@@ -39,12 +46,16 @@ class DatabaseSchema {
     for (const key of Object.keys(this.collectionSchemas)) {
       if (!knownCollectionNames.has(key)) {
         delete this.collectionSchemas[key];
+        changed = true;
       }
     }
+    return changed;
   }
 
-  setCollectionSchema(collectionName: string, schema: JSONSchema): void {
+  setCollectionSchema(collectionName: string, schema: JSONSchema): boolean {
+    const isChanged = _.isEqual(this.collectionSchemas[collectionName], schema);
     this.collectionSchemas[collectionName] = schema;
+    return isChanged;
   }
 
   toTypescriptTypeDefinition(): string {
@@ -71,24 +82,29 @@ class ConnectionSchema {
     this.databaseSchemas = Object.create(null);
   }
 
-  addDatabase(databaseName: string) {
+  addDatabase(databaseName: string): void {
     if (!this.databaseSchemas[databaseName]) {
       this.databaseSchemas[databaseName] = new DatabaseSchema();
     }
   }
 
-  setDatabaseCollectionNames(databaseName: string, collectionNames: string[]) {
+  setDatabaseCollectionNames(
+    databaseName: string,
+    collectionNames: string[],
+  ): boolean {
     this.addDatabase(databaseName);
-    this.databaseSchemas[databaseName].setCollectionNames(collectionNames);
+    return this.databaseSchemas[databaseName].setCollectionNames(
+      collectionNames,
+    );
   }
 
   addCollectionSchema(
     databaseName: string,
     collectionName: string,
     collectionSchema: JSONSchema,
-  ) {
+  ): boolean {
     this.addDatabase(databaseName);
-    this.databaseSchemas[databaseName].setCollectionSchema(
+    return this.databaseSchemas[databaseName].setCollectionSchema(
       collectionName,
       collectionSchema,
     );
@@ -154,6 +170,10 @@ export class MongoDBAutocompleter {
   private readonly context: AutocompletionContext;
   private readonly connectionSchemas: Record<string, ConnectionSchema>;
   private readonly autocompleter: Autocompleter;
+  private previousConnectionDB:
+    | { databaseName: string; connectionId: string }
+    | undefined;
+  private previousCollectionName: string | undefined;
 
   constructor({ context }: MongoDBAutocompleterOptions) {
     this.context = CachingAutocompletionContext.caching(context);
@@ -163,7 +183,6 @@ export class MongoDBAutocompleter {
 
     this.autocompleter.updateCode({
       ...autocompleteTypes,
-      '/shell-api.ts': replaceImports(ShellApiText),
     });
   }
 
@@ -174,29 +193,48 @@ export class MongoDBAutocompleter {
     return this.connectionSchemas[connectionId];
   }
 
-  getConnectionCode(connectionId: string): string {
+  getConnectionSchemaCode(connectionId: string, schemaType: string): string {
     return `
-import * as ShellAPI from '/shell-api.ts';
 import * as bson from '/bson.ts';
+import * as mql from '/mql.ts';
 
 export type ServerSchema = ${this.connectionSchemas[
       connectionId
     ].toTypescriptTypeDefinition()};
+
+export type ConnectionMQLQuery = mql.Query<${schemaType}>;
+export type ConnectionMQLPipeline = mql.Pipeline<${schemaType}>;
+export type ConnectionMQLDocument = ${schemaType};
 `;
   }
 
-  getCurrentGlobalsCode(connectionId: string, databaseName: string) {
+  getConnectionShellAPICode(connectionId: string): string {
+    return `
+    import {ConnectionMQLQuery, ConnectionMQLPipeline, ConnectionMQLDocument} from '/${connectionId}-schema.ts';
+    ${adjustShellApiForConnection(ShellApiText as string)}
+    `;
+  }
+
+  getCurrentGlobalsCode(connectionId: string, databaseName: string): string {
     return `
-import * as ShellAPI from '/shell-api.ts';
-import { ServerSchema } from '/${connectionId}.ts';
+import * as mql from '/mql.ts';
+import {
+  ServerSchema,
+} from '/${connectionId}-schema.ts';
+import {
+  DatabaseWithSchema,
+  ReplicaSet,
+  Shard,
+  Streams
+} from '/${connectionId}-shell-api.ts';
 
 type CurrentDatabaseSchema = ServerSchema[${JSON.stringify(databaseName)}];
 
 declare global {
-  const db: ShellAPI.DatabaseWithSchema<ServerSchema, CurrentDatabaseSchema>;
-  const rs: ShellAPI.ReplicaSet<ServerSchema, CurrentDatabaseSchema>;
-  const sh: ShellAPI.Shard<ServerSchema, CurrentDatabaseSchema>;
-  const sp: ShellAPI.Streams<ServerSchema, CurrentDatabaseSchema>;
+  const db: DatabaseWithSchema<ServerSchema, CurrentDatabaseSchema>;
+  const rs: ReplicaSet<ServerSchema, CurrentDatabaseSchema>;
+  const sh: Shard<ServerSchema, CurrentDatabaseSchema>;
+  const sp: Streams<ServerSchema, CurrentDatabaseSchema>;
 }
 `;
   }
@@ -206,14 +244,26 @@ declare global {
     // connection, db object, etc. So just return no results in that case.
     const dbAndConnection = this.context.currentDatabaseAndConnection();
     if (!dbAndConnection) {
+      this.previousConnectionDB = undefined;
+      this.previousCollectionName = undefined;
       return [];
     }
 
+    const isConnectionDBChanged = _.isEqual(
+      this.previousConnectionDB,
+      dbAndConnection,
+    );
+    this.previousConnectionDB = dbAndConnection;
+
     const { connectionId, databaseName } = dbAndConnection;
 
     const tsAst = compileSourceFile(code);
     const collectionName = inferCollectionNameFromFunctionCall(tsAst) || 'test';
 
+    const isCollectionNameChanged =
+      this.previousCollectionName !== collectionName;
+    this.previousCollectionName = collectionName;
+
     const schema = await this.context.schemaInformationForCollection(
       connectionId,
       databaseName,
@@ -221,24 +271,91 @@ declare global {
     );
 
     const connection = this.addConnection(connectionId);
-    connection.addCollectionSchema(databaseName, collectionName, schema);
+    const isSchemaChanged = connection.addCollectionSchema(
+      databaseName,
+      collectionName,
+      schema,
+    );
 
     const collectionNames = await this.context.collectionsForDatabase(
       connectionId,
       databaseName,
     );
-    connection.setDatabaseCollectionNames(databaseName, collectionNames);
+    const isCollectionsChanged = connection.setDatabaseCollectionNames(
+      databaseName,
+      collectionNames,
+    );
 
-    this.autocompleter.updateCode({
-      [`/${connectionId}.ts`]: this.getConnectionCode(connectionId),
-    });
-    this.autocompleter.updateCode({
-      '/current-globals.ts': this.getCurrentGlobalsCode(
-        connectionId,
-        databaseName,
-      ),
+    if (isSchemaChanged || isCollectionsChanged) {
+      // This is quit expensive because the connection code contains a modified
+      // copy of the whole shell-api, so we want to only do this if the things
+      // it uses actually changed.
+      const schemaType = collectionNames.includes(collectionName)
+        ? `ServerSchema[${JSON.stringify(databaseName)}][${JSON.stringify(collectionName)}]['schema']`
+        : '{}';
+      this.autocompleter.updateCode({
+        [`/${connectionId}-schema.ts`]: this.getConnectionSchemaCode(
+          connectionId,
+          schemaType,
+        ),
+        [`/${connectionId}-shell-api.ts`]:
+          this.getConnectionShellAPICode(connectionId),
+      });
+    }
+
+    if (
+      isSchemaChanged ||
+      isCollectionsChanged ||
+      isConnectionDBChanged ||
+      isCollectionNameChanged
+    ) {
+      // This is moderately expensive compared to recreating the connection
+      // code, but still worth doing.
+      this.autocompleter.updateCode({
+        '/current-globals.ts': this.getCurrentGlobalsCode(
+          connectionId,
+          databaseName,
+        ),
+      });
+    }
+
+    debug({
+      connectionId,
+      databaseName,
+      collectionName,
+      isSchemaChanged,
+      isCollectionsChanged,
+      isConnectionDBChanged,
+      isCollectionNameChanged,
+      code,
     });
 
     return this.autocompleter.autocomplete(code);
   }
 }
+
+function adjustShellApiForConnection(ShellApiText: string): string {
+  const replacements: [RegExp, string][] = [
+    // export type MQLQuery = Document; becomes declare type MQLQuery =
+    // Document_2; once api-extractor does its thing.
+    [/type MQLQuery = Document.*;/, 'type MQLQuery = ConnectionMQLQuery;'],
+    [
+      /type MQLPipeline = Document.*;/,
+      'type MQLPipeline = ConnectionMQLPipeline;',
+    ],
+    [
+      /type MQLDocument = Document.*;/,
+      'type MQLDocument = ConnectionMQLDocument;',
+    ],
+  ];
+  let result = replaceImports(ShellApiText);
+  for (const [searchValue, replaceValue] of replacements) {
+    if (!result.search(searchValue)) {
+      throw new Error(
+        `Expected shell-api to contain ${searchValue.toString()}`,
+      );
+    }
+    result = result.replace(searchValue, replaceValue);
+  }
+  return result;
+}
diff --git a/packages/mongodb-ts-autocomplete/src/fixtures/mql.ts b/packages/mongodb-ts-autocomplete/src/fixtures/mql.ts
deleted file mode 100644
index 1f537691..00000000
--- a/packages/mongodb-ts-autocomplete/src/fixtures/mql.ts
+++ /dev/null
@@ -1,37 +0,0 @@
-// TODO: everything in here is just a very minimal stub until we can generate
-// this file from the work in MONGOSH-2030
-
-export interface Document {
-  [key: string]: any;
-}
-
-export interface Array<T> {
-  [n: number]: T;
-}
-
-export interface Cursor<T> {
-  toArray(): Array<T>;
-  first: T;
-}
-
-export type Filter<T> = T;
-export type Project<T> = {
-  $project: {
-    [t in keyof T]: 1 | 0;
-  };
-};
-
-export type Lookup<T, R> = {
-  $lookup: {
-    from: string;
-    localField: keyof T;
-    foreignField: keyof R;
-    as: string;
-  };
-};
-
-export type Match<T> = {
-  $match: Filter<T>;
-};
-
-export type Pipeline<T> = Array<Match<T> | Project<T> | Lookup<T, any>>;
diff --git a/packages/mongodb-ts-autocomplete/src/utils.ts b/packages/mongodb-ts-autocomplete/src/utils.ts
index 27eca374..fe5466a4 100644
--- a/packages/mongodb-ts-autocomplete/src/utils.ts
+++ b/packages/mongodb-ts-autocomplete/src/utils.ts
@@ -1,5 +1,7 @@
 export function replaceImports(code: string) {
-  // This just makes it possible to work on mql.ts because then the
-  // IDE finds the import.
-  return code.replace(/'bson'/g, "'/bson.ts'");
+  // mql uses these and we have to make sure the language server finds our
+  // copies at runtime.
+  return code
+    .replace(/'bson'/g, "'/bson.ts'")
+    .replace(/'mongodb'/g, "'/mongodb.ts'");
 }
diff --git a/packages/ts-autocomplete/src/index.ts b/packages/ts-autocomplete/src/index.ts
index 5eb91f0e..150a0508 100644
--- a/packages/ts-autocomplete/src/index.ts
+++ b/packages/ts-autocomplete/src/index.ts
@@ -165,7 +165,10 @@ function filterDiagnostics(diagnostics: ts.Diagnostic[]): {
       ..._.pick(item, 'messageText'),
     };
 
-    if (result.fileName === '/shell-api.ts') {
+    if (
+      result.fileName === '/shell-api.ts' ||
+      result.fileName?.startsWith('/connection-')
+    ) {
       delete result.text;
     }