diff --git a/packages/openapi/src/core/normalize.test.ts b/packages/openapi/src/core/normalize.test.ts
index 249fba04..3731326c 100644
--- a/packages/openapi/src/core/normalize.test.ts
+++ b/packages/openapi/src/core/normalize.test.ts
@@ -109,4 +109,63 @@ describe('normalize', () => {
     });
     expect(ir.operations[0]?.id).toBe('deleteFooId');
   });
+
+  it('operation-level parameters override path-level ones with the same name+in', () => {
+    const ir = normalize({
+      openapi: '3.0.0',
+      info: { title: 'Override', version: '1' },
+      paths: {
+        '/pets/{petId}': {
+          parameters: [
+            { name: 'petId', in: 'path', required: true, schema: { type: 'string' } },
+            { name: 'verbose', in: 'query', schema: { type: 'boolean' } },
+          ],
+          get: {
+            operationId: 'getPet',
+            parameters: [
+              {
+                name: 'petId',
+                in: 'path',
+                required: true,
+                description: 'more specific override',
+                schema: { type: 'string', minLength: 1 },
+              },
+            ],
+            responses: { '200': { description: 'ok' } },
+          },
+        },
+      },
+    });
+
+    const params = ir.operations[0]!.parameters;
+    // The path-level petId must be replaced, not duplicated alongside the op-level one.
+    expect(params.filter((p) => p.name === 'petId')).toHaveLength(1);
+    expect(params.find((p) => p.name === 'petId')?.description).toBe('more specific override');
+    // Path-level parameters not overridden by the operation are kept.
+    expect(params.some((p) => p.name === 'verbose')).toBe(true);
+  });
+
+  it('resolves $ref path parameters before applying the same name+in override rule', () => {
+    const ir = normalize({
+      openapi: '3.0.0',
+      info: { title: 'RefOverride', version: '1' },
+      paths: {
+        '/pets/{petId}': {
+          parameters: [{ $ref: '#/components/parameters/PetId' }],
+          get: {
+            operationId: 'getPet',
+            parameters: [{ name: 'petId', in: 'path', required: true, schema: { type: 'string' } }],
+            responses: { '200': { description: 'ok' } },
+          },
+        },
+      },
+      components: {
+        parameters: {
+          PetId: { name: 'petId', in: 'path', required: true, schema: { type: 'string' } },
+        },
+      },
+    });
+
+    expect(ir.operations[0]!.parameters.filter((p) => p.name === 'petId')).toHaveLength(1);
+  });
 });
diff --git a/packages/openapi/src/core/normalize.ts b/packages/openapi/src/core/normalize.ts
index 925dcd9c..8edf4467 100644
--- a/packages/openapi/src/core/normalize.ts
+++ b/packages/openapi/src/core/normalize.ts
@@ -56,11 +56,22 @@ function toOperation(
   root: Record<string, unknown>,
 ): Operation {
   const opParams = (op.parameters ?? []) as unknown[];
-  const rawParams = [...pathLevelParams, ...opParams];
-  const parameters = rawParams
+
+  // OpenAPI spec: an operation-level parameter with the same `name` + `in`
+  // as a path-level one REPLACES it (it may override description, schema,
+  // required, …). Concatenating both produced duplicated parameters, which
+  // leaked into generated docs (duplicate table rows), MCP input schemas,
+  // and — worst case — TS SDKs with duplicate function arguments
+  // (`async getPet(petId: string, petId: string, …)`), which do not compile.
+  const resolvedPathParams = pathLevelParams
     .map((p) => resolveRef(p, root) as Record<string, unknown> | undefined)
     .filter((p): p is Record<string, unknown> => !!p)
-    .map(toParameter);
+    .filter((p) => !opOverrides(opParams, root, p));
+  const resolvedOpParams = opParams
+    .map((p) => resolveRef(p, root) as Record<string, unknown> | undefined)
+    .filter((p): p is Record<string, unknown> => !!p);
+
+  const parameters = [...resolvedPathParams, ...resolvedOpParams].map(toParameter);
 
   return {
     id: typeof op.operationId === 'string' ? op.operationId : autoId(method, path),
@@ -76,6 +87,20 @@ function toOperation(
   };
 }
 
+// True when the operation declares its own parameter with the same
+// name + location, which per the OpenAPI spec overrides `candidate`.
+function opOverrides(
+  opParams: unknown[],
+  root: Record<string, unknown>,
+  candidate: Record<string, unknown>,
+): boolean {
+  return opParams.some((raw) => {
+    const p = resolveRef(raw, root) as Record<string, unknown> | undefined;
+    if (!p) return false;
+    return p.name === candidate.name && (p.in ?? 'query') === (candidate.in ?? 'query');
+  });
+}
+
 function toParameter(p: Record<string, unknown>): Parameter {
   return {
     name: String(p.name ?? ''),